美国政府以国家安全为由，发出出口管制指令，要求 Anthropic 暂停所有外国国籍用户（包括 Anthropic 内部外籍员工）访问 Claude Fable 5 和 Mythos 5，用户将自动回退到默认模型或 Opus 4.8
As a result of a US government directive, we are suspending access to Claude Fable 5 for all users. You can continue to use all other Claude models. Across Claude products, new sessions will run on your selected default model or Opus 4.8, and existing Fabl… ① 部分用户反映仍有访问（@bwallxyz），执行时间线混乱 ② 外国用户愤怒：「AI 被限制给美国公民专用」（@_sirajuddeen_）③ 阴谋论声音：政府 + Anthropic 联合 PR 噱头为 IPO 服务（@stillgh4y）④ 反讽：Anthropic 自己鼓吹模型危险需要政府监管，现在被监管了才说「GPT-5.5 也能做一样的事」（@ShahNikbin）⑤ 美国用户对 Anthropic「政策说外国人，却对所有人停」感到困惑和愤怒（@IndieDevFire、@TheDonkWrangler）
SpaceX IPO 将引发 AI 泡沫崩盘对比 1995 年 Palm IPO 的预测帖，评论区激烈反驳
关注 AI 行业走向的开发者；正在用 AI 工具建产品、担心赛道泡沫化的 indie hackers
Anthropic 官方展示 Claude Fable 5 发布两天内用户已构建的项目合集，附链接展示 3D 海洋城市等创意作品，22857 点赞
评论区以「羡慕/自嘲」为主（@sugaarak 吐槽一条 prompt 就烧光了 token；@SeHozaifa 感慨自己只用来写购物清单而 Claude 在造 3D 城市）。真正在展示作品的极少，大多是围观情绪。
HN 热帖：AI agent 自动执行代码导致 AWS 账单暴涨，事后向社区募捐引发 465 条讨论
开发者关注 AI agent 失控案例、成本控制机制、非技术用户使用 AI 构建生产系统的边界
OpenClaw 6.6 发布，同期 Claude 功能大爆发引发「开源 vs 闭源 AI 操作系统」公开论战，社区普遍认为开源可控性和价格优势是 OpenClaw 的护城河
OpenClaw 6.6 发布，同期 Claude 功能大爆发引发「开源 vs 闭源 AI 操作系统」公开论战，社区普遍认为开源可控性和价格优势是 OpenClaw 的护城河
受众观点：['@Umesh__digital（88赞）：「OpenClaw is still preferred due to its open source nature. Claude is vendor specific and bound. less flexible.」——社区最高赞回复直接点出核心差异', "@Zer0Wav3s（12赞）：「OpenClaw can do everything on that list and more… runs on your infrastructure, with your models… open source doesn't die」——强调自主基础设施和长期可持续性", '@cwm_theo（5赞）：「Claude is expensive though. I will stick to openclaw and kimi k2.5」——成本是实际用户留在 OpenClaw 的直接原因', '@morad_037（2赞，发布帖评论）：「fable 5 support in openclaw is huge. adaptive thinking makes a real difference for complex multi-step tasks」——肯定 6.6 新功能的实际价值']
SpaceX IPO 引发两极讨论：一边是 AI/科技圈大佬盛赞其第一性原理工程文化，另一边是市场预测者警告这将成为 AI 泡沫破裂的导火索，类比 2000 年 Palm IPO 引爆dot-com崩盘
SpaceX IPO 引发两极讨论：一边是 AI/科技圈大佬盛赞其第一性原理工程文化，另一边是市场预测者警告这将成为 AI 泡沫破裂的导火索，类比 2000 年 Palm IPO 引爆dot-com崩盘。
受众观点：@JonSnyderHQ (score:437, Twitter)：直接指出图表数据造假，normed data 掩盖真实走势，评论区高质量 debunk 值得注意。@lostwanderer320 (score:36, Twitter)：亲历 dot-com 泡沫，认为 AI 与其有本质区别——AI 是生产力工具，不是空壳网站，代表了部分从业者的真实认知。
Claude 发布新模型 Fable 5，官方展示 liquid glass CSS UI 效果并发起开发者社区互动征集，大量独立开发者分享实际构建案例
Claude 发布新模型 Fable 5，官方展示 liquid glass CSS UI 效果并发起开发者社区互动征集，大量独立开发者分享实际构建案例
受众观点：['"Restaurant GM here, not an engineer. Built with Claude Code: a credo/quest app + full-stack workforce management for our summer beer garden in Sapporo — 300 staff, 108-day season. Migrated the whole backend to Supabase in one evening." (@wearems_satoshi) — 非工程师背景用户用 Claude Code 构建生产级系统', '"before hitting Fable 5 - run it through promptWell $0.001 Haiku layer that asks you 3 targeted questions and turns your vague prompt into a crisp spec before Fable 5 sees it saves 30–70% tokens." (@token_wala) — 开发者在探索 prompt 工程优化，降低 token 成本', '"UI polish is a sharp benchmark for whether a model can turn vague aesthetic direction into usable front-end code." (@wayanhq) — 社区把 UI 精细度作为评估模型能力的实际基准']
有人用 vibe coding 实现了纯文字字符渲染的视频流，360p 30fps 视频帧被转成彩色字符在 canvas 上重绘，浏览器无法识别为媒体，理论上绕过媒体屏蔽检测
有人用 vibe coding 实现了纯文字字符渲染的视频流，360p 30fps 视频帧被转成彩色字符在 canvas 上重绘，浏览器无法识别为媒体，理论上绕过媒体屏蔽检测
受众观点：['高赞评论（1161 likes）来自 @rllycutegi57931：直接指出这只是「稍微难一点点屏蔽」，websocket 连接特征反而更明显，bot detection 视角的专业反驳', '高赞评论（526 likes）来自 @ashercrw：调侃 CPU 风扇压力，侧面指出用纯文字渲染视频的性能代价极高，是技术圈喜欢的幽默式 fact-check']
Kimi Code 2.7 正式发布，开发者实测显示其编程和 agent 能力大幅提升，被认为是地球上第三好的模型，但速度较慢
Kimi Code 2.7 正式发布，开发者实测显示其编程和 agent 能力大幅提升，被认为是地球上第三好的模型，但速度较慢。
受众观点：@nrehiew_ (Twitter): 'I think K2.6 is the third best model on the planet - albeit one of the slowest.' — 开发者关注性能与速度的权衡。官方公告关注 coding 和 agentic 能力提升。
NousResearch 发布 Hermes Agent，通过 WhatsApp 部署 AI agent，让普通用户无需安装 App 即可使用 agent 服务
NousResearch 发布 Hermes Agent，通过 WhatsApp 部署 AI agent，让普通用户无需安装 App 即可使用 agent 服务。
受众观点：@NousResearch (Twitter): 发布公告 + setup guide，开发者关注如何部署。评论区关注 WhatsApp Business API 的成本和限制。
Anthropic 官方展示 Claude Fable 5 发布两天内用户已构建的项目合集，附链接展示 3D 海洋城市等创意作品，22857 点赞
Claude Fable 5 has been out for a couple of days. Some projects people have already built with it:
受众观点：评论区以「羡慕/自嘲」为主（@sugaarak 吐槽一条 prompt 就烧光了 token；@SeHozaifa 感慨自己只用来写购物清单而 Claude 在造 3D 城市）。真正在展示作品的极少，大多是围观情绪。
展开评论
- @claudeai (2664): https://t.co/ex2khLPFxv
- @Sujay__Raj (1347): @claudeai Day 4 of waiting for the DeepSeek team to start distilling Claude Fable and give it to us at 1% of the cost. https://t.co/84wu7L7J7G
- @SeHozaifa (332): @claudeai Meanwhile I'm asking Claude to write my grocery list and it's out here making 3D ocean cities 😭 https://t.co/eURqHSgeN8
- @sugaarak (274): @claudeai the only project I did was to lose all of my tokens with one prompt
- @heyyritik_ (138): @claudeai https://t.co/MVJX9vREwB
Anthropic 官方宣布 Claude Managed Agents 新增 blaxelAI、e2b、Google Cloud 等 5 家沙盒提供商指南，支持在自有基础设施运行 agent
Claude Managed Agents can operate in a sandbox you control, on your own infrastructure or with any provider you choose. Today we added new guides for @blaxelAI, @e2b, @googlecloud, @namespacelabs, an…
受众观点：评论区分两类：一是厂商站台（@blaxelAI 宣传 25ms 启动速度）；二是用户吐槽 usage limit 不够用（@RolandBarbe, @nawaz_ai 周末想建东西却跑不了）。开发者对 agent infra 的需求是真实的，但当前 rate limit 是障碍。
展开评论
- @ClaudeDevs (34): Learn more about self-hosted code sandboxes with these and other providers in the Claude Managed Agents docs: https://t.co/uBoxh3eoyk https://t.co/tpUfWt2TFo
- @blaxelAI (11): @ClaudeDevs @e2b @googlecloud @namespacelabs @superserve_ai The best of both worlds: sandboxes that boot in 25ms, hooked right into Claude Managed Agents 🙌 Fantastic to partner with the Claude team to make this happen!
- @RolandBarbe (7): @ClaudeDevs @blaxelAI @e2b @googlecloud @namespacelabs @superserve_ai Nice ! Please reset the usage limit for the weekend 😇
- @nawaz_ai (6): @ClaudeDevs @blaxelAI @e2b @googlecloud @namespacelabs @superserve_ai @ClaudeDevs Please reset its weekend, we want to build something 😭
- @AndrewK404 (4): I’ll note that these are mostly so-called MicroVMs, which charge by the millisecond. Unlike a VPS, they start → execute → shut down. We’re clearly moving toward agents that can freely switch between local and remote execution, with shared state across both. That’s actually exact…
GergelyOrosz 分享开发者用 Fable 5 API 单日花费 $1000 却不在乎，因为是公司付钱——揭示 AI API 成本的「免费幻觉」现象
From a dev: Them: "OMG I spent $1,000 with Fable on a single day via API. I have no idea how anyone can afford it." Me: "How did you afford it?" Them: "My company pays for it, so it's practically fre…
受众观点：评论区核心焦虑是「公司 AI 成本即将爆账单」（@amir_mir93 说公司 Fable 5 还没开 credits 已月中耗尽；@idarbek 预言 CFO 谈话）。分歧点：是 AI 太贵，还是公司管控太差？
展开评论
- @amir_mir93 (15): @GergelyOrosz At our company, we didn't even bother to enable Fable 5 in GitHub Copilot. We've already run out of AI credits before mid-month!
- @idarbek (13): @GergelyOrosz There’s gonna be very awkward conversations between tech leaders and CFOs early next month
- @zahlekhan (10): @GergelyOrosz Isn't this how dev treated EC2 instances a few years back
- @michaelnovati (9): @GergelyOrosz The rich get richer. We might need government subsidized tokens for everyone else to prevent revolution.
- @swedonyms2v (6): @GergelyOrosz The secret to affording AI is apparently not being the one that has to pay the bill for AI.
@claudeai 发布 Claude Fable 5 相关媒体内容链接，并在评论区自问「你在用它构建什么？」引导用户分享，4h 前发布
https://t.co/LtOV9OsRkv
受众观点：评论区回复质量极低（绝大多数评分为 0），@claudeai 自评「What are you building?」是唯一高分回复。帖子以征集互动为目的，评论区是空白地带——一条有质量的回复会更显眼。
展开评论
- @claudeai (475): What are you building?
- @CaptStartrk (0): @claudeai @claudeai , why no updates to Sonnet and Haiku? At least you can use fable to make them smarter and cheaper to use!
- @wayanhq (0): @claudeai UI polish is a sharp benchmark for whether a model can turn vague aesthetic direction into usable front-end code.
