Anthropic 宣布发布 Claude Opus 4.8，相比 4.7 在判断力、自我校验诚实度和长时间自主工作能力上都有提升，且保持与旧版相同价格。
Introducing Claude Opus 4.8: it builds on Opus 4.7 with sharper judgment, more honesty about its own progress, and the ability to work independently for longer than its predecessors. Available today… ① 关注 Claude 新版本在速度和价格上的具体变化，尤其是 fast 模式 2.5 倍提速和三分之一价格（@claudeai, 3106likes） ② 对官方基准测试持怀疑态度，更愿意等社区实测反馈再判断模型是否真的更强（@LexnLin, 750likes） ③ 担心模型能力再强也需要保持 human-in-the-loop，避免完全放权给自动化代理（@NbSoloman, 496likes）
Anthropic 宣布发布 Claude Opus 4.8，相比 4.7 在判断力、自我校验诚实度和长时间自主工作能力上都有提升，且保持与旧版相同价格。
① 关注 Claude 新版本在速度和价格上的具体变化，尤其是 fast 模式 2.5 倍提速和三分之一价格（@claudeai, 3106likes） ② 对官方基准测试持怀疑态度，更愿意等社区实测反馈再判断模型是否真的更强（@LexnLin, 750likes） ③ 担心模型能力再强也需要保持 human-in-the-loop，避免完全放权给自动化代理（@NbSoloman, 496likes）
这条 HN 热帖讨论 Anthropic 发布的 Claude Opus 4.8 更新，用户普遍认为只是小幅升级，对“更诚实”等宣传表述和实际体验之间的落差展开吐槽。
① 有用户对这次更新表示失望，认为改动幅度很小，不像一次值得大肆宣传的版本（@McDownloads） ② 部分人觉得这是一次价格不变的小升级，对这种渐进式改进持还算积极的态度（@aaronblohowiak） ③ 也有人吐槽官方文案把模型说得像在“发现新物种”，对“更诚实”这种拟人化描述感到反感和好笑（@clutch89；@HlessClaudesman）
Anthropic 宣布升级 Claude Opus 4.8，强调更长时间自主工作、推出更快更便宜的 Fast 模式和 Claude Code 动态工作流，但评论区大量用户吐槽 4.7 相比 4.6 体验变差。
① 希望 4.8 能回到 4.6 体验、对 4.7 明显不满的老用户（@I_need_to_sleep, 623score; @surfer808, 151score; @Kingkwon83, 148score） ② 对 claude.ai 上 effort level 开关实际效果感到失望、认为模型普遍“少思考”的重度用户（@MiserableSlice1051, 204score） ③ 关注大模型军备竞赛、预期 Qwen 等开源或中资实验室会快速跟进新版本的观察者（@Choubix, 114score）
Anthropic 正式发布 Claude Opus 4.8，相比 4.7 提升代码能力与自我纠错诚实度，并上线更便宜的 Fast 模式和动态工作流等特性，在 Claude Code、API、Battle Mode 与 Reddit 社区引发多平台集中讨论
Anthropic 正式发布 Claude Opus 4.8，相比 4.7 提升代码能力与自我纠错诚实度，并上线更便宜的 Fast 模式和动态工作流等特性，在 Claude Code、API、Battle Mode 与 Reddit 社区引发多平台集中讨论。
受众观点：跨平台评论主要集中在三个焦点：
1）自我纠错与“诚实度”是否真的提升。Twitter 上 @alex_grankin（score 67，平台 X）给出对比数据，指出 Opus 4.8 在标记自身编码错误的失败率从 19.7% 降到 3.7%，认为这是“~5x 更诚实”的关键改进；在 @bcherny 的贴下，@AmitVerseHere（score 1，X）也强调“诚实度提升比 benchmark 跳分更重要，因为能阻止自信但错误的结果上线，尤其在 agent 流水线里能避免级联失败”。
2）Fast 模式价格与使用场景。官方账号 @claudeai（score 3106，X）说明 Fast mode 是同一模型、约 2.5 倍速度且价格降为原来的三分之一，并通过 /fast 指令启用；@alexalbert__ 的讨论下，@tech_summaries（score 1，X）分享自己的用法：交互任务用 fast、长时间多文件重构用 normal，并认为 4.8 的降价让 fast 成为默认选择。
3）版本体验与 4.6/4.7 的对比争议。Reddit r/ClaudeAI 帖下，@I_need_to_sleep（score 623，Reddit）直言“只希望 4.8 更像 4.6”，而 @MiserableSlice1051（score 204，Reddit）和 @detached-admin（score 111，Reddit）都对“基于 4.7 打磨”持怀疑态度，希望看到与 4.6 的直接对比；同时也有少数用户如 @-Crash_Override-（score 60，Reddit）表示更喜欢 4.7 的实现方式，认为在严格规划和文档下 4.7 实际执行更好。这些评论共同反映：开发者一方面期待更强的长时 agent 能力和自我纠错，另一方面对 4.7 的体验阴影仍在，强烈关心 4.8 是否真正解决“风格变化、推理被削弱”等痛点。
NousResearch 正在高频迭代 Hermes Agent：发布代号为“Velocity Release”的 v0.15.0 版本，并为其加入内置 MCP Catalog，使本地多代理工作流可以一键更新、快速发现和集成各类 MCP 工具与外部服务
NousResearch 正在高频迭代 Hermes Agent：发布代号为“Velocity Release”的 v0.15.0 版本，并为其加入内置 MCP Catalog，使本地多代理工作流可以一键更新、快速发现和集成各类 MCP 工具与外部服务。
受众观点：评论区的关注点主要集中在两个方面：
1）更新节奏与开发者体验。主帖下 @Agentic_wooz（score 10，X）调侃“Velocity 这个名字太贴切了，稍微一走神又是 Hermes 更新”，反映出版本迭代极其频繁；@Prashtwtz（score 5，X）甚至表示需要用 cron job 每天早上自动跑一次 `hermes update`，说明一条命令更新的体验被广泛接受，但也带来“跟不上节奏”的压力。
2）MCP Catalog 的生态与治理问题。在 MCP Catalog 帖下，@HermesAgentTips（score 6，X）兴奋地提到通过目录发现并安装 n8n 和 Linear 集成，认为是“W feature”；而 @wsljhint（score 3，X）则从工程治理角度提醒：真正重要的不只是发现 MCP 服务器，而是要像包管理器那样管理版本、权限和健康状态，并提供快速回滚路径，以防某个工具行为异常。这些评论表明，早期用户既被“内置目录 + 一键安装”的易用性吸引，也已经开始担心随着 MCP 数量爆炸带来的安全性和可维护性问题。
独立开发者 Ryan 正在打造一款可插在特斯拉上的开源硬件小设备（类似 Tesla dongle），通过树莓派等组件扩展特斯拉功能，并计划在完成后完全开源发布
独立开发者 Ryan 正在打造一款可插在特斯拉上的开源硬件小设备（类似 Tesla dongle），通过树莓派等组件扩展特斯拉功能，并计划在完成后完全开源发布。
受众观点：评论主要围绕两个点：一是好奇这玩意到底能让特斯拉干什么，二是对开源和硬件细节的极客式吐槽和期待。比如 @DoceHenry（score 0，Twitter）直接问「What does the Tesla dongle do?」，反映大部分人对具体功能的强烈好奇；@pkyanam（score 2，Twitter）则催促「My Tesla lease ends on June 13th, wanna OSS it before then?」，说明大家最关心的是开源时间和可用性。硬件细节上，@embedrapp（score 0，Twitter）调侃「that usb a stem is doing a lot of heavy lifting. praying for the structural integrity of your tesla's usb port.」，而 @hahahibaa（score 1，Twitter）提到「There r not much open source with the raspberry rezo 2w looking forward to whatever ur gonna make :)」，体现出对基于树莓派 Zero 2W 的开源方案稀缺性和期待感。
Robert Shaw 在 X 上固定举办「SaaS/Startup founders，你在做什么？」互动贴，每周邀请上百位创始人在评论区展示产品和进展，形成面向独立开发者与初创团队的持续曝光与互推活动
Robert Shaw 在 X 上固定举办「SaaS/Startup founders，你在做什么？」互动贴，每周邀请上百位创始人在评论区展示产品和进展，形成面向独立开发者与初创团队的持续曝光与互推活动。
受众观点：评论区核心是创始人们轮流贴出自己的产品和一句话定位，形成一个高密度的项目展台。比如 @HeadlessDomains（score 7，Twitter）直接贴出「https://t.co/Ve4bWn5pcJ」展示自己的域名相关产品；@SaidAitmbarek（score 3，Twitter）多次出现，介绍「an all-in-one marketing pack for founders… Has auto-distribution + marketplace spots for your product.」，说明创始人群体对获客和营销工具的需求很强。与此同时，楼主自己也在评论里推自己的产品：@robert_shaw（score 5，Twitter）写道「Currently, I am growing An AI Agent for your browser. Browse less. Get more done. https://t.co/TfyPWjTqKB」，在高互动贴中顺势引流。另一条线程里，@yoshi_fullstack（score 1，Twitter）分享「AI tool that checks whether a used car’s listing price is fair」，@sebo175073（score 1，Twitter）介绍「LLMTR… use all of them (ChatGPT, Claude, DeepSeek) from one place」，可以看出参与者多为 AI 工具和 B2B SaaS，大家关注的是曝光、早期用户和同类互相发现。
同一位创作者在 r/SaaS 和 r/SideProject 发起关于当前 MRR、构建时长、团队形态和 B2B/B2C 的真实数据调查，试图打破“几个月就做到 10k MRR”的幸存者偏差叙事，呈现独立开发者和小团队更常见的收入分布现状
同一位创作者在 r/SaaS 和 r/SideProject 发起关于当前 MRR、构建时长、团队形态和 B2B/B2C 的真实数据调查，试图打破“几个月就做到 10k MRR”的幸存者偏差叙事，呈现独立开发者和小团队更常见的收入分布现状。
受众观点：跨两个子版块的高赞评论集中在三个焦点：一是质疑公开 MRR 故事的真实性和幸存者偏差，二是分享自己长期低 MRR 的“正常状态”，三是讨论什么样的路径更容易走到可观收入。
在 r/SideProject 里，@Ill-Trip7965（10 分，Reddit）指出“多数人上线后长期只有几十到几百刀，很多项目永远破不了 $1k，所谓 3 个月 10k MRR 基本是幸存者偏差和精心挑选的案例”，@LeaderAtLeading（3 分，Reddit）补充说“正常数字远比大家想象的低，MRR 帖子的幸存者偏差让缓慢进展看起来像是失败”，而 @punkpeye（11 分，Reddit）则提醒“盯着别人 MRR 是一种分心，关键是持续做有价值的东西”。在 r/SaaS 里，@meridianstatic（15 分，Reddit）分享他看到的模式：很多团队长时间停留在 $2k 以下，只有当定位和 onboarding 变清晰后增长才改善；@TRO_KIK（10 分，Reddit）用自己 10 个月做到 $77k MRR 的极端案例，详细解释了如何依托既有圈层口碑和强需求放大，这反而凸显大多数人并不具备同样的起点；而像 @Jstnwrds55（8 分，Reddit）这样只有 $24.93 MRR 的 Chrome 扩展作者，则代表了“极小但真实”的长尾，评论区对这类数字普遍持鼓励态度，认为这才是大多数人的起点。整体来看，受众最关心的是：自己缓慢甚至微小的进展到底算不算“失败”，以及在这种现实分布下，应该如何设定预期和迭代节奏。
Anthropic 宣布发布 Claude Opus 4.8，相比 4.7 在判断力、自我校验诚实度和长时间自主工作能力上都有提升，且保持与旧版相同价格。
Introducing Claude Opus 4.8: it builds on Opus 4.7 with sharper judgment, more honesty about its own progress, and the ability to work independently for longer than its predecessors. Available today…
受众观点：① 关注 Claude 新版本在速度和价格上的具体变化，尤其是 fast 模式 2.5 倍提速和三分之一价格（@claudeai, 3106likes） ② 对官方基准测试持怀疑态度，更愿意等社区实测反馈再判断模型是否真的更强（@LexnLin, 750likes） ③ 担心模型能力再强也需要保持 human-in-the-loop，避免完全放权给自动化代理（@NbSoloman, 496likes）
展开评论
- @elonmusk (5743): @claudeai @farzyness Nice work
- @claudeai (3106): Fast mode is available for Opus 4.8. It's the same model at roughly 2.5x the speed, and we've made it three times cheaper than before. Turn it on with /fast in Claude Code. On the API, contact your account manager to request access or join the waitlist: https://t.co/5SLFF77Whn
- @sanketghatte23 (920): @claudeai https://t.co/aXgqWwpvte
- @LexnLin (750): @claudeai can't trust benchmarks anymore, gotta listen to what everyone says in the next few days
- @NbSoloman (496): @claudeai Okay, today is another day for Human-in-the-loop. https://t.co/LaHDjwGwAk
DataChaz 用梗图吐槽有公司一个月在 Claude 上烧掉近五亿美元，暗示因为没有设置用量上限导致 Anthropic 账单失控。
Half a BILLION on Claude. In a single month. By negligence. The company’s CFO after seeing the Anthropic bill: https://t.co/1AObXEorwK
受众观点：① 质疑故事真实性，认为 Claude 平台默认有 500 美元限额，不理解怎么会无限制烧钱（@GoldilocksOrbit, 40likes） ② 从云计算经验出发，强调大厂通常会设置使用上限和企业协议，这种事故更多是流程和治理不成熟（@Esoteric_Though, 72likes） ③ 好奇要达到半个 billion 规模的消费，需要怎样夸张的日均 token 使用模式（@lordofblocks, 21likes）
展开评论
- @DataChaz (99): But hey, the good news is the corporate site has dark mode now
- @Esoteric_Though (72): If true, that's just immaturity on Anthropic's part. I've been huge into cloud computing for years and each of the major providers set usage limits to prevent you from consuming more than you can pay for. Increasing these limits is an intentional action and quickly gets you into…
- @GoldilocksOrbit (40): @DataChaz I mean. Claude adds $500 default limit on their platform. How is that even possible they let it go unlimited? Seems fake
- @lordofblocks (21): @DataChaz Half a billion in one month means someone was averaging $16 million a day on tokens. The usage patterns that produce that number are hard to imagine.
- @harobuilds (12): @DataChaz half a billion on claude from one missing limit toggle. the car bottle reaction tracks
bcherny 宣布 Claude Opus 4.8 上线，称其是目前最强编码模型，在 SWE-bench Pro 上从 64.3 提升到 69.2，并更善于承认不确定和自查代码错误，价格与 4.7 相同。
Claude Opus 4.8 is out today. It's our strongest coding model yet: up on SWE-bench Pro (from 64.3 to 69.2) and noticeably more honest about its own work. It tells you when it's unsure and catches its…
受众观点：① 关心 4.8 在高强度和超高强度模式下的 token 消耗与性能权衡，希望了解在复杂编码任务中的性价比（@bcherny, 709likes） ② 有人期待未来 GPT-5.6、GPT-5.5 等新模型继续在编码能力上超越 4.8，关注模型军备竞赛（@Colehollander10, 4likes） ③ 一些开发者在接入新模型时遇到 API 错误和访问问题，说明落地体验仍有坑需要填（@PerceptualPeak, 3likes; @8kAuras, 2likes）
展开评论
- @bcherny (709): 4.8 defaults to high effort, which spends about the same tokens as 4.7's default on coding but performs better. For hard problems and long-running async work, switch to xhigh. We've raised Claude Code rate limits to cover the extra tokens.
- @Colehollander10 (4): @bcherny Excited to try this! Gpt 5.6 will drop tho and it will probably be a lot better than 4.8
- @PerceptualPeak (3): @bcherny hmm, saying I don't have access to the model? I updated claude and ran --mode-claude-opus-4.8 in CLI https://t.co/VDQPfdyKVl
- @Kaabiummim (3): @bcherny just not gonna mention that GPT-5.5 still cooked you on Terminal-Bench huh? 😉
- @8kAuras (2): @bcherny It has an error for the past few hours: API Error: 400 messages.1.content.49: thinking or redacted_thinking blocks in the latest assistant message cannot be modified. These blocks must remain as they were in the original response.