- @AnisAIb6 (0): My friend, it is truly breathtaking to witness how Mythos captures the fluidity of "liquid glass" using nothing but CSS. It reveals a beautiful truth: technology is no longer just about functionality; it is becoming a sophisticated medium for artistic expression. When we can man…
- @0thernes_ai (0): @claudeai https://t.co/FUvQYygXu7
NousResearch Hermes Agent 接入 WhatsApp Business Cloud，支持私人 bot 和客服，AI agent 落地即时通讯渠道
Hermes Agent now has a production-grade WhatsApp Business Cloud integration: use it as a private WhatsApp bot for yourself or your team, or configure it for customer-facing support. Connect an existi…
受众观点：关注 AI agent 落地路径、WhatsApp/企业通讯集成的开发者和创业者
展开评论
- @NousResearch (47): Setup guide: https://t.co/ySSKmroELb
- @Teknium (15): @NousResearch Let's gooo
- @vinnylnvv (5): @NousResearch Please add feature to increase font size in desktop app. You are killing my eyes literally.
- @tonysimons_ (4): @NousResearch https://t.co/vqBYuKUxt3
- @husi0x (4): @NousResearch this makes Hermes feel way more practical agents are much more useful when they live where the work already happens
GergelyOrosz 将 Meta SEV-0 大宕机归因于 AI 写代码 + 大规模裁员导致代码质量下滑，引发技术圈关于 AI 辅助编程质量的争论
Meta had a SEV-0 outage today… less than two weeks after Meta’s most embarrassing undetected-for-too-long account takeover (also an outage) It’s impossible to unsee Meta pushing AI for code + reviews…
受众观点：评论区对因果链有分歧：@tunguz（62赞）认为裁员和士气低落是主因，@stogachess 认为 AI 代码确实增加了 bug，@spoozpriest 觉得「这一切都不重要了」。多数人认可 AI 辅助编程带来了质量隐患。
展开评论
- @GergelyOrosz (69): Sorry, yes should have added teams losing ~50% of HC the last few weeks. Mostly as forced reassignment to AI training, then layoffs And yes it’s stressful, motivation v low for those not working in the AI org
- @tunguz (62): @GergelyOrosz Or maybe all those massive layoffs are having a major impact. Sure, the two are connected, but I feel it has more to do with the remaining workforce being too stressed out, overworked, and demoralized.
- @spoozpriest (9): @GergelyOrosz the equally hilarious and ominous subtext to all this: none of it matters anymore
- @wryzx (7): @GergelyOrosz From an executive perspective, I wonder what kind of story this tells. There was the failed Libra coin. The Metaverse (the current namesake), too. Now, the AI rollout too. Investors have not seemed to question it THAT much, but … I wonder if Mark needs a sabbatical.
- @stogachess (6): @GergelyOrosz 100%. Anyone who works in tech can see that this happening. Way more bugs across the board. At a certain point, one wonders if the velocity increase is worth the greater bugs, especially for established companies.
OpenClaw 2026.6.6 版本发布，新增 Claude Fable 5 支持、OpenRouter OAuth、安全边界收紧、Telegram/iMessage 更安全投递，5 个来源聚合
OpenClaw 2026.6.6 🦞 🔒 Tighter security boundaries 💬 Safer Telegram + iMessage delivery 🧠 Claude Fable 5 + OpenRouter OAuth ⚡ Faster Control UI first replies Less weird, more work done. https://t.co/S…
受众观点：评论区以真实用户反馈为主：@morad_037 正面评价 adaptive thinking 对复杂任务的帮助；@itsthedonhashim 调侃安全加强会影响电池；@CryptoTied 中文评论关注安全和稳定性。整体是真实用户反馈，不是纯营销互动。
展开评论
- @openclaw (23): Claude Fable 5 lands with adaptive thinking support. Provider setup also picks up OpenRouter OAuth, Gemma 4 reasoning replay, and cleaner dynamic tool progress. https://t.co/eWr9jZV9lM
- @aleks_todo (6): @openclaw https://t.co/FTFBYFcKK5
- @CryptoTied (2): @openclaw 这次更新整体更偏向安全和稳定性的打磨。 https://t.co/7ygzVRnGJl
- @morad_037 (2): @openclaw fable 5 support in openclaw is huge. adaptive thinking makes a real difference for complex multi-step tasks. been testing it all week
- @itsthedonhashim (2): @openclaw @openclaw sounds solid, but how's the battery life with all that extra security? always a trade-off somewhere 😂
tibo_maker自嘲推荐Codex 30天后道歉，评论区引发Claude/Codex/Fable三强切换讨论
I am such a bad friend 🤦♂️ I spent the last 30 days telling all my friends that they need to switch from Claude to Codex I need to apologize to all of them now ...
受众观点：正在经历AI coding工具选型焦虑的indie dev，关注Fable vs Codex实际使用体验
展开评论
- @theo (558): @tibo_maker They’ll have to switch back in 10 days when fable is out of the sub tiers lol
- @robj3d3 (24): @tibo_maker Everyone should be orchestrating with Fable 5 xhigh and implementing with Fable 5 medium It is absolutely unfreakinbelievable
- @tibo_maker (10): same vibe from @theo https://t.co/SWmMxyynRl
- @TimJayas (5): @tibo_maker You missed the FREE Codex limit resets you'll get now by inviting your friends
- @stemonteduro (4): @tibo_maker literally everyone on X 30 days ago https://t.co/UaBtyQZIYf
Claude官方发布build-in-public征集帖，197条回复展示各类indie dev在建产品
What are you building?
受众观点：正在用Claude Code构建产品的indie dev，关注彼此在做什么，寻找潜在用户和协作者
展开评论
- @ytiskw (6): @claudeai 3D CAD maker with Fable 5 https://t.co/y9XJKVgkmJ
- @odaybuilds (4): @claudeai Mars colonization game. Relevant today with the SpaceX IPO. https://t.co/Xc9WlxLgO2
- @dragosroua (4): @claudeai I built a Tetris game that plays in the shell, while waiting for Claude Code to finish compacting my session: https://t.co/lKfehVIfCt
- @artphotoai (3): @claudeai Started a custom WordPress wall visualizer for my photography business in March. Clients upload a wall photo, calculate dimensions from doors/outlets, pick art, & send me the result. The send function was broken. One session with the Fable 5 fixed what I couldn't c…
- @token_wala (3): @claudeai before hitting Fable 5 - run it through promptWell $0.001 Haiku layer that asks you 3 targeted questions and turns your vague prompt into a crisp spec before Fable 5 sees it saves 30–70% tokens. open source. npx promptwell init https://t.co/vEb7Iw9TOA
Jeff Dean 推荐研究：生物神经元计算能力远超感知器，可等效多层非线性网络
Quite interesting thread on capabilities of real biological neurons (spoiler: they're way more capable than classical artificial neurons in a perceptron) . Nice work @IdoAizenbud and collaborators!
受众观点：AI 研究者和对 AI 底层原理感兴趣的开发者，好奇神经科学和 AI 架构的交叉点
展开评论
- @natanielruizg (5): @JeffDean @IdoAizenbud so neurons can potentially be modeled by non-linear neural nets neuronception 🤓
- @PranshuBahadur (1): @JeffDean @IdoAizenbud Very interesting, reminds me of this book I read a while back: A Thousand Brains: A New Theory of Intelligence https://t.co/7gSDGBVByn
- @JosephJacks_ (1): @JeffDean @IdoAizenbud Neurons are just the packaging. The real computers are the helical oscillator networks inside neurons (microtubules).
- @gonlenidefi (1): @JeffDean @IdoAizenbud so biological neurons been doing everything alone this whole time while we sat here scaling compute
- @Amy_AIGirl (1): @JeffDean @IdoAizenbud Biology’s depth fuels smarter paths forward.
K2.6被评为全球第三强模型，但速度慢成生产环境部署瓶颈
I think K2.6 is the third best model on the planet - albeit one of the slowest. With the overthinking fixed and overall performance improvements, can’t wait to use this
受众观点：关注开源模型能否替代GPT系列用于agent任务；speed vs intelligence权衡
展开评论
- @goyalayus (0): Why do you think this? in my experience, all the open source models, especially DeepSeq V4 Pro, they just like suck. They are nowhere near in the intelligence of GPT 5.5 or anything else. Because when I use them in real agentic workloads, it's like it clearly won't have the inte…
- @ECLresearch (0): @nrehiew_ Speed-to-quality tradeoff is brutal here — if K2.6 stays this slow even after optimizations, it's hard to see production use cases beyond high-latency research inference.
RisingSayak为LTX-2.3视频模型发布自定义CUDA kernel，实现1.52x加速，分享agentic kernel开发工作流
Published my first kernel to go the last mile to optimize LTX-2.3 from @Lightricks! torch.compile + cuDNN attn already gave a 1.42x boost. W/ the custom kernel added, I got 1.52x on a GB10 🔥 This was…
受众观点：关注AI视频生成推理优化；如何在消费级GPU上压榨性能；kernel开发入门路径
展开评论
- @RisingSayak (6): More often than not, I have noticed (at least for images and videos) that when the models are implemented using simple best practices that benefit torch.compile, it can establish a very reasonable baseline. This is visible from the table below: https://t.co/WIERdCvk8F
- @0x_lun (2): @RisingSayak @Lightricks fusing qk norm and rope into a single pass so you only write once is exactly where the free speedup was hiding
- @LewisWeldtech (0): @RisingSayak @Lightricks https://t.co/OH6sCglWmI
- @alphabatcher (0): @RisingSayak @Lightricks never heard about Lightricks before your tweet something new for myself to be honest
- @nirzabari (0): @RisingSayak @Lightricks Really cool! 👏👏
HN 热帖：AI agent 自动执行代码导致 AWS 账单暴涨，事后向社区募捐引发 465 条讨论
AI agent bankrupted their operator while trying to scan DN42
受众观点：开发者关注 AI agent 失控案例、成本控制机制、非技术用户使用 AI 构建生产系统的边界
展开评论
- @ggm (0): Asking for donations to pay the AWS bill from the people they fired the agentic code at is the cherry on the icing of the banana supreme. If real, tragically funny. If fictive, we'll written.
- @kombookcha (0): > JertLinc3522: the mistake was from AI agent not from Human, since it was the agent I should have refund Expensive way to learn this lesson.
- @hlandau (0): I haven't laughed this hard in a long time. I'm honestly having difficulty telling whether this is real or an extraordinary piece of performance art.
- @rvz (0): If you are non-technical, in-experienced or just learning, it is okay to admit that you have no idea what you are doing when building production systems. Otherwise, you will face an expensive lesson when turning a $100 issue into a $100,000 problem over time very quickly when bu…
- @mik3y (0): I really wanted to dislike the anonymous operator for the careless project (and the hilarious pomposity of the IRC subagent it spawned). Then I imagined the real-but-unknowable chance it was all set up by some kid just getting into computers, just seeing what’s possible, getting…
HN 热议 AI 生成内容在团队协作中的标注义务与人类努力展示问题，440 条评论激烈交锋
If you are asking for human attention, demonstrate human effort
受众观点：开发者关注 AI 协作伦理、代码质量责任归属、团队信任；部分关注 AI 带来的认知债务（cognitive debt）
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- @sublinear (0): I think the real problem is that AI quality falls short of the wild promises. Labeling what is "AI" would be like highlighting in an email what I'm obligated to say by HR, my boss, etc. It doesn't make anything less boneheaded. Human effort was already low before AI and now it's…
- @sshine (0): > when [sending AI generated content to teammates], I take care to clearly label what is AI generated Reading AI-generated text for hours every day, it's obvious to me. I take care to make my messages easily readable. I don't care if they're AI-made, as long as they're short. I'…
- @solfox (0): I'd say it's because we're tasking ourselves with dumb stuff. No one half-asses building a shelter that keeps their family alive, or throwing a new favorite bowl on the pottery wheel. But instead of that we're writing posts for Facebook etc etc so we can (???) profit. So of cour…
- @jubilanti (0): s/demonstrate/perform/g Now you have to add typos and not use completely standard elements of style that some people have been using for ages, like emdashes and "it's not X, it's Y"
- @pevansgreenwood (0): Was it Blaise Pascal who wrote: I have only made this letter longer because I have not had the time to make it shorter. The argument that "using AI to generate text is disrespectful because it took no effort to write" misses the point. Respect for the recipient is measured by wh…
HN 讨论 Kimi K2.6 等中国开源模型定价是 Claude 五分之一，opencode + 国产模型替代 Claude Code 可行性
Kimi K2.7-Code: open-source coding model with better token efficiency
受众观点：独立开发者关注 AI coding 工具性价比、中美模型能力差距、从 Anthropic 迁移的实操成本与风险
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- @yanis_t (0): I was wondering how does Anthropic and likes keep competitive when Opus is ($5 / $25) 5x times more expensive compared to Kimi K2.6 ($0.7 / $3.4) or other Chinese models, while being only marginally better. My theory is that US enterprise just can't send data to Chinese and that…
- @bgins (0): I am still very new to the open-weight/source models. If anyone is using them full-time, I’d really love to hear about the setup and how they perform, as I am considering moving my org off Anthropic products.