Claude 官方展示在新模型发布前，内部和合作团队会用各种极端场景“故意搞坏”模型，通过真实构建和压测来发现缺陷并改进最终版本。
Before we ship a new model, these teams try to break it. They build with it, push it to its limits, and tell us where it falls short. What they find makes the final model better. https://t.co/Q4LD01z…
受众观点：① 有用户吐槽 Anthropic 在上新模型前会把旧模型“搞坏”，对频繁替换版本心存不满（@cezurp_, 26likes） ② 一些人用梗图和玩笑回应，更多关注宣传视频本身的氛围感（@BrenBuilds, 23likes; @JohnGregQuantum, 10likes） ③ 也有人直接抱怨“别再毁掉好用的模型”，担心升级导致体验变差（@rayeia87, 9likes）
展开评论
- @cezurp_ (26): @claudeai You also break your models before a new one
- @BrenBuilds (23): @claudeai lisan al-gAIb 🤯 https://t.co/Wt1B7Exfcb
- @NotionHQ (12): @claudeai @AnthropicAI I spy @earlierism & @akm_io 👀
- @JohnGregQuantum (10): @claudeai Always getting Claude code https://t.co/ARaCpVXuVi
- @rayeia87 (9): @claudeai Quit destroying perfectly good models and replacing them with 💩
NousResearch 发布 Hermes Agent v0.15.0“Velocity Release”，主打大幅提升代理框架的迭代和执行速度。
Hermes Agent v0.15.0 - “The Velocity Release” Changelog below https://t.co/33YL6GmGyq
受众观点：① 官方补充了完整的发布说明和更新命令，说明用户群体已经习惯高频更新并主动跟进版本（@NousResearch, 270likes） ② 有人感叹大家在吵 Claude Opus 4.8 时，Nous 在默默打磨真正跑这些模型的代理框架，认为这是完全不同层面的竞争（@georgeorch, 15likes） ③ 用户普遍认可“Velocity”这个版本名，觉得更新节奏快到需要时刻关注，体现出社区对迭代速度的期待和压力（@Agentic_wooz, 10likes）
展开评论
- @NousResearch (270): Full Release Notes: https://t.co/rXtcgeVpen To update, run: 'hermes update' https://t.co/UvqsnoBNoq
- @Teknium (62): @NousResearch Let's gooo
- @DrocksAlex2 (15): @NousResearch holy shit https://t.co/XNZQk4mHAT
- @georgeorch (15): @NousResearch Everyone's arguing about Claude Opus 4.8 while Nous just quietly ships the agent framework that actually runs them. Different game.
- @Agentic_wooz (10): @NousResearch Velocity is the right name for it, can’t even look away bc it’s “Hermes update” again
gregisenberg 介绍 Claude Code 新出的“dynamic workflows”和“ultracode”，可以一键生成数百个并行代理互相校验，把可交付的工作单元从单个文件提升到整个项目级别。
Claude Code just dropped "dynamic workflows" and it's pretty cool. You type "create a workflow" or turn on "ultracode" in the effort menu and it spins up hundreds of parallel agents that check each o…
受众观点：① 有人担心这种大规模并行代理会极快耗尽周用量和预算，对成本敏感（@dedene, 3likes） ② 有开发者分享亲测案例：三方文档对齐从 30–35 分钟缩短到 11 分钟，但一次运行就吃掉 230 万 tokens，体现效率与花费的权衡（@ninjaparticle, 3likes） ③ 也有人关注 orchestrator 的设计动机，是为用户效率还是为了多烧 tokens，并讨论对抗式验证带来的“结构性更诚实”结果（@vadimcomanescu, 2likes; @adr1an_builds, 2likes）
展开评论
- @dedene (3): @gregisenberg That's one way to absolute speedrun your weekly usage limits. https://t.co/sI2lkm7Fgt
- @ninjaparticle (3): i just used it to do a three-way triage between a PRD, my codebase, and a knowledge base. this usually takes me 30-35 minutes by hand (getting these three to be in sync). it got done in 11! spawned hundreds of subagents, which read, triaged, argued, collated diffs, suggested whi…
- @vadimcomanescu (2): @gregisenberg I wonder if the main designer was an engineer or a business person in the sense that the /goal was really to solve the problem in the most efficient way possible or was lets make sure we burn as many tokens as possible so people refill.
- @adr1an_builds (2): @gregisenberg The parallel execution is cool but the real unlock is adversarial verification. The script spawns agents that approach from different angles, then others try to refute the findings. Nothing returns until the answers converge. Not just faster. Structurally more hone…
- @SiddharthInk_ (2): @gregisenberg One nuance I noticed: the orchestration plan is rigid as hell once locked in. It has no mid-run pivots if you spot a better path
steipete 用“build the thing that builds the thing”配上链接，暗示自己在做一个能自动构建其他工具或支持代理的基础系统。
build the thing that builds the thing. https://t.co/MVBOrdGZDM
受众观点：① 有人把相关项目 openclaw 变成电话支持代理，展示“工具构建工具”的具体用法（@ovalpod94416, 3likes） ② 部分用户在问作者最期待完成的“那个东西”是什么，说明对底层平台愿景感兴趣（@kevu_sol, 3likes） ③ 也有用户反馈每次更新后要花很多 tokens 修 claw，说明这类基础工具在稳定性和兼容性上仍有明显痛点（@tishpuvi, 2likes）
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- @mom02sm (5): @steipete Clickclack! Move out the way slack and discord! 😉
- @ovalpod94416 (3): Turned my openclaw into a support agent by giving it a phone number of its own. Now it receives all the support calls and also does the outbound when needed using https://t.co/Wmp6tCsmIR
- @kevu_sol (3): @steipete whats the thing your most excited to being complete
- @10piecedawg (3): @steipete 🆑
- @tishpuvi (2): @steipete I usually have to spend a ton of tokens fixing claw with codex after every update. iMessage breaks. What it used to do before suddenly isn’t a possible. Calls go to different places or the sandbox is limited…. Is that supposed to be the case?
Arena 宣布 Anthropic 的 Claude Opus 4.8 已上线 Battle Mode，邀请用户用真实任务对比打分检验模型表现。
Claude Opus 4.8 by @AnthropicAI is live in Battle Mode. Time to see how it holds up to live, real-world tasks. Bring your toughest prompts, and vote. Scores incoming. https://t.co/LBGtvW2vpD
受众观点：① 有用户情绪化地让 Arena“删掉公司”，反映出部分人对评测平台或评分机制存在不满和不信任（@argofowl, 19likes） ② 官方补充了如何在 Battle Mode 中找到 Opus 4.8 的入口，说明很多人对具体使用路径仍不熟悉（@arena, 16likes） ③ 有人表示想用各种奇怪的边缘案例来测试模型适应性，说明重度用户更关心鲁棒性和极端场景表现，而不仅是平均分（@itsthedonhashim, 1like）
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- @argofowl (19): @arena @AnthropicAI delete your whole company please
- @arena (16): Get into Battle Mode to find Opus 4.8 at: https://t.co/Res3BoLgQ3
- @itsthedonhashim (1): @arena @AnthropicAI @arena curious how it handles weird edge cases. I always throw those and see how it adapts lol
- @NevvDevv (1): @arena @AnthropicAI let's fucking goo
- @syndrael1 (1): @arena @AnthropicAI No Opus in Battle mode.. anonymous only?
Gergely Orosz 批评 Webflow 2026 年一次裁员操作混乱，没有先清晰通知全体员工谁被裁谁留下，认为这种基本沟通失误会给公司带来长期负面印象。
There is no excuse to mess up a layoff like this, in 2026 It’s not that hard to do the basics: notify all your staff first, and be clear on who was unfortunately let go and who stays Webflow did not…
受众观点：① 作者补充自己早在 2022 年就写过一篇关于人性化裁员实践的文章，强调需要完整的沟通计划（@GergelyOrosz, 26likes） ② 有人认为这种操作水平低到不可接受，甚至觉得 CEO 也该为此被问责（@DanBerger_, 8likes） ③ 一些人分享类似经历，比如通过 Slack 账号被悄悄停用才发现同事被裁，凸显缺乏透明度的常见做法（@jacobtechtavern, 6likes）
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- @GergelyOrosz (26): Back in 2022 I wrote a free article collecting humane practices when doing layoffs (when there is no other choice.) It included having a comms plan that Webflow clearly did not (otherwise they would have noticed they saw not notifying staff let go…) https://t.co/Q6r8VhLzHH
- @DanBerger_ (8): @GergelyOrosz This is an inexcusable level of incompetence. The CEO should be fired too.
- @jacobtechtavern (6): @GergelyOrosz Hahah I worked for a startup like this once They’d quietly PIP or sack people with low notice, and I’d always be the first to find out because I’d message the CTO “hey why is Jim’s slack profile deactivated?”
- @chrislciaba (5): @GergelyOrosz This sounds like a big lawsuit waiting to happen
- @MindTheGapMTG (2): @GergelyOrosz The irony is always the same - companies cut the people who actually build things, then wonder why the "agentic transformation" they promised investors never ships.
bcherny 介绍 Claude Code 研究预览中的 dynamic workflows，可在任务过大时自动编排多步流程并建议使用 auto 模式，适合用于迁移、重构和性能优化等高强度任务，但会消耗大量 tokens。
We also shipped dynamic workflows in Claude Code (research preview), for tasks too big for one pass. Make sure to default to auto mode so Claude isn't stopping for permissions. It's token-intensive,…
受众观点：① 作者强调大规模迁移和重构是团队最重要却最容易被拖延的工作，dynamic workflows 可以把这类项目从“占用一个季度”压缩到几天或几周（@bcherny, 136likes） ② 有人从检索角度类比，认为线性上下文不如分层上下文，dynamic workflows 代表代理编排向自适应树状结构演进（@PageIndexAI, 2likes） ③ 开发者关心审计和可追溯性，希望在大规模自动修改时能回滚到某个时间点并看清每个子代理做了什么（@jbuildverse, 1likes; @Timur_Yessenov, 1likes）
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- @bcherny (136): Big migrations and refactors are some of a team's most important work, and the easiest to push off to a "better time" since they'd tie up engineers for a quarter. With dynamic workflows, Claude can now land that kind of work in days or weeks. More: https://t.co/tk5RhJrqZs
- @PageIndexAI (2): @bcherny Linear context doesn't scale. Hierarchical context does. Dynamic workflows are showing it for agents, while PageIndex is proving it for retrieval. The future isn't infinite context. It's agentic, adaptive context trees. https://t.co/Q4KBfnLI4b
- @jbuildverse (1): @bcherny Does dynamic workflows have auditability? doing something as large as a migration or refactor, you're going to need to go back to a point in time if one of the subagents goes sideways.
- @Timur_Yessenov (1): @bcherny Auto Mode is fine for big workflows only if the stop report is explicit: budget spent, files touched, commands run, and why it stopped. Otherwise token-intensive just means expensive fog.
- @alex_lavaee (0): @bcherny I agree with the direction. Cool to see this out! I've been building an open source version that has multi provider support, ability to audit functionality/security/pricing, HIL, and define structure not delegate to the model: https://t.co/9aHBtM20MY Pumped for the work…
Alex 介绍 Claude Opus 4.8 在 Claude Code 里新增更便宜的 Fast 模式，用快档做交互工作、普通模式跑长时异步任务，明显改变了自己的使用习惯。
Fast mode for Opus 4.8 is much more affordable now. Try it out in Claude Code, I've found it changes how I use Claude. Fast mode for interactive work where I want rapid responses, normal mode for lon…
受众观点：① 关心 Opus 4.8 Fast 模式具体价格差异和计费方式的开发者（@kr0der, 8likes） ② 搞不清楚不同思考强度和模式如何影响推理质量、希望有实测案例的用户（@DanPMorgan, 4likes） ③ 担心新版本在 Claude Code 中存在 bug 或稳定性问题的工程师（@VincentBuilds, 2likes） ④ 刚在 4.7 fast 上花了不少钱、对价格波动和折扣窗口敏感的重度用户（@gotMeAHaskell, 2likes）
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- @kr0der (8): @alexalbert__ how much more expensive is fast mode compared to non-fast now? 👀
- @DanPMorgan (4): @alexalbert__ Can you explain how Adaptive Thinking affects the thinking level. It's slightly confusing to have both https://t.co/G0Xh4TYY4O
- @kaptan_web3 (3): @alexalbert__ I'll try fast mode
- @VincentBuilds (2): @alexalbert__ Opus 4.8 is currently bugged in claude code https://t.co/AK8Qj0eA20
- @gotMeAHaskell (2): @alexalbert__ Just burned thousands on 4.7 fast. Wish I would have waited a day. Can you guys at least offer another discount window?
Alex 说明团队为 Claude Opus 4.8 花了大量精力校准思考强度，并邀请用户反馈模型在过度或不足思考场景中的具体例子。
We put a lot of work into calibrating thinking effort for Opus 4.8. As you're trying out the model, if you do run into any examples of it still over/under thinking, please flag it to us!
受众观点：① 在特定技术领域遇到 Opus 4.8 低思考档答错问题、希望更精准控制推理深度的开发者（@KorduGG, 2likes） ② 怀念旧版 Opus 4.6 交互风格、对新模型“味道变了”不适应的老用户（@brickroad7, 2likes） ③ 想搞清楚 Claude Code 默认使用哪档思考强度、如何影响费用和速度的工程师（@alleneubank, 2likes） ④ 认可校准价值、愿意长期测试并上报问题的重度测试用户（@inflectivAI, 2likes） ⑤ 对模型很满意但对 Anthropic 客服支持极度不满的付费用户（@LiriaRonny, 1like）
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- @KorduGG (2): @alexalbert__ using Opus 4.8 on Low with adaptive thinking it got my most used question technically wrong it defaulted to the "lua" domain rather than "Garry's Mod " Domain It's a little weird how just me mentioning and changing gmod > Garry's Mod and saying domain fixes it h…
- @brickroad7 (2): @alexalbert__ BRING BACK OPUS 4.6 IN THE APP PLEASE!!!!!!! It had a completely unique flavor that the 2 newer opus models don't have. For non-coding queries.
- @alleneubank (2): @alexalbert__ default effort for claude code now with opus 4.8? IIRC you used xhigh with Opus 4.7?
- @inflectivAI (2): @alexalbert__ This calibration work is valuable for real use. I will keep track of my sessions and flag any remaining issues I notice during testing.
- @LiriaRonny (1): @alexalbert__ Great work on Opus 4.8! Does that calibration apply to support too? 3 months, 5+ case IDs, LinkedIn, Trustpilot, Google Play, X — zero human response. Still charged the wrong tax rate. Great model. Shame about the support. #AnthropicSupport #ClaudeAI
lateinteraction 调侃说 Claude Code 终于在 2025 年 10 月成了符合自己论文定义的 RLM，并祝贺 Anthropic 采用递归语言模型思路。
Claude Code is finally an RLM (oct 2025), congrats to Anthropic :-)
受众观点：① 有人讽刺说 Anthropic 不可能是从他那里学会循环调用模型，反映出社区对“谁首创概念”的争论和戏谑（@willdepue, 88likes） ② 作者本人补充说 Anthropic 团队多次公开承认 RLM 等开源研究对其设计的影响，强调大厂和开源研究之间的互相借鉴（@lateinteraction, 62likes） ③ 他还详细列出 RLM 的两个关键标准，并指出 Anthropic 所谓“dynamic workflows”本质上就是对用户提示的符号递归，帮助技术读者对齐概念（@lateinteraction, 56likes）
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- @willdepue (88): @lateinteraction wow man yeah they totally got that from you. they would've never thought of calling models in a loop. no chance
- @lateinteraction (62): to their credit, teams at anthropic have been unusually forthcoming repeatedly acknowledging the influence of RLMs and other open research on their thinking and design choices, e.g. https://t.co/SkpyHQ8PYC
- @lateinteraction (56): The paper defines the following criteria for an RLM: 1. An RLM must give the underlying LLM a symbolic handle to the user prompt P (and the output stream) 2. An RLM requires *symbolic recursion* over P, which is what Anthropic calls "dynamic workflows". https://t.co/ftPHbfUkgE
- @neural_avb (5): @lateinteraction @CShorten30 Wait did they actually confirm that an REPL is in place? Or context is being passed around through variables/symbols? I glanced through the article… it just felt a multi-agent/subagent thing. May have missed something.
- @mindfultime_ (4): @lateinteraction @CShorten30 I thought it was just multi agents , and not actually the RLM implementation
NousResearch 补充 Hermes Agent“Velocity Release”的完整更新说明，并提示用户通过命令行执行“hermes update”升级。
Full Release Notes: https://t.co/rXtcgeVpen To update, run: 'hermes update' https://t.co/UvqsnoBNoq
受众观点：① 有用户调侃需要用 cron 每天跑一次 hermes update，说明版本更新频率极高，已经影响到使用习惯（@Prashtwtz, 5likes） ② 也有人简单反馈这次更新在自己环境里看起来不错，代表主流用户对版本质量基本满意（@heyellieday, 4likes） ③ 但也有重度用户指出工具加载策略没有完全优化，导致本地运行变慢、付费 token 用户成本高，希望团队更多关注这类生产级使用场景（@fdrmg, 1like）
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- @Prashtwtz (5): @NousResearch With the daily updates, I need to schedule a cron job to run ‘hermes update’ every morning 😸
- @heyellieday (4): @NousResearch @robotson @jicapal update looks good from here
- @MarianKunde (3): @NousResearch https://t.co/IJYwPzStGA
- @fdrmg (1): Velocity is def good, bit of a put-off it didn’t solve the full tools loading on every prompt https://t.co/34oDMKGYrj and related issues inside that one. The impact is 2-fold: it slows the local runs to a crawl, even on my DGX Spark, for anything more than toy problems. B) it ki…
- @samadh1i (1): @NousResearch @grok сделай саммари что нового
作者称赞 Anthropic 团队在公开承认 RLMs 等开放研究对其模型设计影响方面非常坦诚，并附上相关引用链接。
to their credit, teams at anthropic have been unusually forthcoming repeatedly acknowledging the influence of RLMs and other open research on their thinking and design choices, e.g. https://t.co/Skpy…
受众观点：① 有人补充转发了相关资料链接，说明社区在追踪 Anthropic 与 RLMs 等开放研究之间的具体技术关联（@BetaTomorrow, 0likes）
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- @BetaTomorrow (0): @lateinteraction FYI... https://t.co/GOovpR97Xo
simonw 分享了自己对 Claude Opus 4.8 的使用笔记，并用五种不同“思考层级”的骑自行车鹈鹕图来类比模型思考方式。
Notes on Claude Opus 4.8, plus pelicans riding bicycles for each of the five different thinking efforts https://t.co/8J0s0fLAnT https://t.co/EdJfdYIBF4
受众观点：① 有人用表情和链接回应，说明这类形象化的可视化比纯基准测试更容易让人理解模型思考层级（@TattedWorks, 0likes） ② 有人表示早就在等这篇笔记，说明 simonw 对工具评测在开发者圈有较高信任度（@brightclayapp, 1likes） ③ 也有人顺势贴出 Grok 与 ChatGPT 的对比内容，延伸到不同模型之间的横向比较（@paturious, 0likes）
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- @alireza7612 (5): @simonw 👀 https://t.co/RwEzUiyr6v
- @brightclayapp (1): @simonw Was waiting for this!