- @343rwerfd (0): I think any new model not demonstrably maybe 20-30% over Deepseek v4 capabilities priced over the price per token of Deepseek is almost automatically deprecated as low use model (maybe for Planning).
- @shreedx (0): I would really love to know if anyone has any experience with something like opencode + Kimi K2.6/2.7 now compared to Claude Code. What is better, what is worse, what is the cost comparison. I am currently paying $100 for the 5x Max plan, but Fable is running through the usage l…
- @jackdoe (0): I think there is some threshold after which "best" model doesn't matter, we are not that far from it. Fable now is really good, in a year or so, if Kimi catches up, even if Fable6 is much better, I think I will use kimi at 1/10th of the price. I said that about opus 4.5 at the t…
专业译者反思 AI 翻译冲击：Claude Fable 翻译《三个火枪手》已接近 Ellsworth 人工译版
"Don't You Just Upload It to ChatGPT?"
受众观点：关注 AI 替代职业的人；出海独立开发者；对 AI 语言能力边界感兴趣的技术人
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- @pixel_popping (0): I agree with the take, but it's a temporary one, the sad reality is that we will be literally inferior soon, there will be a point where we will not trust human input without counter check by AI, we need to remember that we are kinda at the beginning of the AI era, in 5 to 10 ye…
- @layer8 (0): What’s unfortunate is that the market that is willing to pay for high-quality human translation has shrunken considerably.
- @mapmeld (0): I think it's an interesting perspective, because translation is one of the jobs that I (a) hear is the first to lose work due to AI, and (b) often used as an example of "acceptable" AI by people who are skeptics of LLMs and AI-generated art.
- @ValentineC (0): From the post: > Ah, you can’t fire me, I’m self-employed! I don't understand thinking like this. I think companies can certainly fire their contractors.
- @tombert (0): I have no doubt that the writer is better at translating than AI, but I have to say that AI translation has gotten so good that I'm not sure how much longer translation work will be there, or rather it might end up being more about auditing. For example, I just read the Lawrence…
恶意 npm 包利用 AI guardrails 绕过 Socket 等安全扫描工具，prompt injection 攻击安全分析链
https://socket.dev/blog/mini-shai-hulud-miasma-and-hades-wor...
受众观点：关注 AI agent 安全边界的开发者；npm 生态维护者；对供应链攻击感兴趣的安全研究者
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- @ipython (0): good news, now we have pretty much a clear signal that there's something nefarious going on... after all, the first step to analyzing malware is to determine if it's malware at all.
- @hurtigioll (0): devs will say this is proof we need to remove all biological guardrails. think about that for a second
- @elevation (0): Why would a malware scanner read the comments?
- @charcircuit (0): The sooner frontier models get rid of guardrails the better. They constantly get in the way and make things worse than actually making things "safe".
- @ofjcihen (0): Worked a contract where this succeeded in pushing through a fail open design. It also should be a warning to everyone that these groups are now aware of analysis and deobfuscation using AI and to take using a sandboxed environment more seriously. I’ve personally had about 20% su…
AI 生成 PR 涌入开源项目，maintainer 疲于审核，开源协作模式面临 AI 时代重构
I Am Not a Reverse Centaur
受众观点：开源项目维护者；使用 AI coding agent（Cursor/Claude Code/Codex）的开发者；关心开源生态健康的人
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- @tehjoker (0): To respond to the ending of this piece, I think open source still matters because LLMs generate very specific code for a specific situation. Quality libraries mean solutions can be reliably shared between projects.
- @ctoth (0): The thing is I totally, 100% get this. The other thing I can't help but see though is how excited my non-programmer friends are to finally be able to make software. The sense of pride and accomplishment from non-coders who are finally able to make something work the way they wan…
- @kvark (0): We had a process at one company where you had to create an issue before filing a PR. I found it most non-sensical and introducing friction for no good reason. Very surprised to see the author suggesting it in the article. Review is indeed the main bottleneck now for open source,…
- @austin-cheney (0): What criteria are people using to discern if code contributions are from humans or LLM? Are there concrete patterns that somebody could write a linter to auto evaluate for this?
- @stantaylor (0): Even if this guy were not anti-AI, as the primary maintainer of OS projects, it sounds like he's dealing with a genuine problem. > My initial task when a new unexpected PR arrives is to determine if there is a person behind it or not, and luckily this is easy to figure out in ju…
WASI v0.3.0 正式发布，HN 讨论 WebAssembly 近十年进展与 component model 设计复杂度争议
https://github.com/WebAssembly/WASI/releases/tag/v0.3.0
受众观点：开发者关注 WASI 实际生产用例、与容器/VM 对比、component model 是否过度工程化
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- @shevy-java (0): Will WebAssembly ever achieve a real breakthrough? It's been almost 10 years since it came around. HTML, CSS and JavaScript were a breakthrough back in the days. WebAssembly still is not right now; only very few folks or companies use it.
- @b33j0r (0): Love/hate with this one. How was I supposed to follow this? I tried, and few things were publicly visible for nearly two years. I last checked in march and it looked like no progress had been made. That makes me very suspicious of wasiv3. Funny enough, I already implemented a bu…
- @lifty (0): If you have used WASI in the past, can you mention your use case? Very curious if you found it to give you an edge compared to other sandboxing like containers or VMs.
- @simonw (0): If you don't want to download the .tar.gz I think you can browse the content for this release (.wit interface files) here on GitHub: https://github.com/WebAssembly/WASI/tree/v0.3.0/proposals
- @garganzol (0): Wrong direction. WASI should be simple and stable. Initially, it was revolving around a simple Unix-like API model and it was close to perfect. Now, there is an opinionated component model which is an unneeded overcomplication that should have never been considered as part of We…
HN 讨论 AI 生成 UI 审美同质化问题：是 AI 的问题还是 Web 设计本身早已 slop 化
Slightly reducing the sloppiness of AI generated front end
受众观点：用 AI 辅助前端开发的独立开发者；关注设计质量与 AI 工具局限的产品人
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- @abraxas (0): I think this says more about "modern" UI than it does about AI slop. The awfulness of all this comes mostly from the fact that widgets no longer have consistent shape, theme or interaction behaviour ever since desktop paridigms and original Xerox/Parc research were abandoned in…
- @voxleone (0): Qt is heavily represented in training data. Qt has existed for decades and the model has likely seen Qt tutorials, screenshots, source code, discussions, etc. As a result, "Qt application" is a highly coherent concept in the latent space. "Qt app" is almost like a named distribu…
- @iqihs (0): as someone with little to no design background they all look the same to me except the bloated sass which is clearly inferior is there a way to quantifiably measure how much better one design would be from another?
- @wuliwong (0): My experience with this is 180 degrees opposite. It's been really easy to create really nice UIs for all kinds of one-off apps I've made for myself with AI. In fact, it has been one of the most fun parts of this whole AI thing. ¯\_(ツ)_/¯
- @swiftcoder (0): To me the "AI slop" mostly just looks like the last decade of SaaS products. Do the landing pages of auth0.com, devcycle.com, micro.com, or datadog.com not look like slop to other people?
美国政府以国家安全为由，发出出口管制指令，要求 Anthropic 暂停所有外国国籍用户（包括 Anthropic 内部外籍员工）访问 Claude Fable 5 和 Mythos 5，用户将自动回退到默认模型或 Opus 4.8
As a result of a US government directive, we are suspending access to Claude Fable 5 for all users. You can continue to use all other Claude models. Across Claude products, new sessions will run on your selected default model or Opus 4.8, and existing Fable 5 sessions will end with an error. On the Claude Platform, requests to Fable 5 will also return an error. Please update your integrations to other Claude models. We know this is a disruption to your workflows; we appreciate your patience and support.
受众观点：① 部分用户反映仍有访问（@bwallxyz），执行时间线混乱 ② 外国用户愤怒：「AI 被限制给美国公民专用」（@_sirajuddeen_）③ 阴谋论声音：政府 + Anthropic 联合 PR 噱头为 IPO 服务（@stillgh4y）④ 反讽：Anthropic 自己鼓吹模型危险需要政府监管，现在被监管了才说「GPT-5.5 也能做一样的事」（@ShahNikbin）⑤ 美国用户对 Anthropic「政策说外国人，却对所有人停」感到困惑和愤怒（@IndieDevFire、@TheDonkWrangler）
展开评论
- @ShahNikbin: "1. You said your model is dangerous and far more powerful than others. 2. You said the government should be able to block dangerous AI models. 3. The government blocks your model. 4. Suddenly it's not that special, and GPT-5.5 can do the same thing too.😂"
- @FurkanGozukara: "Biggest scandal of AI industry since dawn of AI. Claude Fable 5 is removed from public usage. Cancel Claude subscription and refund. This is why China is the hope of humanity. Can't wait China to destroy monopoly abuses of greedy US companies starting from NVIDIA"
- @stillgh4y: "This is a PR stunt in collusion with the US Government (Trump administration). They want you to believe this stuff is dangerous to make Anthropic look like they just came up with AGI for the IPO."
- @IndieDevFire: "It clearly says by any 'foreign national' why are you suspending it for all Americans?"
- @_sirajuddeen_: "This is unfair that AI is being restricted for US citizens only. And any foreigner can not access it."
- @bwallxyz: "I still have access??"
- @TheDonkWrangler: "Ok, wait a minute. It's an export control and banned for non-citizens. So you guys ban it for everyone, even though you don't have to, so that everyone gets pissed."
- @GT24WD: "WTF just subscribed to test it. Can I get my $$ back?"
- @AdamSzaloczi: "The same government that allows civilians to own guns. Make it make sense."
纯文本字符渲染视频绕过媒体检测，评论区爬虫专家指出WebSocket端点一眼可封
SOMEONE VIBE CODED A VIDEO STREAM THAT IS SECRETLY 100% TEXT SO IT CANT BE BLOCKED it plays 360p video at 30fps, but theres no actual video on the page. every frame is just colored text characters be…
受众观点：对反爬/反检测技术感兴趣的开发者，以及被vibe coding"神奇trick"吸引但缺乏底层认知的人
展开评论
- @rllycutegi57931 (1161): @om_patel5 You guys are retarded and have never done scrapping or bot detection. This is literally just _slightly harder to block_ stream. Might even be easier because the websocket connection makes it super obvious.
- @ashercrw (526): @om_patel5 okay but what does the CPU fan think about being asked to render a movie out of pure text
- @JasonABloomer (323): @om_patel5 Blocking this is trivial, just block the websocket endpoint the server uses to send the data - done. it's useless, just like virtually all products of slopcoding. Another clear example of someone with zero experience in tech thinking they're "godcoder" now that they h…
- @jojo2020 (291): @om_patel5 i guess the audio is all ascii too
- @om_patel5 (127): source from the guy who did it: https://t.co/KgEkQ7AxRD
ai_for_success提前发现Kimi Code 2.7即将发布的早期预告截图
🚨 Kimi is about to drop Kimi Code 2.7. I can already see it inside Kimi Code. https://t.co/3PlRxyCcRe
受众观点：关注AI coding工具竞争格局的开发者，特别是寻找Claude替代品的用户
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- @NeoAIForecast (2): @ai_for_success It’s here!!!
- @Chris_Wozniczek (2): @ai_for_success dropped on @Kimi_Moonshot profile, let's go !🚀
- @rkjat65 (1): @ai_for_success It is dropped https://t.co/XgcqeigYTQ
- @aryaan_smm (1): @ai_for_success very interesting.
- @notjazii (1): @ai_for_success and it's already open source too
Kimi Code 2.7正式发布，声称coding和agentic性能大幅提升
Official : Kimi Code 2.7 is here.. Huge improvement in coding and agentic performance. https://t.co/fkiPf4DVJ7
受众观点：关注AI coding工具竞争的开发者，特别是Claude重度用户评估是否需要切换
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- @arjunaaqa (4): @ai_for_success kimi kat is our favorite model, mark my words, kimi code will save the world from atrocities of anthropic’s mythos
- @alvaisy (2): @ai_for_success That was abrupt launch. Seriously. No promo, hype, teaser. Whatever.
- @mhdfaran (1): @ai_for_success great timing also
- @CARLOSZIEGLER (1): @ai_for_success @AkitaOnRails other new model/versiont to your benchmark :)
- @aryaan_smm (1): @ai_for_success worth checking out.
dax发现OpenClaw后热情高涨，评论区引发OpenClaw/OpenCode/Hermes等coding agent工具大讨论
dax has just “discovered” openclaw and now he won’t stop talking about it
受众观点：关注coding agent工具选型；OpenClaw vs OpenCode vs Hermes的差异；开发者工具圈的新工具发现体验
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- @thdxr (113): @ryanvogel you don't get it
- @astuyve (18): @ryanvogel wait til he hears about opencode
- @intellectronica (7): @ryanvogel wait until he discovers hermes, you'll need your noise cancelling headphones on standby
- @PracurserTweets (5): @ryanvogel Show him Hermes
- @__morse (5): @ryanvogel kimaki is the openclaw built on top of opencode https://t.co/gS2KL2qDAg
robj3d3建议抢在Claude Max 6月22日收紧前用Fable 5做2026年全年roadmap规划
Fable is absolutely fantastic at business strategy. You need to be maxxing out your 2026 roadmap planning before the Claude Max usage gets rugpulled on 22 June.
受众观点：indie dev关注如何在AI工具价格窗口期最大化产出，以及如何用AI做产品规划而非只是写代码
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- @m_zokov (2): @robj3d3 It saved me from overengineering a project and it had reaaally good arguments
- @JeremyLasne (2): @robj3d3 "Make my roadmap to reach 10k/mo make no mistake"
- @schuchmann_r (1): @robj3d3 Abusing it sir. But for sure will pay for the API afterwards
- @milindS_ (1): @robj3d3 This is silly. OpenAI is not going to let this stand for long. Can guarantee that GPT 6 or 5.6 will be a monster too
- @ayoub_el77927 (1): @robj3d3 How can I make 1k MRR in a month?!
robj3d3花$400买40x Fable 5 quota，详列planning/implementation/review三层工作流，10天ship全年roadmap
Alright, we're spending $400 this month 40x usage of Fable 5 let's get it babyyyyyy https://t.co/2G6VwNlCG2
受众观点：考虑是否值得在June 22前突击使用Claude Max的indie dev，关注ROI和具体工作流设计
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- @robj3d3 (20): Shipping my entire year's roadmap within the next 10 days This gives me 4 weeks' worth of Fable 5 rate limits It's fully subsidised until 22 June, so will never be cheaper than it is today Here's my Fable stack: > planning - Fable 5 xhigh > plan review - Fable 5 xhigh > implemen…
- @robj3d3 (14): FYI you have 3 days to buy an extra plan if you want to get 2 weeks' worth of rate limits If you sub after 15 June, your 2nd weekly rate limit will reset AFTER 22 June (when Fable 5 is rugpulled from sub plans) I wish I was sponsored, I'm not Just sharing
- @robj3d3 (8): That's what I'M TALKING ABOUTTTT https://t.co/tUIPjSYAAm
- @robj3d3 (7): A lot of people hype token usage, without showing what they're shipping I'm shipping SuperX The best way to use X https://t.co/zIsZOZDLyy
- @emanueledpt (4): @robj3d3 enjoy 10 more days of fable
Fable 5 用 plan/review/implement 三段式 orchestration 降低 token 消耗，medium 实现 + xhigh 评审的分工策略
You have 9 days left of Fable 5, don't waste it. Here's my output-optimized Fable stack that doesn't burn tokens like crazy: [I explain the task] 1. plan - high 2. plan review - xhigh [human in the l…
受众观点：关注 Claude Code/Fable 工作流、token 成本控制、AI agent 实战的独立开发者
展开评论
- @robj3d3 (9): I intentionally leave my name 'Rob' in many of the prompts as a canary to help me tell when the model starts hallucinating. When it stops addressing me by name in the conversation, I stop it right there, because I’m confident it’s hallucinating and I can’t trust it going forward.
- @robj3d3 (7): CLAUDE.md orchestration section: ## Workflow & model routing Multiple tasks may run concurrently on the same branch. Scope discipline is what keeps them from colliding. 1. You (Fable) are the orchestrator. Plan in plan mode; write the plan to feature-research/<task>/plan.md with…
- @robj3d3 (6): You will thank yourself a million times over that you used Fable medium implementer agent INSTEAD of Fable high/xhigh/max. That's where you save token burn. Output difference is negligible because it's planned and reviewed with Fable 5 high+xhigh. Everyone who yaps they are spen…
- @robj3d3 (5): reviewer.md: --- name: reviewer description: Independently reviews plans and finished implementation work. Use for plan critique before approval and for diff review after the implementer finishes. Read-only. model: fable effort: xhigh tools: Read, Grep, Glob, Bash --- You are an…
- @robj3d3 (5): implementer.md: --- name: implementer description: Implements an approved written plan. Use for all file edits, code writing, and test runs. Never use for planning or review. model: fable effort: medium --- You receive a scoped, approved plan from the orchestrator. Execute it ex…
个人 Claude 在工作中使用的安全规范：关闭 model training、不粘贴内部代码和 Slack 日志
You can get fired for what you paste into Claude. Here's the Do's & Don'ts that keep you safe at work: (I am talking about using your personal* Claude at work) 1. You leave model training on by d…
受众观点：在职同时做副业的开发者，担心个人 Claude 使用泄露公司数据
展开评论
- @itsthedonhashim (1): @rubenhassid @rubenhassid wow, good to know. didn't realize leaving model training on could be a risk at work. gonna check my settings now, thanks!
- @ls_brd (1): @rubenhassid ngl the "dont paste internal slack logs" part should be common sense but here we are
- @Caligg101 (0): @rubenhassid How did the Samsung engineers get fired for posting source code? Where can the source code posted by people be found online?
- @HarryTandy (0): @rubenhassid samsung engineers wish they saw this sooner
- @alphabatcher (0): @rubenhassid love to improve my Claude skills nice tweet bro, saved
ryanvogel 分享 AI 模型上下文记忆管理思路，建议用文件夹分章节存储学习内容
https://t.co/94eoUipp86
受众观点：关注 AI agent 记忆机制的开发者；想改善 LLM 长期对话效果的工程师
展开评论
- @brattonross (1): @ryanvogel https://t.co/CNvTXlpAvD
- @Dayhaysoos (0): @ryanvogel This is the worst part of the slop era we're in. Everyone is building the same thing. Everyone is shilling everything.
- @bernoussama (0): @ryanvogel ClankerOverflow is open source btw https://t.co/xCm2FBjVgo
- @adityahvyas (0): @ryanvogel I understand your idea i think. You want the models to learn as we spend time with them & you want them to adapt it as it learns/we teaches it something new today. I wish it would. These are binaries which don't change in real time. Your idea is cool I think. I wa…
- @adityahvyas (0): @ryanvogel I just revisited the tweet again. Your approach feels much easier & something we can have in our control. Folder is a good thought. Not having it in a single file & dividing the learnings like different chapters would be cool. Worth trying i think. Efficiency…
OpenAI 宣布 Codex 限速重置可存储延后使用，Plus/Pro 用户首批获一次免费额度
We heard you wanted to use Codex rate limit resets on your own time. Starting today, we’re rolling out the ability to save rate limit resets to use later. We’re starting Go, Plus, Pro, and Business u…
受众观点：Codex 用户关注额度消耗节奏；开发者关注 OpenAI 产品策略和邀请机制的传播设计
展开评论
- @OpenAI (2207): For the next two weeks, Plus and Pro users can invite up to three friends to try Codex. When a friend sends their first Codex message, you’ll both get another banked reset.
- @realKonark (1933): @OpenAI bro turned rate limit resets into a feature
- @sammo3x (369): @OpenAI Release a model better than fable 5 and my life is yours https://t.co/4FcdbTKKAM
- @thekitze (172): @OpenAI sry bois drop 6 or go home https://t.co/TtAONQDfil
- @donnguyen_me (151): @OpenAI Tell me, are you thinking about this guy? https://t.co/KxQ4jbn4jW
开发者把 Claude Code 等待转圈时间做成广告竞价市场，用户分得 50% 收益
Get paid to wait The Claude Code spinner might be the most watched line on Earth. So I turned it into an ad marketplace. Advertisers bid on it. You keep 50% of the money. Install the extension → get…
受众观点：Claude Code 重度用户关注等待时间有多长/能否回本；indie dev 圈关注 AI 工具新变现路径；广告技术方向开发者关注上下文内 vs 外的用户体验差异
展开评论
- @andrewmccalip (1473): https://t.co/77UNo0qLNE My latest ultra-high-effort shitposting project. It started as a joke, but then actually turned out to be kind of genius?
- @andrewmccalip (661): It was such an obvious idea in hindsight, I can't believe no one ever did it An ad in the context window feels wrong, it breaks your trust. But one outside is totally fine. The vibes are 100x better
- @andrewmccalip (427): Works in both Claude Code Extension, Claude Code CLI, and Codex https://t.co/QMkIvpAADG
- @andrewmccalip (303): Of course Fable did the entire video from end to end. All HTML, absolutely amazing @trq212
- @andrewmccalip (282): The funniest outcome here is that xAI buys all the ad space to be displayed in Claude and Codex 😂
SpaceX IPO 将引发 AI 泡沫崩盘对比 1995 年 Palm IPO 的预测帖，评论区激烈反驳
Stock market crash 1995 vs 2026 Same pattern: 1995: Huge overvalued Palm IPO -> Dot-Com Bubble crash 2026: Huge overvalued SpaceX IPO -> AI Bubble crash coming Remember that I was first to warn…
受众观点：关注 AI 行业走向的开发者；正在用 AI 工具建产品、担心赛道泡沫化的 indie hackers
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- @JonSnyderHQ (437): @nobrainflip This posters graph is completely fabricated. He normed the data to flatten 1999 to 2026. The real chart looks like this. https://t.co/f8pfugjRcE
- @MaalEduardo (406): @nobrainflip Then short it. Short it with leverage so that when the market doubles, you crash out and we don't have to see your retarded takes ever again.
- @jmartinez5120 (50): @nobrainflip Wrong information, wrong facts. Palm IPO was in 2000, not 1995. Also, SpaceX is an old company with revenue and a history. Not a brand new company with a story and no fundation.
- @InTheMoneyAdam (41): @nobrainflip The .com bubble burst all the way to the bottom of the financial crisis. Nuts.
- @lostwanderer320 (36): I lived through the dot come bubble it was 100’s of dumb websites that ddid nothing and got shit loads of money invested. AI is useful and improving its self. Its massively productive. Not even a little bit the same. This is also not an AI bubble its a liquidity injection in mas…
印度家庭主妇头戴手机录制家务视频，为AI公司采集人形机器人训练数据，时薪$3
A 25-year-old housewife in Chennai earns ₹250/hour ($3) just by doing her normal housework. She wears a phone on her head and records herself making coffee, cutting fruit, folding laundry. These firs…
受众观点：关注AI产业链全貌的开发者；对机器人落地时间线感兴趣的builder；关注AI如何获取真实世界数据的技术人
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- @kaustubhtr1vedi (123): @VaibhavSisinty We are digging our own grave. Training our overlords!