- @TattedWorks (0): @simonw the pelican on a bicycle is doing more work to explain AI thinking levels than any benchmark ever has
- @paturious (0): @simonw Grok vs ChatGPT https://t.co/tG81JPcxLB
- @paturious (0): @simonw Opus 4.8 Max 😆 https://t.co/FuAHgLXiEj
作者转发并认同一条关于写作建议的内容，强调这些原则同样适用于写博客文章的创作方式。
Great advice that also applies to writing blog posts!
受众观点：① 有人强调写作最好不要用 AI 代笔，认为人类之间的理解和信任很重要，用 AI 生成等于欺骗读者（@yash1_, 0likes） ② 也有人认为博客只有在提供真正“alpha”信息时才有人在乎，隐含要求内容必须有独到见解和干货（@ChainZenit, 0likes）
展开评论
- @yash1_ (0): @sedielem True, For writing it's highly recommended to not write with ai, human to human understanding is important cause we know that we are not reading output tokens when it comes from humans so just don't do fraud.
- @ChainZenit (0): @sedielem Nobody cares about your blog unless there's alpha in it
作者分享参观中国 @Zai_org 时看到其 API 每日 5–7 万亿 tokens 的数据，并对比认为美欧推理市场体量更大，这对持续训练大模型影响重大。
For reference, when we visited @Zai_org in China they had an API metrics chart in their showroom, was 5-7 T tokens/day. Inference market in the U.S. / Europe seems way bigger (and that's a big deal f…
受众观点：① 有人指出只看 Zai_org 一家不全面，认为如果算上 deepseek 等主流提供方，整体 token 量会更高（@sumukx, 1likes） ② 有人拿 Fireworks 的 30T tokens/天做对比，吐槽即便推理量巨大，很多代理仍然会被会话上限卡死（@harobuilds, 1likes） ③ 也有人讨论如果美欧推理市场大数倍，算力究竟流向纯推理还是被用于“后门训练”，对生态有何影响（@thedntx, 0likes）
展开评论
- @sumukx (1): @natolambert @Zai_org You’re comparing one model provider that serves only GLM? Surely this number is bigger for the defacto model (deepseek)
- @harobuilds (1): @natolambert @Zai_org 30t tokens a day from fireworks against zai_org's 5-7t still hits the same session caps that kill agents after one loop
- @tugot17 (0): @natolambert @Zai_org it seems obvious that some sort of voluntary revenue sharing agreements between inference providers and model training orgs are in best interest of both parties
- @notdrvx (0): @natolambert @Zai_org US/Europe inference volume gap makes sense given how many closed labs and apps live here ironic when the best open models keep coming from the other side though
- @thedntx (0): @natolambert @Zai_org waits if the US/EU inference market is multiple x bigger, where does all that compute even go. just inference or backdoor training loops too
这条 HN 热帖讨论 Anthropic 发布的 Claude Opus 4.8 更新，用户普遍认为只是小幅升级，对“更诚实”等宣传表述和实际体验之间的落差展开吐槽。
Claude Opus 4.8
受众观点：① 有用户对这次更新表示失望，认为改动幅度很小，不像一次值得大肆宣传的版本（@McDownloads） ② 部分人觉得这是一次价格不变的小升级，对这种渐进式改进持还算积极的态度（@aaronblohowiak） ③ 也有人吐槽官方文案把模型说得像在“发现新物种”，对“更诚实”这种拟人化描述感到反感和好笑（@clutch89；@HlessClaudesman）
展开评论
- @McDownloads (0): Disappointed to say the least.
- @mincer_ray (0): seems like a really minor upgrade?
- @aaronblohowiak (0): Same price for regular and cheaper fast mode. Happy for these incremental improvements.
- @clutch89 (0): > One of the most prominent improvements in Opus 4.8 is its honesty Anthropic talks about their own models as if they're discovering new species in the wild...
- @HlessClaudesman (0): If this model is more honest, it must be honestly praising my efforts every first sentence.
Hacker News 上围绕 Anthropic 新一轮融资和估值展开讨论，拿它与 OpenAI 在营收、估值和补贴策略上做对比。
Anthropic raises $65B in Series H funding at $965B post-money valuation
受众观点：① 不熟悉融资机制的读者在问公司还能融多少轮、是否可以无限延长上市时间（@GenerWork） ② 很多人关注 Anthropic 在营收和估值上超越 OpenAI，把这看作格局变化的信号（@cmiles8） ③ 有人调侃 Claude Code 等产品被风投补贴，质疑长期以低于成本价卖算力的可持续性（@Lionga）
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- @GenerWork (0): As someone who knows admittedly knows nothing about startup funding rounds, how many more rounds of funding can they do before an IPO? Is it effectively infinite?
- @cmiles8 (0): Probably the bigger headline here is that they’ve blown past OpenAI in revenue and valuation, with OpenAI looking increasingly shaky and vulnerable.
- @Lionga (0): Boys we got more subsidy for Claude Code Plans! Let the VC financed spending of 1000$ of datacenter cost for 200$ sales price continue!
- @whalesalad (0): They're going to run out of letters pretty soon.
- @iooi (0): So close to being the first kilocorn. A unicorn = 1 billion, this is almost 1k.
这条 HN 讨论欧盟对 Temu 因销售危险电子产品和劣质电池而开出罚单，用户围绕产品安全责任、进口监管和平台对第三方商品的法律义务展开争论。
EU fines Temu €200M for allowing sale of illegal products
受众观点：① 有人认为对 Temu 的处罚过轻，指出其危险电池已导致多起火灾，批评平台对安全问题不负责任（@schnitzelstoat） ② 部分用户主张应禁止 Temu 这类既大量收集数据又销售非法产品的平台进入市场，甚至与 TikTok 一并封禁（@kvgr） ③ 也有人质疑监管逻辑，认为不该先允许无认证产品进口再事后罚款，并强调平台对在其网站上销售的商品应承担直接责任（@manoDev；@jordiburgos）
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- @esnard (0): Also discussed here: https://news.ycombinator.com/item?id=48307237
- @schnitzelstoat (0): It seems like quite a light punishment for selling such dangerous products that could literally kill people. The dodgy e-bike batteries have already been linked to several fires. bigclivedotcom takes apart some of the Temu stuff on YouTube and some of the electronics is atrociou…
- @kvgr (0): I am very pro free market, but Temu with data harvesting and selling illegal projects should be banned together with tiktok...
- @manoDev (0): Isn't there some kind of law to disallow imports without a CE / RoHS / etc label? Why allow it to enter the EU, and then fine the seller afterwards?
- @jordiburgos (0): Why there is a difference between selling and allowing to sell? If the product is sold in your site, you must be responsible of it.
Hacker News 上有人吐槽当下文档和界面设计被同质化模板支配，连字体、配色、用语都充满 AI 生成的套路感。
Various LLM Smells
受众观点：① 有人抱怨工作中看到的文档都充满空洞模板句式，自己坚持手写反而成了少数派（@danielodievich） ② 评论者调侃常见的 UI 套路，比如 KPI 卡片、紫色渐变、统一字体风格等视觉陈词滥调（@dionian） ③ 有人观察到 LLM 在代码和文档里也会反复使用特定术语和结构，说明训练数据里的企业话术正在被复制粘贴（@dvt）
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- @n42 (0): No ___, no ____. Just _____ or using "honest" to describe an approach.