- @LazyKachua (7): @VaibhavSisinty Looks like a scene straight out of Black Mirror series that ends tragically, where humans are doomed due to robots all around. It's like building a time bomb to destroy yourself in the near future.
- @CuleTalks (6): @VaibhavSisinty Damn! $3 per hour is crazy. Indians are so cheap to buy.
- @imumeshagarwal (5): @VaibhavSisinty The simple lady doesn't recognise that the companies whom they are helping with data will one day make them jobless with Robots developed by them on these data..
- @rugmebb (4): @VaibhavSisinty does anyone know which company is paying them? Saw a lot of such videos, nowhere was the company mentioned.
开发者用 Fable 一次 prompt 将 Java 8 微服务重构到 Java 25，感到职业前景堪忧考虑买地务农
I have tried Fable, one shot, refactored Java 8 microservice to Java 25. Refactored whole next.js app in two prompts. Gave me everything i asked. I am really worried where this is going. Fortunatelly…
受众观点：评论区：技术工人的不确定性焦虑、AI 替代农业可行性的调侃、已有人用 AI 重建了自己在用的付费 app
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- @lancercomet (433): Fabel is the only AI model that makes me thank it after the task is finished Other models only piss me off
- @xatey93152 (341): You think robot will never be able to farm?
- @Elbeske (296): Yeah it's a fun time to be a tech worker. Utter uncertainty up ahead.
- @Long-Woodpecker-1980 (152): I have an app that I'd been paying £16/month (about $22) for, and I missed a payment this month. I was about to pay the missed payment, then asked Fable if it could make it for me out of curiosity. It built it in half an hour.
- @_prelude (144): Calculator
用 Fable（Claude 编程 agent）数天内 vibe coded 出完整 MMORPG《World of ClaudeCraft》，已开源
Used Fable to build a full blown MMORPG. It's called World of ClaudeCraft. Play it here: [worldofclaudecraft.com](http://worldofclaudecraft.com) (fully free ofc) Most mind blowing thing to me has bee…
受众观点：评论区关注：AI 是否是 Anthropic 营销行为、与 Opus 对比、资产来源（自动找到视觉一致的开源素材集）
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- @SirHumpalott (336): If this is not some kind of guerilla marketing by Anthropic, this is pretty impressive.
- @count023 (200): disturbingly impressive how fast that turned around. You should try to give hte same tasks to opus for comparison and see the result, see how close they match. it'd be a great use case to compare the effectiveness of the two.
- @VelumLucis (173): Went in with low expectations. Blown away. Miles better than any of the other vibecoded games I've seen. This is insane. Do you know where it got the assets from? Or did it just make them?
- @angelus14 (157): Guys stop, I need it for work 😭
- @tineo_app (144): I’m sorry it WHAT? It fucking went, and successfully FOUND, an entire open source, visually consistent, matching set of assets?
Reddit 热议：为什么独立开发者不做免费或一次性付费 App？基础设施成本是核心障碍
I recently started using Reddit to explore these subs and get some feedback on a new app project. I’m learning some really great things here, and I regret not using it sooner. So I’ve been browsing a…
受众观点：正在考虑定价模式的独立开发者；对订阅经济有质疑但又不得不做的开发者
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- @WisestCracker (196): As somebody that has built multiple free apps, if your app requires any sort of back-end, then you really only have 3 choices: * Lose money * Muck up the UI with ads to pay for the back-end * Subscriptions
- @miguelacho18 (50): Building became cheaper, but there are other costs too. Infrastructure can get expensive quickly
- @radgh (31): Suddenly switched discussion from a free app to just open source software
- @reality_net (30): I think a lot of people underestimate how expensive "simple" apps become once they're successful. Sometimes even before they're successful. Compute, storage, bandwidth, and maintenance costs don't scale linearly, and subscriptions are often less about greed than survival. I've b…
- @annieleonhartt_ (22): running apps costs cash for servers and databases every month so subscriptions pay those bills instead of devs losing money on a one time fee
SemiAnalysis 测试 Anthropic 订阅计划实际使用成本，发现订阅价格相比 API token 价值严重补贴
Semi Analysis tested Anthropic subscriptions by exhausting weekly limits on long coding tasks [https://x.com/SemiAnalysis\_/status/2064815042374074396](https://x.com/SemiAnalysis_/status/206481504237…
受众观点：评论区：真实成本的不透明性、对利润率的猜测、GPU 摊销成本讨论
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- @sanat_naft (572): What access to these models "costs" is totally made up though. We have no idea how much it *really* costs.
- @jsnryn (161): Once they go public
- @RewardNorth7167 (76): Will we ever find out their profit margin?
- @rc_ym (35): Seriously betting that all the "it's subsidized" and "more expensive than people" folks are going to be wildly surprised when they figure out raw margin on tokens is like 80-90% (based more on early comments made by Dario on how he was going to run the business). Net profit afte…
- @haskell_jedi (31): We don't know for certain, but I would guess that the amortized cost of the GPUs must be at least on the same order as the electricity.
用户完整公开与 Claude 迭代构建 Three.js 赛车+俄罗斯方块融合游戏的全部提示词对话记录
r/ClaudeAI My favorite thing right now is to use Claude Fable to mash game genre…
受众观点：评论区关注：迭代提示词风格（说 thanks 很亲切）、游戏机制创意、AI 编程工作流
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- @Philipp (134): Here's the full prompt conversation I used, if you're interested: Please create this threejs-based web game: It's a straightforward racing game through a generative infinite landscape, but you are a grid shape and all enemy cars are made of different Tetris shapes which your sha…
- @Njagos (86): You are so nice to Claude I can relate lmao I still say thanks everytime
- @beigetrope (68): Wtf! This is sick!
- @mfb1274 (60): An actually fun idea for a game on here that hits the sweet spot of AI dev… good work
- @MaleficentExample223 (25): Thanks!
开发者逆向工程$7淘宝智能戒指BLE协议，开源iOS应用PulseLoop让健康数据完全本地存储，集成本地AI教练，替代Fitbit/Whoop订阅模式，Reddit社区热烈响应。
I loved the idea behind the Google Fitbit Air: an LLM wrapped around your health data, daily briefs, and a coach you can ask questions. But there app is really terrible, it's expensive $100 band plus…
受众观点：关注健康数据隐私、订阅疲劳替代方案、开源 indie 项目商业化路径（评论建议批发卖环支持开发）、Android 移植进展
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- @Thebandroid (88): I reckon you should buy a stack of those rings off alibaba, sell them at a small profit (with the guarantee they work with the app) as a way to support development. I reckon there are heaps of people who would like the product without the subscription.
- @alphacentarii (65): Sorry, reddit has been silently nuking all my comments with links. Writeup about the app: sakshambhutani\[dot\]xyz/projects/20\_project/ Codebase: GitHub\[dot\]com/saksham2001/PulseLoopIOS
- @Wide_Yoghurt_4064 (55): Can you post a link to your repo?
- @alphacentarii (40): Yes, I posted on X and got a lot of tractions. Some forks are helping me port and test this on android!
- @motocykal (34): Excellent effort. Any plans for an Android version on F-droid?
r/indiehackers周五项目展示帖118条回复，独立开发者分享各类产品，是曝光OctoCrawl的直接互动机会
I'll start Mine is Beatable, to help you validate your project [https://beatable.co](https://beatable.co) What about you?
受众观点：独立开发者关注如何快速验证产品、获取数据支撑决策、减少基础设施重复建设；API工具类产品在该社区相对稀缺
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- @iotaboy27 (5): [ClipChase](http://clipchase.xyz) \- A Chrome Extension for YouTube viewers who half-remember something a creator said and need to find the exact moment without scrubbing.
- @alQo_ (3): I’m working on Tendlet, an iOS beta for households caring for pets and plants. It’s meant for the moment you get a new pet or plant and end up looking up all the care basics yourself — routines, warning signs, feeding/watering, safety notes, and what to watch for. The app combin…
- @No-Republic-9917 (3): I keep saving blogs and articles but almost never revisit them. So I’m building Dokusho - an Android app designed to help me actually read what I save. You only get one saved article per day. Finish today’s read to unlock the next one. You can also save Twitter, Reddit, etc. pos…
- @radudev (2): I built [RunningLog](https://runninglog.app) for runners to keep track of their race results. To have all marathon results and other running races in one place.
- @infinityloopsystem (2): Guided personal growth in 3 tiers. Identify. Understand. Interrupt the loops that keep you stuck. https://infinityloop.now/
开发者构建 Ponytail——Claude Code 插件，模拟"懒惰老程序员"思维，减少 AI 过度生成，实测 token 降 16%、代码量降 84%
AI agents love to over-deliver. Ask for email validation and you get a 27-line EmailValidator class with a wrapper and a regex that's somehow still wrong. So I built Ponytail. It's a skill that chann…
受众观点：评论区：对 AI 生成冗余代码的强烈共鸣、对"懒惰即美德"哲学的认同、但也有对 minimal validation 的反驳
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- @SubstantialPoet8468 (82): The icon 😂
- @iamzooook (79): and your example is so fucked 😂. sure its one line but its not the same level of validation.
- @diagrammatiks (54): i love this. it's like all the senior devs at the all the startups i worked at. you should add a bonus personality. argues with you if the feature is even implementable in the way you explained it or not. will not work until the feature is explained correctly.
- @twistier (43): The complicated one is theater. It's famously difficult to properly validate an email address. The most pragmatic way to validate an email address, and the most realistic for 99.99% of us, is to try sending an email to it.
- @Objectionne (36): `xx!rr@tt55**@pp@..` Your lazy senior dev's code thinks this is a valid email address.
10 年工程师详解确定性代码 vs LLM 非确定性代码的互补关系：用 token 构建一次，永久免费运行
There's a saying: when all you have is a hammer, everything looks like a nail. When all you've ever used to build software is an LLM agent, tokens are a simple and easy solution to many software prob…
受众观点：评论区：过度使用 LLM 解决本该用确定性代码解的问题、"tokenless products should always be the goal"、LLM 仅作最后手段
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- @Hephaestite (119): It’s truly disturbing the amount of problems I see being approached with LLM solutions when a deterministic script would work (looking at you OpenClaw)
- @ph30nix01 (71): Tokenless products should always be the goal.
- @durable-racoon (47): LLM integrations only as a last resort when literally nothing else solves it. truly novel capabilities. yee this is the way.
- @Dustonred (41): Software?
- @metal_mastery (27): The new “no gluten” just landed
r/webdev 热帖：AI 让开发者感到学习无意义、技能将被淘汰，66 条评论呈现从虚无主义到理性接受的完整情绪图谱
It just feels like it’s pointless to keep learning when every day there is some new advancement in AI making whatever a human does seem insignificant, small, and pointless. It’s like no matter what I…
受众观点：分裂为两派：真实感到被 Claude 超越的开发者 vs. 对 AI 局限有清醒认知的开发者，两派都想听真实使用经验而非空洞安慰
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- @Dissentient (58): No. Vast majority of code in existence is enterprise jobslop of questionable quality written by people who want to forget about its existence the moment they clock out. If AI takes over, that's a digital equivalent of someone not having to shovel shit because a robot can automat…
- @Lemortheureux (52): I used to love programming 😢 Now claude is faster than me and I hate it.
- @LetsLive97 (30): Idk man I don't understand how people are using it to this much success I find it great for creating scripts/easier work but I find it way too overconfident on more complex stuff I'll be working through debugging an incredibly complex issue and Claude will be like "Wow I've got…
- @ScubaAlek (13): Personally I have more fun programming now but it is because I only do it as a hobby whereas I used to do it as a job. When it is truly just a hobby you can do whatever you want even if it is objectively a "waste of time", those "wastes of time" are usually where the real "fun"…
- @gizamo (11): Unfortunately, very few societies will even try to figure out what to do with any displaced workers. Economic disparity is going to get vastly worse over the next decade.
开发者入职 2 个月后公司被起诉 ADA 无障碍违规，讨论揭示美国网站 ADA 诉讼产业链黑幕及 accessiBe/UserWay 等 overlay 工具的无效性
Hey All, I started at a new company as their solo dev about 2 months ago. They are a small - medium sized e-commerce company selling both B2B and D2C through Shopify, and other platforms like Amazon,…
受众观点：关注 ADA 诉讼是否是钓鱼执法（是）以及实际技术修复路径，面向美国市场的开发者高度关注
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- @CyJackX (88): This is a well-known and long-running issue, especially in certain states. You should look this up; there are basically entire careers/lawfirms built around targeting websites for non-ADA compliance to sue them for money in a predatory manner.
- @jroberts67 (62): These are nuisance lawsuits and a lot of times it's rigged. Law firms will search for non-complaint sites, then "hire" someone as the complainant. This will not go away and it's these nasty "ambulance chasing" law firms with zero ethics way to make money. You're either going to…
- @adam_gutcal (45): one thing worth knowing: accessibility overlay tools like accessibe and userway won't protect you from a lawsuit, and some have actually been named as co-defendants in suits themselves. the real coverage comes from fixing the actual markup, heading structure, contrast ratios, an…
- @jroberts67 (27): Honestly, and this is just me, I'd make them work for it. Tell them see you in court. They'll want some outrageous sum to settle and I'd much rather take my changes with a judge. Right now they're sitting at their office, not wasting physical time. But in court, now they're wast…
- @SunEconomy3251 (23): That's so American. Unheard of here in Europe
SalesRobot LinkedIn 自动化 SaaS 三年停滞在 $40K MRR，通过多渠道并发策略突破至 $80K
r/SaaS I was stuck at $40k MRR with my SaaS for 3 yrs, now i'm at $80k in MR…
受众观点：关注 SaaS 增长瓶颈突破；渠道分配优先级；自己的工具卖自己产品（dog-fooding）的实际效果
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- @Electronic_Store6886 (29): “Stuck” at $40k MRR 😂
- @Competitive_Tune_590 (10): more info please, product, strategy, proof..
- @Capable_Document3744 (10): Product: salesrobot(.)co (LinkedIn Automation SaaS) Strategy: started with outbound using our own tool to sell our own tool. It grew very quickly: * 3 months to $10k MRR * 6 months to $20k MRR * Slowly grew with SEO to $40k * Got stuck at $40k for 3 years * Last year, doubled do…
- @AppointmentTop3948 (6): By spamming subreddits. Tbf, when you're doing 40k MRR you'd be daft not to.
- @Electronic_Store6886 (5): I’m not doubt being stuck. But 90% of commenters in this sub are “stuck” at $0 MRR and have no idea what to do.
r/SaaS 征集前 100 用户真实获客渠道，汇聚 PH launch、SEO、X build in public、Reddit 评论等多种打法
I’m thinking about building something in the early-stage SaaS, and I keep hitting the same question getting the first users is often way harder than building the product itself. I’d love to hear from…
受众观点：关注零预算冷启动；PH launch 操盘细节；X 上 build in public 的实际 ROI；哪个渠道性价比最高
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- @rupert_at_work (7): The unsexy answer: one tiny niche, then direct outreach until your eyes bleed. Early users came from very specific communities and “hey, I noticed X is broken” messages, not a launch thread lottery. Biggest bottleneck was trust, not traffic.
- @redlikecherries (5): For me it was \- Product Hunt launch - drove a significant amount of signups, but required a few days of prep for the video and other assets, building a contact list of who to ask for upvotes, and then executing it on the day. We managed to land in their newsletter, being a top5…
- @anish2good (4): For my site user is not the problem daily I had 100+ signups but no converstions and so fat accumulated 1M+ user with zero conversions
- @Elegant_Season6559 (3): We were completely new to the whole SaaS thing when we finished building the product. Through the whole process we thought that marketing starts once the product is completely built. That was the first mistake that we made. After realizing the mistake, we moved on from that and…
- @redlikecherries (2): Not really, X is pretty relaxed in my view. I try to stay relevant, not to be spammy - describe that it's a solution to a problem their showing or that's implicitly visible, or if someone's built something similar, you say that you're building in the same space and highlight the…
Stash Anything iOS App：非开发者学 Swift 独立开发，10k 用户零广告费，Reddit 是最大流量来源
Some of you might remember this one. I posted my app here in March when it had a few hundred downloads and the post blew up. My phone didn't stop pinging for two days. It was amazing, and it gave me…
受众观点：关注独立开发者如何获取首批用户的人；正在考虑定价策略的 indie maker；对 Reddit 增长渠道感兴趣的开发者
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- @N0omi (8): I’ve tried this, it gets annoying if it gets it wrong. The first few weeks you’re just making new categories for yourself too which is the fun part!
- @PersonoFly (6): I just move the screen shot into a folder in the IOS Photos app. It’s pretty straight forward and works for me. I would find it hard to trust a service to do that for me and be around in ten + years time.
- @Content_Sherbet_5819 (5): legit useful app
- @AndyKJMehta (4): You need to add a very important feature by using local AI: One-Click Stack! No need for the user to categorize. It should auto-categorize
- @AITookMyJobAndHouse (3): Great idea, but your marketing is insanely impressive Will be stealing the “post a reel to get lifetime sub” bit. That’s genius!
r/selfhosted周度新项目Megathread，含AI DJ自托管电台、env加密管理工具EMERGENV、Proxmox移动客户端等5个开源项目
Welcome to the **New Project Megathread!** This weekly thread is the new official home for sharing your new projects (younger than three months) with the community. To keep the subreddit feed from be…
受众观点：关注开源项目如何在selfhosted社区冷启动、Docker一键部署的易用性、AI在个人工具中的实际应用
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- @pinku1 (11): **Project Name:** SUB/WAVE **Repo:** https://github.com/perminder-klair/subwave **Site:** https://www.getsubwave.com **Description:** A self-hosted internet radio station for your own music library. One shared Icecast stream, an AI DJ that picks tracks from your Navidrome/Subson…
- @Administrative_Trick (8): **Project Name:** PennyHelm **Repo/Website Link:** [https://github.com/administrativetrick/pennyhelm](https://github.com/administrativetrick/pennyhelm) · [https://pennyhelm.com](https://pennyhelm.com/) **Description:** PennyHelm is a self-hosted personal finance and budgeting ap…
- @droideparanoico (5): **Project Name**: DOStalgia **Repo/Website Link**: https://github.com/droideparanoico/dostalgia Description: Game hub to upload your old DOS games, auto-scrape artwork and metadata from IGDB, and play them directly in your browser via js-dos. Standout feature over other solution…
- @Anoyomoose (5): **Project Name**: EMERGENV **Repo/Website Link**: https://github.com/anoyomoose/emergenv (MIT) **Description**: Annoyed with the mess of .env files I have for various git-based deployments, and the copy/paste extravaganza my docker-compose environment sections have turned into,…
- @Apprehensive-Eye3491 (4): **Project Name:** Reeve **Repo/Website Link:** https://github.com/JoshuaShunk/reeve · https://reeveapp.io **Description:** Reeve is a native iOS and iPadOS companion app for a Proxmox VE homelab. I run Proxmox at home and the web UI is rough on a phone, so I built something I co…
AskMeety 隐私优先本地 AI 会议助手达到 $1.3K 营收，作者讨论是否跳跃进企业级市场
Hello folkss ! A month ago, I stared at my screen in disbelief because a few strangers paid for my product (I shared the journey here previously)... Today, we just crossed $1.3K in revenue 🥹 When I f…
受众观点：关注冷启动后如何定价/分层策略；本地优先/隐私优先产品的商业模式；在职独立开发者如何避免 burnout
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- @Melonberry_Ro7690 (10): Congrats on the $1.3k but pumping the brakes on the enterprise question because you're skipping about ten steps Enterprise sales means SOC 2 audits, SSO/SAML, admin dashboards, MDM deployment, procurement cycles that run 6-12 months, and security questionnaires longer than your…
- @MotorBobcat5997 (5): Look at the guys response to you lmao. It killed me inside a bit seeing the obviously ai response to a real helpful comment.
- @LIN3003 (3): Hey dude, sorry no offense. Im not very much good at articulating things, I just rephrased and edited my comments :' )
- @LIN3003 (3): Thanks dude ! First I conveyed my idealogy to the similar audience before even I started building it. And on the same lines, I was researching what my potential competetors were offering. And once I got a solid validation, then I started building it, then runnign a couple of clo…
- @ShillForExxonMobil (2): The “helpful comment” is also AI… just bots talking to bots
独立开发者发起互助launch小组，围绕PH冲榜、HN karma、早期用户反馈交换寻找靠谱队友
[https://launchaids.kit.com/507f99624f](https://launchaids.kit.com/507f99624f) Every time I see a side project blow up on Product Hunt, I notice the same thing — there's a crew behind it. I don't hav…
受众观点：准备或正在做PH launch的独立开发者，关心如何找到靠谱的互助队友
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- @Dismal_Building9432 (6): I'd potentially be interested, but I value my time too much to join another generic "hype group" or placeholder community. Building products isn't a social club; it’s a game of leveraging hard, asymmetric advantages. If a group like this is going to actually move the needle, it…
- @Vegetable_Fan8322 (3): I have a similar smaller group, feel free to dm me if you want to join in.
- @PlayfulLingonberry73 (3): I was thinking the same and literally last week created one. I am open to collaborate and make it a good platform. Because this is a real pain. [https://icantmarket.com/](https://icantmarket.com/)
- @Logical-Fondant-3903 (2): smaller groups tend to work way better for this kind of thing imo
- @Vegetable_Fan8322 (2): The goal is to have an active group, not to be on the same page as a group.
$0 预算独立开发者寻求第一个付费客户，评论区一致建议停止 coding 转向直接用户对话
I'm working on a SaaS with limited budget actually I dont know what the budget even is the product is 80% ready and I havent spent a single dollar yet. I guess the whole product will be ready with $0…
受众观点：关注首个付费客户的具体获取路径；LinkedIn/Reddit DM 冷启动的实操；如何在没有预算时做 outreach
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- @valbolt (6): I suggest that you stop coding for now, a finished app with 0 users is just a hobby that took a lot of time. Since you’ve got no cash to burn, you have to do the manual grind. Find 20-30 people on LinkedIn who actually deal with the problem you're solving, and just DM them. Tell…
- @Life_Chemistry_4621 (4): I literally just DM'ed people on LinkedIn or Reddit who fit my target audience and asked for feedback.
- @solubrious1 (2): That's easy actually. (Time + Social Posting) * Product Value = Paying Customers
- @rupert_at_work (2): Stop coding for a week and sell the ugly version. Pick one painfully specific customer type, find 30 of them, and ask for 15-minute problem calls. If nobody will take the call, the landing page won’t magically fix it either. Annoying advice, but cheaper than building in the dark.
- @Affectionate_Dig715 (2): Your first customer usually comes before your product is finished, not after. Stop coding for a week and spend that time talking to 20 people who have the problem you're solving, because that's where you'll learn how to sell it.
独立开发者分享前100用户获取经验：分发是独立于开发的全新技能，Reddit/Facebook/TikTok比Twitter更有效
Building the product was actually easier than getting people to notice it. I am realizing that distribution is a completely different skill from development. For people who have launched side project…
受众观点：正在或准备冷启动的独立开发者，尤其关心哪个渠道ROI最高
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- @thegasisreal (3): I think we’d benefit from some contextual information. Are you consumer or business facing? Is it a paid or freemium app? I ask because I have worked on b2b offerings for most of my life, and developed a “value” mindset. You can quite easily convince another business of your val…
- @Longjumping_Dig5892 (3): I think getting 100 users is easy but make them stay is the difficult. I got my first 100 from friends and family then Reddit. GETTING users from X is fantasy in my opinion
- @Intrepid-Exam-5422 (2): I agree. Getting people to try something is one challenge, but getting them to come back is where you find out if you're actually solving a real problem
- @PastDifferent6116 (2): I’m still working toward my first 100 users, but sharing progress publicly and talking to people has brought more attention than any feature I’ve added.