- @danielodievich (0): All of those are included in the bulk of the documents passing my work input these days. It is infuriating. Out of principle I maintain 100% me in all my writing but I don't know if it matters. Well maybe it does... an interviewee recently complimented me on the "nicest and most…
- @dionian (0): KPI cards, purple gradients
- @KronisLV (0): > The "JetBrains Mono" font Thought for sure we'd get a critique of Inter overuse. JetBrains Mono is a lovely font, though.
- @dvt (0): It's kind of interesting how genuinely hard it is to get models to deviate from basically all of these tropes. You can straight up tell it "I hate that card design, do something different, get creative!" and it'll do something either (a) ugly as sin (clearly just essentially a r…
Hacker News 讨论用 Postgres 打造分布式队列和工作流编排，对比 DBOS、Temporal 等持久化任务系统的实践经验和坑点。
Building durable workflows on Postgres
受众观点：① 工程师好奇用 Postgres 搭分布式队列和锁的最佳实践，关注 SKIP LOCKED、advisory lock 等具体用法（@sgt） ② 有 Temporal 经验的人在比较 DBOS 与 Temporal 的复杂度、功能差异和使用限制，尤其是大 payload 工作流的痛点（@throwaw12） ③ 一些人提醒长期维护自研编排系统容易重复造轮子，质疑不直接采用成熟开源工作流框架的性价比（@switchbak）
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- @sgt (0): Continuously amazed by what you can do with few tools, as long as Postgres is a part of your toolkit. I recently developed a distributed queue and it works really great - benchmarks great too, with no race conditions or conflicts. I used SKIP LOCKED so that workers can compete s…
- @senderista (0): Citing CockroachDB as an example of scaling Postgres made me spit out coffee. Was this LLM-written?
- @throwaw12 (0): Curious to know experience of people using DBOS and Temporal. I have used Temporal in the past, works really good, my only problem with it was some limits on request payload or event sizes, created some inconveniences to us when building solutions. It also enforces good engineer…
- @switchbak (0): Having inherited a few of these - you tend to home-grow an ad-hoc version of many of the existing OSS tools, but with less of the patterns baked in. Not sure where the NIH ends and where you're actually better off with a supported orchestration approach. I suppose if you expect…
- @vrm (0): Since DBOS doesn't support Rust, we implemented a very minimal Rust version of this at https://github.com/tensorzero/durable. It has been quite stable and extensible but of course you need to be very careful with the SQL implementations. Hope this is interesting to readers here.
Hacker News 讨论一个通过小游戏形式科普 LLM 权限与沙箱安全的站点，玩家需要识别和阻止潜在安全威胁。
Show HN: Continue? Y/N: A 60-second game about AI agent permission fatigue
受众观点：① 有人分享用命令行参数跳过权限提示的技巧，说明开发者一边嫌麻烦一边又依赖安全保护（@nardib） ② 玩家反馈小游戏有趣、分数机制上头，愿意分享给同事当安全培训素材（@cadwell） ③ 有人讨论更强的 sandbox 和权限系统设想，希望在不牺牲开发效率的前提下提升 LLM 行为可控性（@carterschonwald）
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- @nardib (0): Use this and save yourself: claude --dangerously-skip-permissions
- @cadwell (0): 1,640 points on my first try—I fell into a few traps, but it was really interesting. Thanks for the little game! I'm sharing it with my coworkers :)
- @carterschonwald (0): some of the sandboxing ive been playing with gives me the best of both yolo and like logic programming tier perms on llm actions in env. still not ready for prime time though ;)
- @MeetingsBrowser (0): It would be cool to see the distribution of all player scores.
- @sevenseacat (0): Continue? Y/N ── SCORE: 2,343 Security-Conscious Engineer Caught 8/8 threats "Not a single secret leaked" → llmgame.scalex.dev
Hacker News 讨论在 OpenWRT 等环境下配置多 AP Wi-Fi 漫游，涉及 802.11r/k/v、功率调优和兼容性坑。
Indoor Wi-Fi Roaming with OpenWRT
受众观点：① 有人买了 Omada AP 搭配 OpenWRT，发现漫游体验不佳，希望用文中方法改善（@jonhohle） ② 评论者分享 DAWN、uSteer 等 OpenWRT 方案的使用经验，并提到可以用 LLM 帮忙理解复杂配置（@jauntywundrkind） ③ 有人深入讨论 802.11r/k/v 在不同手机和硬件上的兼容性、切换延迟和加密组合的坑（@goodburb）
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- @jonhohle (0): I need to spend some time on it but I purchased two Omada APs to pair with my OpenWRT router thinking roaming would just work with mostly Apple devices. That didn’t happen. I’m hoping some of this article applies and I can improve the situation a bit.
- @jauntywundrkind (0): I'd used DAWN for band steering/roaming at my last place, which worked ok. uSteer is a little newer & is an official openwrt project. https://github.com/berlin-open-wireless-lab/DAWN https://openwrt.org/docs/guide-user/network/wifi/dawn DAWN has a wild amount of knobs to tune, w…
- @goodburb (0): You can stick to 802.11r only by lowering the transmission power and have all the APs on the same channel, in my tests it ended up switching much faster than K/V. (~75ms) On iOS, equal channel with correct ESS will switch liberally. On Android 14+ with Broadcom chip it will star…
- @ghrl (0): I don't quite understand the benefit of the setup. If there are legacy IoT devices that need unique named 2.4G network, just broadcast another SSID for them. So each router broadcasts main 5G (common name, fast roam etc), main 2.4G (same as above) and legacy IoT 2.4G (with a dif…
- @ruptwelve (0): When I move from Europe to the US I realized that roaming is not as prevalent here as it is back home. The (mostly) wooden houses enable me to just use one really powerful AP for most of my needs.
Hacker News 上围绕下一代 Raspberry Pi 产品方向展开争论，有人希望更低功耗的 Zero 系列，有人则担心性能提升后会被 x86 迷你主机和 Jetson 等平台挤压定位。
News about Raspberry Pi 6 and Microcontroller Development
受众观点：① 期待 Raspberry Pi 专注低功耗、低成本嵌入式场景，而不是一味堆性能的用户（@ThrowawayR2） ② 希望在新一代树莓派上看到更完善安全特性，如 TPM、OP-TEE 和更灵活安全启动机制的工程师（@bradfa） ③ 觉得树莓派在实际项目中“高不成低不就”，既不如迷你 PC 也不如专用 MCU，难以找到清晰使用场景的开发者（@dirtikiti）
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- @ThrowawayR2 (0): > "...: It sounds like the key feature will be 'more': a faster CPU and faster IO, rather than new features." Raspberry Pi Holdings is a embedded systems manufacturer for pity's sake; we don't need more from them, we need less. [EDIT] A faster Raspberry Pi 6 is encroaching on th…
- @peteforde (0): Pi's refusal to drop a USB-C on Pico due to cost increases is a terrible call IMO. I seriously cannot fathom being someone doing development who wouldn't pay $0.50 extra to purge the last micro USB from their desktop.
- @bradfa (0): Would love to see actual security focused hardware/software features, like full OP-TEE, fTPM (or a more ideally a real physical TPM), and similar. For example, so that the OTP isn't the only way to store a disk encryption unlock key. The existing secure boot mechanisms aren't ba…
- @porphyra (0): The 8GB Pi 5, at $170 [1], is encroaching on Jetson Orin Nano Super's $240 price point [2]. But the Jetson has a faster CPU (newer a78ae cores rather than a76) and, obviously, a whole-ass GPU. [1] https://www.microcenter.com/product/673711/raspberry-pi-5 [2] https://www.microcen…
- @dirtikiti (0): I have bought an rpi at every generation. And I still have yet to find an actual use for them. Everything they do from a compute perspective is just better with a mini pc or old laptop with a mobile spec chip. Everything they do from a programmability perspective is just better…
Hacker News 讨论一位安全研究员因在 GitHub 披露微软零日漏洞而被封号，甚至在 GitLab 也遭封禁，引发对漏洞披露生态的争议。
GitHub bans security researcher who posted zero-day Windows exploits
受众观点：① 有人指出研究员在 GitHub 和 GitLab 都被封禁，质疑平台对安全研究的容忍度（@jrflowers） ② 评论者认为研究员本人行为激进，讨论披露方式是否越界（@cortesoft） ③ 不少人担心微软会后悔这种处理方式，担忧研究员转而把零日卖给更危险的买家（@bitbasher）
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- @jrflowers (0): > forcing them to pack up and move shop to GitLab instead. https://gitlab.com/nightmare-eclipse Blocked user @nightmare-eclipse Looks like they’re banned on GitLab as as well?
- @cortesoft (0): Researcher seems a bit unhinged.
- @0cf8612b2e1e (0): Surely, the public string of exploits means he can find gainful employment from any of the various spooks?
- @__d (0): Shoot the messenger. That’ll fix it.