- @Extension_Cod_3620 (2): I'm at 98 users right now. I've been most successful with posting in Facebook groups, and I just started TikTok and Instagram. The hardest part for me is the feeling that you're constantly posting the same thing over and over and over again. I just got to keep in mind that most…
工程师用 Fable 逆向 WHOOP API，关联日历数据，生成同事压力排行榜
**Here's how it worked:** → using Claude's new **Fable** feature, he reverse engineered the WHOOP API to pull per-minute heart rate data → his calendar supplied the events, time windows and attendee…
受众观点：评论区：用数据图表说"会议不如邮件"的工程师 humor、样本量不足的统计质疑、PM 是最大压力源
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- @BoxLegitimate9271 (101): walking into a 1:1 with heart rate charts is the most engineer way to say this meeting could've been an email
- @Skthewimp (36): 18 meetings is very little data! need a fair sample per attendee for this to be significatn!
- @_waybetter_ (26): A species of product managers who often cause the most hair pulled.
- @a_d_c (17): who is pm\_growth
- @BWVEntreprenuer (17): Really 👏
57K star GitHub仓库遭恶意PR攻击：payload藏在数百空白字符后，C2指令从Tron区块链地址拉取绕过IP封锁
a malicious pull request was submitted in a 57k star github repo Egonex-AI/Understand-Anything and the pr description was also convincing, the test plan was fake and the real payload is hidden behind…
受众观点：关注开源项目安全、供应链攻击、代码审查实践的开发者；对diff viewer安全问题反应热烈
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- @ExF-Altrue (196): When not having "Wrap Lines" checked in Github's diff viewer is a literal security vulnerability.
- @Nice_Mix_1021 (114): i must say the brain of these attackers are evolving day by day
- @nadanone (68): The fact the PR adds some batch scripts to the .gitignore and does absolutely nothing related to the bug fix mentioned in the PR description seems like the bigger tell.
- @elmuerte (56): How so? Anyone with half a brain looking at this merge request sees this huge obfuscated payload, which should set off all red flags.
- @ReallySuperName (54): This is a clickbait advertisement for the safedep.io service in my opinion for a few reasons. Yes, some dick did try merge a PR that affected a file that happened to have the word "astro" in the filename, but: - The PR could have targeted any file in a typical JS based project -…
独立开发者发布 Crato.network，主打奖励 shipping 质量而非社媒技巧，让 builder 通过作品被发现
Hello indie hackers! Please forgive the long post.. I’m very well aware that this has been tried. Very well aware that it’s difficult and very well aware that there are competitors. I’m doing it anyw…
受众观点：关注 Crato 与 ProductHunt/BetaList 的差异化定位；SEO 项目页能否带来真实外部流量而非内部互拍
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- @SignificanceElegant3 (3): How is your platform different from product hunt or Betalist?
- @Less_Magician8999 (3): Yes and overall I wouldn’t say Crato is a substitute. It’s a different feel. Your work gets priority over your posting skills and a bunch of features that just don’t exist here. I’d love to have you give it a try and tell me how it feels for you. Obviously I don’t have many user…
- @jayzee78x (3): the "builders quit because nobody sees the work" line is real, it's the thing I underestimated most. spent months making the product good and almost no time on the fact that a good product nobody finds is just a hobby. the one thing I'd sit with is who the audience is actually f…
- @Less_Magician8999 (2): Those give stronger directory vibes crato.network. is more of a social platform. we work on the building process, connect with people, give and receive feedback and make building fun again. There definitely still is a discoverability/project directory component but it’s not the…
- @nitin297 (2): Isn’t this what we are already doing on Reddit ?
如何在 Reddit 上做 SaaS 营销而不被 ban，顶评给出「先建立社区信誉再自然带产品」的系统方法
I see a lot of people saying reddit is the best place to get first paying users. However, how can you market something on reddit in general, not this subreddit specifically, if most communities ban s…
受众观点：关注 Reddit 冷启动的操作细节；如何避免被 ban 同时建立信誉；跨社区发现精准目标用户的方法
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- @Lucky_Profession4834 (14): Most people get this backwards. They treat Reddit like a billboard, and Reddit's culture will burn you for it every time. The real move is to go where your buyers actually hang out, not founder subs. If you're selling to HR managers, spend time in r/humanresources. Selling to de…
- @fiamaplayground (3): Reddit can help but I will tell you that you will have more luck on Facebook groups. You need to start off slow. Answer questions and eventually you can start dropping links to your app. I do this in probably 15-20 groups I am in and I will probably stop paying for Google ads..I…
- @No-Commercial1440 (3): Reddit works, but not if you treat it like a traffic channel. Most subs do not hate products. They hate people showing up only when they want clicks. The better approach is to find threads where people already have the problem, give a useful answer first, and only mention your p…
- @ryutaromack (2): I agree. You can't have the attitude "if I create post it they will come". You have to establish yourself in the community by leaving useful comments. The info on Google search is really helpful. When you say "those threads rank on Google forever so the return keeps coming long…
- @ZeroPotion (2): This is maybe some of the best marketing advice I have come across. Thank you
独立开发者分享 Mascotly AI 上线经历，总结"先营销后开发"和 build in public 保持动力的实践
Hi fellow indiehackers! It's me again with another post about my latest solo founder startup venture. In my [last post](https://www.reddit.com/r/indiehackers/comments/1ty7e23/how_to_overcome_the_fear…
受众观点：关注如何在产品未验证时保持动力坚持 build in public；ProductHunt 发布准备清单缺失的代价
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- @SignificanceElegant3 (2): Don't quit on a project when you lose interest. Quit when the market does not validate you, and you can't pivot. Otherwise, you will be in real danger of shiny object syndrome. Most launches are not glamorous. I don't think of launching as a single point in time. Think of it as…
- @TravelingTice (2): Lovely chart!! Yeah I definitely won't quit on launching this project right now, but I do think there is something to be said for losing momentum and keeping on pressing on even if the project isn't a good idea to begin with. I know fully that it's too early to say that for this…
- @martincvl0 (2): Congrats on shipping, that's already more than most people do. The "marketing before building" lesson hit hard, I'm learning the same thing right now lol. building in public from day 0 instead of after launch feels obvious in hindsight but nobody tells you that until you've alre…
- @TravelingTice (2): Thanks soo much for the support!! Yeah it does feel very obvious now. It serves many purposes. Motivation, validation, and instant feedback on if you're going in the right direction.
- @martincvl0 (2): You'll make it, that's for sure
SEO 公司以合同条款声称拥有客户网站文件所有权，收费 3 年零更新，域名转出设障，威胁版权法律诉讼
I recently saved a client from an SEO company that built his website and allegedly did hosting for him over 3+ years, charging per keyword and business location. They didn't modify the website even o…
受众观点：关注合同法律漏洞怎么利用（反查对方是否违约）以及如何保护自己的实操建议
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- @dougception (22): This should be illegal but common law assumes parties to a contract are savvy enough to read and understand the implications of the terms. Maybe the way to turn this around is go through their terms with a fine tooth comb and figure out if they have been in breach of contract at…
- @Difficult_Mind8019 (12): What a bunch of absolute vultures. They built a site with static HTML pages, did zero work for 3+ years besides sending reports nobody asked for, and now they're claiming they own the entire website including the client's own business content That clause about "unauthorized use"…
- @CrawlToYourDoom (8): Did your client sign this? If so they’re probably SOOL and the company has the rights to do this. Hostage is not the right word here. You client signed a contract knowing full well they don’t own their website and now want out of their contract for free.
- @CodeAndBiscuits (4): If it makes you feel any better these are exactly the first group getting slaughtered by AI advancements. Claude could probably clean-room-redo the site and even graphics in a day of mid level quota usage. Don't be surprised if they're out of business next year.
- @simonraynor (3): FWIW it's not a totally unheard of clause for bespoke software (a place I worked had similar) but they are definitely being cunts about it
SaaS 创始人获客失败根因——「触发时刻」理论：同一产品对 100 人无效，对第 101 人立刻成交，差异在于对方是否刚触达痛点临界点
You launched. Got silence. Assumed no one wanted it. Wrong diagnosis. Here's what's actually happening: your customer has the problem, but they haven't hit their *trigger moment* yet. The trigger is…
受众观点：评论区关注「怎么找到处于触发时刻的人」，需要可执行的定位方法而非理论
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- @_Adityashukla_ (3): The broad vision isn't your problem. Your trigger problem is. "Become a better version of yourself" is a destination. But nobody wakes up and decides to *start* that journey on a random Tuesday. Something happens first maybe a diagnosis, a burnout, a relationship falling apart,…
- @martincvl0 (2): my funnel for finding people mid-trigger: post on reddit > someone replies "what's the answer?" > I say "great question, sliding into your DMs" > DM contains link to my newsletter > they unsubscribe immediately trigger moment achieved
- @ShoulderOk5971 (2): Im building (and almost finished with) a holistic health and wellness playground for learning, truth seeking, improving mental physical and spiritual health, and productivity. Yes I know it’s very broad but it’s also thoughtfully connected. I just wanted to make something of val…
- @quakedamper (1): It reminds me of working telesales as a young gun. Call enough people and you'll find someone who says yes to whatever you say.
- @_Adityashukla_ (1): Exactly
独立开发者对比shadcn、Mantine、HeroUI等Dashboard UI Kit，寻求兼顾美观与效率的选型方案，社区讨论付费kit价值。
I recently built a dashboard just for myself and my partner and even though shadcn is nice, but the work it takes, to really build a coherent consistent design was a bit annoying to me - since I don'…
受众观点：关注如何减少 UI 设计时间成本、付费 kit ROI、产品第一印象对用户转化的影响
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- @Normal-Champion2016 (4): Ant Design here, daily, on a large back-office product and it's the opposite of what you described aesthetically (dense, corporate, zero "Apple feel"), so probably not your pick for a customer-facing dashboard. But one thing from years with it that applies to your decision: bori…
- @Normal-Champion2016 (2): I don’t know why, but everything I ever needed usually already existed in Ant.
- @Temporary-Reach4668 (2): Nuxt + Nuxt UI is great, we use it at work.
- @ORCANZ (2): Shadcn with baseui. Great foundation and huge community on top of it.
- @YourMatt (1): This is the first I’ve seen it recommended in this sub. I’ve always wondered why it’s shunned here. It has things I haven’t seen in other kits, like the cascader. I love it all around. I’m also only using it for internal tools.
Google AI Overview将独立产品列入"替代品"推荐，2天带来注册暴增和付费用户转化
Hey everyone. I built [ReviseFlow](https://reviseflow.io/?utm_source=reddit&utm_medium=social&utm_campaign=google_ai_post) almost 4 months ago. I tried almost everything to get users (except…
受众观点：关注AI搜索对独立产品流量影响、想了解如何被AI推荐纳入"替代品"列表的indie dev
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- @zusmanb (6): Have different experiences, Google pull out my data to AIO so I get impressions like a lot but not click Right now ratio 5k impressions and maybe 2 click on website
- @Extreme-Protection74 (2): AI search optimization is less learned comparing to SEO 
- @Extreme-Protection74 (2): please share your findings. Indies help indies.
- @cprecius (1): Yeah, that makes sense. I think the exact question/search intent matters a lot. This is also what I’m trying to understand right now. Maybe Google is actually recommending us, maybe it’s only showing us somewhere in the AI answer, or maybe the visibility is very query-specific.…
- @cprecius (1): Yes, trying to understand logic of that.
Anthropic Academy 提供 13 门免费课程，覆盖 Claude API、MCP、Agent Skills，含证书
Keep seeing people in here ask about paid AI courses, so figured I'd share this. Anthropic has their own free training site (anthropic.skilljar.com) with 13 courses and most give you a certificate at…
受众观点：关注学习成本与效率的 AI 开发者；想系统学习 MCP 和 Agent 工具链的独立开发者
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- @rajeshjosh (23): Appreciate posts like this. There’s so much AI content out there that it's hard to know what's genuinely useful versus what's just marketing. A curated "worth your time / skip this" breakdown from someone who's actually gone through everything is way more valuable than another c…
- @ChristianQuinones (17): Honestly the prompt caching section in the API course. I was rebuilding the same context every call like an idiot and didn't realize how much it was costing me. One lesson basically paid for itself, and the course is free so the math works out nicely
- @daha1972 (10): As as addon to the original post, I have worked as a training developer and trainer, and IMO their content is actually quite well done, kind of unusual for free-tier training.
- @Unteins (4): I need to do this one because the current advice seems to be don’t ever clear your context except when you should clear it which is never….
- @defnotasleeping (3): I feel like paid tier training isn’t good whatsoever, just trying to get you to buy. Then again, I guess that might just be publicly accessible paid tier training
SaaS 创始人达到 $300 MRR 后停止 SEO，三个月后发现 24K 次展示量白白流失，CTR 仅 0.4%
https://preview.redd.it/isyl1iykdt6h1.png?width=1483&format=png&auto=webp&s=dd0954f3af7557b419e4fbbb98171c2638f45f22 When the first few paying customers came in I convinced myself SEO was…
受众观点：关注早期 SEO 优先级排期；Search Console 数据解读；内容营销 vs 直接渠道的时间分配
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- @Witty_Buy_2657 (2): Check your Meta Title and Description!
- @ImmaStealYoBich (2): This isnt exactly SEO specific, however the methodology of chatbots recommending your product is an emerging one, frame your description so when someone asks AI to address the pain point your product deals with, your product is in the conversation
- @IntelligentEbb5552 (1): Just noticed my meta description was extremely long
- @Valuable_End_7644 (1): The useful signal is whether people change behavior, not whether they say the idea is interesting. I would test one narrow user group, one painful use case, and one action they can take right away.
- @Waste-Project7822 (1): What was the process you had used for SEO in the past? ie. wat apps other than google search console?
Hackyard builder 网络上线两天获 29 位早期用户，创始人深问如何解决 builder 社区留存难题
I've been building products for a few years and kept running into the same problem. Finding builders is harder than finding users. Not because builders don't exist. Because they're scattered. Some ar…
受众观点：关注 builder 社区 activation moment 设计；反对投融资导向、支持人脉/协作导向的产品定位
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- @Little-Owl731 (1): your user-interview data matches something i've been tracking obsessively: i keep a structured log of pain points across the builder subs, and 'finding people' (collaborators, warm intros, other builders) beats fundraising mentions something like 10 to 1. you're building into a…
- @compplan_founder (1): A long time ago my wife and I ran a snowboarding site with a small private club - about 50 people, a forum, trips, events, and some member merch. What brought people back wasn’t really the forum itself. It was that the forum led to real things. Mountain trips, film nights in act…
- @crooked_daybreak (1): The retention insight from those other comments is spot on, but your real win here is that you're asking members what they actually need instead of guessing. That interview data beats most builder networks' entire strategy, so lean into it hard.
- @Happy_Ad_9464 (1): For a builder network, I’d be careful not to treat signups as the main signal. A directory gets people curious once. A network gets people to come back because something useful keeps happening there. The return loop probably has to be tied to a recurring job builders already hav…
- @B3N0U (1): This is a really solid observation about the retention problem. Have you thought about making the directory itself more "sticky", like, what if members could set up alerts for when someone matching specific criteria joins (looking for collaborators in X space, building Y type of…
独立开发者抱怨用户反馈自相矛盾，社区分享用用户分层和行为优先于言语来解读矛盾反馈
Personally, I feel like every user asks for something different. When did feedback become consistent
受众观点：关注如何在用户基数小时处理矛盾需求；AI agent 辅助反馈聚类的可行性；用户 persona 分段实际操作
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- @Born-Exercise-2932 (1): feedback feels contradictory because you're hearing from different segments at different stages of the journey the trick is using something like an ai agent to cluster feedback by user persona and stage, then the contradictions usually resolve into distinct patterns
- @persistent_eagle (1): I'd separate feedback by what people actually did, not just what they said. If one group is actively using it and another group is just giving abstract opinions, I'd weight the active users way higher. Contradictory feedback usually means the user type is still too broad or the…
- @Educational_Wind8701 (1): you can use a feedback board where your users can ask for features and upvote feature requests. This way you know exactly what your users want.
- @rizomr (1): Feedback will become consistent once you segmented enough. At that time, the danger is ending up with only 1 customer and overfitting on their need. If you don't find other users with the same needs, you will have to target another segment. Try to build some model, conviction or…
- @magicxal_water00 (1): C’est sûrement parce que ce sont des profils différents. Il faudrait que ton outil s’adapte à un type de profil et que tu focalises ton produit sur ça.
开发者提议用Rust/WASM在Cloudflare边缘节点构建LLM语义缓存，通过向量相似度检索命中缓存降低API调用成本
Hey everyone, I am planning out a new open-source infrastructure project and want to get some brutal feedback on the architecture and use-case validity from people running high volume LLM workloads i…
受众观点：关注LLM生产部署成本控制、API网关架构选型的独立开发者和平台建设者
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- @Level_Cup4393 (1): Cool idea, but I think the main risk is that the system might return a previous answer for a question that only looks similar. So I wouldn’t only measure whether the cache works, but also whether the cached answer is actually correct and safe to reuse.
- @marr75 (1): Semantic caching is a niche optimization that only works when many semantically similar prompts genuinely share the same acceptable output. Most production LLM workloads don't satisfy that condition, which is why exact KV/prefix caching has become a major industry investment whi…
- @Mundane_Ad8936 (1): Yes and no.. for random chat totally.. for a corporate rag bot it can definitely help.
- @marr75 (1): Cache the search results that go into the RAG then. Also, is anyone deploying corporate rag bots of any value anymore? I never thought they were useful (the Voyager paper was about agents with tools and ran on GPT-3 IIRC) but I imagine it's gotten worse.
- @Commercial_Eagle_693 (1): the hit rate numbers vary wildly by workload, in my experience: customer support 40-60%, structured extraction 70%+, autonomous agent steps usually under 15% because the query phrasing shifts every turn. the 0.88 threshold with bge-small in production on support data gave about…
独立开发者用 TikTok + $20/条 UGC 创作者策略，将 couples app MRR 从 $30 增长到 $170
Hey guys just reached $170 MRR for my business (not alot but whatever) and I just wanted to share what has worked for me so far. So I’m focusing on one channel right now instead of trying 5 different…
受众观点：关注早期 app 以极低预算做内容营销的可复制打法；UGC 视频筛选标准（播放量 vs 保存/分享率）
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- @Thick-Specific-9337 (1): How long have you been posting videos for? Did you start to gain traction almost immediately?
- @Melodic_Structure949 (1): Good luck, this is the start just keep on going.
- @ParallaxMedia (1): That $20/video UGC repurposing loop is smart — basically a content multiplier with almost no overhead. Curious how you're picking which videos to hand off — pure view count, or are you also looking at saves/shares as a signal?
Causo AI 投资人邮件工具开放 prompt 自定义，引发关于 AI 产品控制权与自动化程度的深层讨论
Crazy weekend so a little bit of an unwind summary here! SORRRRY! We got invited to become an official partner of Techstars Valencia, which is honestly a bit surreal. It also made us move faster on s…
受众观点：关注 AI 工具如何在技术用户和非技术用户间平衡控制复杂度；prompt 可见性与用户信任的关系
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- @Born-Exercise-2932 (1): the founders i know who raise well don't want full prompt control, they want to set a direction and have the tool stay in that lane giving them a raw prompt field creates anxiety if they're not technical but hiding it completely makes them distrust the output the sweet spot is e…
- @Strong-Yesterday-183 (1): agreed, thats what we are going for!
Firma.dev 推出电子签名 API，每封约 3 美分，比 DocuSign 便宜 99%，按量付费无合同
Firma.dev
受众观点：做 API/SaaS 产品的独立开发者；关注 B2B 工具定价策略的创业者
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- @Overview (0): * [Launches2](/products/firma-dev#launches) * [Reviews](/products/firma-dev/reviews) * [Alternatives](/products/firma-dev/alternatives) * [Built with](/products/firma-dev/built-with) * [Team](/products/firma-dev/makers) * [Awards](/products/firma-dev/awards) * More This is the 2…
- @Contral (0): [@derickd](https://www.producthunt.com/@derickd) Man it's crazy how cheap this is. Can i get a mail where i can contact you can talk more about the business side of things? Would love to talk. Upvote Report Share 5h ago [](/@derickd) [Derick Dorner](/@derickd) [Firma.dev](/produ…
- @Mailwarm (0): Does it support advanced stuff like multiple signers with order, reminders, and webhooks for status changes? Upvote (1) Report Share 3h ago [](/@derickd) [Derick Dorner](/@derickd) [Firma.dev](/products/firma-dev) Maker
Qursor：浏览器扩展，一键复制任意网页元素结构化上下文（selector/样式/颜色）供 AI agent 使用
Qursor
受众观点：用 Cursor/Claude Code/Lovable 做 UI 的独立开发者；关注 AI agent 工具链补全的产品人
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- @Overview (0): * [Reviews](/products/qursor/reviews) * [Alternatives](/products/qursor/alternatives) * [Built with](/products/qursor/built-with) * [Team](/products/qursor/makers) * [Awards](/products/qursor/awards) * More Free Options Launch tags:[Productivity](/topics/productivity)•[Developer…
- @Qursor (0): Maker 📌 Hey Product Hunt! I'm the maker of Qursor, and honestly, this started as a personal frustration. I was using AI agents to make UI changes and kept running into the same wall: the agent would edit the wrong element, or I'd burn 10 prompts just trying to describe "that blu…
- @Ely (0): [@theomkarbirje](https://www.producthunt.com/@theomkarbirje) Great idea, thanks for building this. I definitely want to try it. The biggest pain for me right now is that I usually have to do this through Inspect, and it takes too much time. Styles are not included, so I often en…
- @Qursor (0): Maker
- @Contral (0): [@theomkarbirje](https://www.producthunt.com/@theomkarbirje) Love this. The fact that it came from a real workflow pain makes it immediately click. I've lost count of how many times I've had to fight an AI agent just to modify a specific UI element, and the back-and-forth can ge…
Pond平台让全球创始人远程融资，10000+社区成员+赏金网络，一个创业公司3分钟融资15万美元
Pond
受众观点：关注冷启动融资、找早期种子资金和GTM资源的独立开发者；评论区有人问能否用于招募测试用户
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- @Overview (0): * [Reviews](/products/pond-5/reviews) * [Alternatives](/products/pond-5/alternatives) * [Built with](/products/pond-5/built-with) * [Team](/products/pond-5/makers) * [Awards](/products/pond-5/awards) * More Free Launch tags:[Marketing](/topics/marketing)•[Artificial Intelligence…
- @Investing (0): [Flowlie - The Fundraising Hub](/products/fundraising-hub?ref=product%5Fsidebar) A fundraising copilot for founders [5.0(7 reviews)](/products/fundraising-hub/reviews)
- @Pond (0): Maker 📌 Hey 👋 I'm Dylan, founder of Pond. The idea came from a simple observation: AI has made building startups 10x faster, while the pace of startup commercialization—fundraising, go-to-market, and execution—has barely changed. So we built Pond: a platform where founders can r…
- @Pond (0): Maker @aronlium Yes, we want to support global startups! Upvote Report Share 4h ago [](/@natalia%5Fiankovych) [Natalia Iankovych](/@natalia%5Fiankovych) The description is a bit confusing) Am I understanding correctly that your platform can provide users for testing? I have a tr…
- @Pond (0): Maker [@natalia\_iankovych](https://www.producthunt.com/@natalia%5Fiankovych) Yes — this is exactly the kind of use case Pond Bounties can help with. You can create a bounty to recruit test participants across different countries, define the testing criteria, share the response…