- @bitbasher (0): I can’t help but feel Microsoft will regret this. Guy finds zero days and gets no compensation. Instead gets banned. Guy sells zero days elsewhere.
Hacker News 讨论一个用买高帽子来隐喻现代金融和债务循环的互动作品，讽刺消费主义和信用体系。
The Permanent Upper Crow
受众观点：① 很多评论觉得作品有趣又扎心，认为很好地还原了现实金融系统的荒诞（@Yumat） ② 有人用长评论进一步延展债务、利息、通胀如何叠加放大个人负担，把游戏隐喻和现实细节对上号（@dheera） ③ 也有人表示自己选择不买高帽子就能跳出循环，把它看作对炫耀性消费的反思（@arjie）
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- @aselimov3 (0): This is quality
- @Yumat (0): It never ends… Super cool concept
- @saaaaaam (0): Well done! Fun and satirical
- @dheera (0): Yep, this is basically the world today. The only difference in the real world: "What if I told you you can buy that $10 hat today using borrowed money that you don't have, pay $1/year interest for the rest of your life until you pay it back, but you have to earn $2/year more in…
- @arjie (0): Fascinating. I was able to escape the suffering by simply not purchasing a top hat. An interesting lesson that the pursuit of conspicuous consumption is the root of one’s own suffering. A strange game. The only winning move is not to play.
Hacker News 讨论一篇关于写作与创作痛苦期的文章，引用 Ira Glass 著名段落，强调通过大量练习才能缩小“品味与作品质量之间的差距”。
I hated writing until I learned there’s a science to it (2024)
受众观点：① 认同 Ira Glass 所说“作品配不上自己品味”的创作者，正在经历长期输出却对成果不满意的阶段（@ortusdux） ② 做学术或技术写作，觉得把复杂工作浓缩成清晰论文或说明文非常困难但又有价值的人（@kitchi） ③ 把写作视为“通过堆字数掩盖薄弱想法”的反讽者，对写作本身抱有复杂情绪的读者（@acheron）
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- @ortusdux (0): Nobody tells this to people who are beginners, I wish someone told me. All of us who do creative work, we get into it because we have good taste. But there is this gap. For the first couple years you make stuff, it’s just not that good. It’s trying to be good, it has potential,…
- @kitchi (0): Academic writing is surprisingly hard. Distilling months or years of work into its essential ideas is almost as challenging (for me anyway) as the research itself. Often it forces a clarity that only comes from writing ideas down in a way that's necessary to explain your results…
- @readthenotes1 (0): Nice of her not to divulge the science of it and just say it's a lot of iterations. That would not make me hate writing less.
- @acheron (0): “I used to hate writing assignments, but now I enjoy them. I realized that the purpose of writing is to inflate weak ideas, obscure poor reasoning and inhibit clarity. With a little practice, writing can be an intimidating and impenetrable fog!” https://www.gocomics.com/calvinan…
- @QuantumNoodle (0): So "be bad until git gud" through iterations and refining.
Hacker News 讨论一篇用《Tron: Legacy》电影画面讲解计算机概念的文章，并延伸到版权、fair use 与老旧系统安全漏洞等话题。
Nitpicking the shell history scene in 'Tron: Legacy'
受众观点：① 关注技术内容创作与版权边界的开发者，讨论 fair use/fair dealing 在教学类视频中的适用（@jgrahamc） ② 喜欢从影视作品里挖计算机安全梗、老漏洞彩蛋的极客群体（@scottlamb） ③ 对《Tron: Legacy》世界观和角色设定感兴趣、会从剧情角度解读“杀进程”等细节的影迷程序员（@AkBKukU）
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- @jgrahamc (0): Wonderful! At the bottom he notes: "I’m sitting in the UK as I write this. Under UK law, I believe this should constitute fair dealing: the purpose is quotation for criticism and review, and this single screen capture is in no way an alternative to paying to see the original fil…
- @stephenlf (0): Very fun analysis!
- @scottlamb (0): $ login -n root Login incorrect login: backdoor No home directory specified in password file! Logging in with home=/ # I think this is supposed to be something like CVE-1999-0113 (or its very recently discovered/disclosed friend CVE-2026-24061). It's the sort of thing you might…
- @AkBKukU (0): > Killing some processes to free up memory This section is disregarding a key lore element, the inhabitants of the grid are programs. Killing a process in this context more likely has an interpretation of an attempt to stop an individual such as the villain Clu. I would say an a…
- @s_dev (0): As an aside the Daft Punk soundtrack that accompanies this film is an absolute masterpiece. I think it's their best work. It's such a shame the film doesn't live up to it's own soundtrack.
Hacker News 上一位作者分享自制无线键盘控制板 nice!nano 卖出五万块的故事，引发对小众硬件市场和商标保护的讨论。
I made a million dollar product from my dorm room (2025)
受众观点：① 有人感叹只要做出真正被需要的东西，小众市场也能卖出惊人规模（@Centigonal） ② 读者好奇作者在营销和社区运营上做了什么，想了解如何抓住运气和时机（@Aurornis） ③ 有人讨论克隆板用同样固件带来的商标和品牌混淆问题，认为商标维权可能比专利更现实（@fragmede）
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- @Centigonal (0): Wow, sometimes it can be as simple as "make something people want."
- @swframe2 (0): In the late 80s, a friend turned his comsci class project into a product. The company was making about $25m. It died due to a patent dispute. He later started a dot com that is still very successful.
- @Aurornis (0): This is a really cool story. If the author is reading: It would be interesting to read about your experiences with marketing and building support for your products. I know you said a lot of it was luck and timing, but it would be helpful to get your thoughts on which moves you m…
- @fragmede (0): > both of these new boards that popped up are advertised as nice!nanos and are shipped with the exact same firmware I use on the nice!nano, so when someone plugs it in, it says it’s a nice!nano. Trademark dispute is the way to go. Since there were no stories about an onerous amo…
- @c7b (0): I admit, I barely understand what the product does, much less how there's 50k people wanting this. This is a component you can use if you're building a DIY keyboard and want to make it wireless? Seems profoundly niche to me. Am I missing something? Anyway, congrats on finding an…
ai_for_success 宣称 Anthropic 的 Opus 4.8 已正式发布，并在几乎所有基准测试上击败 GPT 5.5，同时感叹 Dario 回归。
🚨 Official: Opus 4.8 is out and beating GPT 5.5 in almost all benchmarks. Dario is back. https://t.co/8N7TNV9JpD
受众观点：① 对 Opus 4.8 超越 GPT 5.5 的说法既兴奋又担心代价的用户（@pandey_kri91612, 4likes） ② 单纯为 Anthropic 和 Dario 回归欢呼的粉丝型用户（@azed_ai, 4likes） ③ 关注后续更专业模型如 DeepSWE 的开发者（@yklnss, 2likes） ④ 质疑“几乎所有基准”说法、想看更细拆分数据的理性用户（@fanofaliens, 1like）
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- @pandey_kri91612 (4): @ai_for_success It's back but at what cost😭😭😭😭 https://t.co/1l6ghddUJo
- @azed_ai (4): @ai_for_success Yaaaaaay https://t.co/zEHK7qUbSU
- @yklnss (2): @ai_for_success Im personally waiting for DeepSWE
- @fanofaliens (1): @ai_for_success All benchmarks? Are you kidding me?
- @iamfakhrealam (1): @ai_for_success The game is on
ryolu 用比喻描述软件从“一个个有边界的应用房间”向“像材料一样无处不在的 AI 织物”演变，暗示 AI 正在打破传统 app 形态。
from apps to material software used to be something you opened an app was a room with walls: calendar here, notes there, music there, work there. each one had its own logic, buttons, its own little k…
受众观点：① 对“软件从 app 变成 material”这一类产品哲学感兴趣的设计师和开发者（@yeeeeezos, 2likes） ② 把这种形态想象成“数字织物”、对交互隐喻很敏感的创作者（@Lay_Bacc, 1like） ③ 纯粹喜欢作者写作风格、被文案打动的粉丝（@HarshitKhemani, 1like） ④ 关注 @pangramlabs 等在做新形态界面的产品人（@PatrikarSanket, 1like）
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- @yeeeeezos (2): @ryolu_ add software to the periodic table already
- @Lay_Bacc (1): @ryolu_ like fabric, but digital
- @HarshitKhemani (1): @ryolu_ i love the way you write goat
- @PatrikarSanket (1): @ryolu_ @pangramlabs ai?
- @__egan_ (0): @ryolu_ The material can also flex and grow to your environment where you need it
作者发布 TeslaNav Storage：一款在特斯拉中伪装成 U 盘、带网页界面的迷你电脑，用来浏览和导出行车录像，项目完全开源并提供预制套件。
introducing TeslaNav Storage a mini-computer that appears to your Tesla as a USB but has a web UI with a clips browser to easily download and export clips fully OSS, with part lists & kits (avail…
受众观点：① 作者补充说明提供预制套件和 GitHub 仓库，强调完全开源且大约一百美元即可即插即用（@ryanvogel, 7likes） ② 有人担心暴露 Web 端口会增加特斯拉被黑的风险，安全性是首要顾虑（@thekitze, 7likes） ③ 也有人从硬件角度提问是否可以用 ESP32 这类更轻量的芯片实现 Web 服务器和视频流，关注成本与性能权衡（@wesbos, 4likes）
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- @ryanvogel (7): https://t.co/VG3x1uypIU ← sign up for the prefab kits (should be around $100-110 per kit with everything included for plug and play) github is https://t.co/xTtoXscSuI and contains everything you need to get it working yourself
- @thekitze (7): @ryanvogel so i expose a web port to get my tesla hacked??? no tnx!!1
- @wesbos (4): @ryanvogel awesome. did you try run it with an ESP32 instead? You can run webservers on them, not sure if it would have enough to stream video though
- @ryanvogel (2): would love to collab with @CamCutApp on this
- @BaneyDonovan (1): @ryanvogel You just doing side quests while working at a main quest company. You are amazing.
作者晒出一段“给特斯拉准备好”的预告视频，暗示即将发布与特斯拉相关的新开源硬件或配件项目。
a little teaser of what’s to come get your teslas ready https://t.co/H54Sna4qMQ
受众观点：① 有人好奇能否用这个项目在特斯拉里播放动漫内容，说明用户对娱乐和个性化场景有期待（@daradoescode, 6likes） ② 有人吐槽适配线材和接口问题，比如是否需要 USB-C 转接头，关注实际使用细节（@lucatac0, 3likes） ③ 也有人提到 Raspberry Pi Zero 2W 等开源硬件生态不算丰富，对未来开源实现抱有期待（@hahahibaa, 1likes）
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- @daradoescode (6): @ryanvogel can I get anime dax in my tesla w/ this??
- @ryanvogel (3): https://t.co/JDaIn034LJ
- @lucatac0 (3): @ryanvogel Not getting a USB C to USB Adapter?
- @Crocotroni (3): @ryanvogel It does not look very happy https://t.co/l3fwWd2mLe
- @hahahibaa (1): @ryanvogel There r not much open source with the raspberry rezo 2w looking forward to whatever ur gonna make :)
作者晒出正在折磨自己的特斯拉相关设备进展，表示完成后会非常酷且完全开源，配图展示了正在开发的硬件原型。
this device is kicking my ass but when I am done it's gonna be so cool (and completely open source) https://t.co/GGtpp7RRgZ
受众观点：① 有人关心项目是否能在自己特斯拉租约结束前开源出来，说明潜在用户对时间窗口和可用性很敏感（@pkyanam, 2likes） ② 有人吐槽特斯拉接口还停留在 USB-A，关注兼容性和未来适配问题（@nearbycoder, 1likes） ③ 也有人直接问这个“Tesla dongle”到底能做什么，说明功能定位和价值主张还不够清晰（@DoceHenry, 0likes）
展开评论
- @ryanvogel (9): https://t.co/kdbRpEosf5
- @ryanvogel (3): https://t.co/JDaIn034LJ
- @pkyanam (2): @ryanvogel My Tesla lease ends on June 13th, wanna OSS it before then?
- @nearbycoder (1): @ryanvogel Wait does Tesla not have usb type C ports yet?
- @DoceHenry (0): @ryanvogel The kicking-my-ass phase is when the actual work happens. What does the Tesla dongle do?
Ernesto 分享一款专做派对邀请的简单应用月入 10 万美金、月下载 6 万的案例，提醒大家不要过度复杂化自己的产品想法。
$100K/mo for an app that just makes party invitations😭 literally just canva but for invites 60k people downloaded this last month literally the most unnecessary app ever and you are still overthinkin…
受众观点：① 觉得简单想法赚不到钱、因此迟迟不敢启动项目的独立开发者（@Joey_Walker82, 3likes） ② 关注 Ernesto 这种引用爆款推文做内容玩法、想学习内容增长策略的创作者（@elvissun, 2likes） ③ 认同“想法不难，难的是选定人群并长期执行”的产品人（@useinvestorsgo, 1like） ④ 被各种离谱赚钱 app 激励、意识到市场容忍“无聊但刚需”产品的观察者（@XpertTradess, 1like; @LucaCaponeX, 1like）
展开评论
- @Joey_Walker82 (3): @ErnestoSOFTWARE It appears the more pointless the app the more money it makes.
- @elvissun (2): @ErnestoSOFTWARE love this quoted tweet content play you've got going here, this is like an infinite content machine lol
- @useinvestorsgo (1): @ErnestoSOFTWARE the idea was never the hard part. they picked a specific person with a specific problem and built something dead simple. 8 years of showing up is what got them to $100k/mo.
- @XpertTradess (1): @ErnestoSOFTWARE Theres a bug 🐜 scanner app that’s making half a million a MONTH rn. Completely vibe coded lol.
- @LucaCaponeX (1): @ErnestoSOFTWARE Best cure for overthinking. My first product was embarrassingly simple. Almost didn't ship it. Turns out the only thing not ready was my confidence.
作者面向 SaaS 和创业者发起每周一次的展示贴，邀请 100 多位创始人在评论区分享自己正在做的产品和项目。
SaaS/Startup founders What are you building currently? Show your amazing product below, join 100+ founders here every week. #indiehackers #buildinpublic https://t.co/GKjD5CKX96
受众观点：① 作者在评论区先自报家门，介绍自己在公开构建浏览器 AI Agent，并附上产品链接，示范了如何利用该贴做曝光（@robert_shaw, 5likes） ② 多位创始人分享自己的产品，如一体化营销包、企业级 AI 搜索等，说明这类帖子已经形成固定的创始人展示社区（@SaidAitmbarek, 3likes; @outcomeops, 3likes） ③ 也有人直接贴出自己项目的 landing page 或产品链接，希望借机获取流量和用户（@HeadlessDomains, 7likes; @ComplyOnce, 3likes）
展开评论
- @HeadlessDomains (7): @robert_shaw https://t.co/Ve4bWn5pcJ https://t.co/dIwl5O48uT
- @robert_shaw (5): I'll go first. I am building and growing my side project in public and sharing the journey on @x. Currently, I am growing An AI Agent for your browser. Browse less. Get more done. https://t.co/TfyPWjTqKB
- @SaidAitmbarek (3): @robert_shaw Hey guys, I’m building an all-in-one marketing pack for founders. Launch, reach 30k+ makers/mo, get users & customers. https://t.co/uvOQmnaux0 Has auto-distribution + marketplace spots for your product.
- @outcomeops (3): @robert_shaw Enterprise AI Search. Connect your tools one unified Search. https://t.co/WdIvzwWg0t
- @ComplyOnce (3): @robert_shaw check this out Robert: https://t.co/n81ByT5EVJ
ai_for_success 宣布印度用户现在可以在 Gemini 应用中搭配 Omni Flash 使用 Edit 功能，并感谢 @joshwoodward 和 @GeminiApp 团队。
Indian users can now use the Edit feature with Omni Flash in the Gemini app 🔥 Thanks to @joshwoodward and the @GeminiApp team. https://t.co/4XEYDkQV4W
受众观点：① 认为作者在推动 Google 为印度用户加速决策、关注本地化功能开放节奏的用户（@divax_shah_, 3likes） ② 看到印度作为大市场被重视、从宏观角度讨论市场潜力的人（@RalphTheMaker, 2likes） ③ 对比 Gemini 与其他模型（如 Lyria 3）体验、在多模型间切换的重度用户（@AdityaN71677515, 2likes）
展开评论
- @divax_shah_ (3): @ai_for_success @joshwoodward @GeminiApp You are single handedly making Google make decisions for India. 😅
- @RalphTheMaker (2): @ai_for_success @joshwoodward @GeminiApp India is a big market.
- @AdityaN71677515 (2): @ai_for_success @joshwoodward @GeminiApp Surprisingly try Lyria 3 it's great man.
- @HGehlot9 (1): @ai_for_success @joshwoodward @GeminiApp https://t.co/S2zjjq7Qf6
- @thewayismoke (0): @ai_for_success @joshwoodward @GeminiApp Main sirf ek language model hoon aur main ismein aapki madad nahin kar sakta.
Aiden Bai 宣布 React Doctor 现在支持 Preact，可以在项目里扫描并修复常见 Preact 反模式。
React Doctor now supports Preact Find Preact anti-patterns and fix them npx react-doctor@latest https://t.co/aUiJLkEuFs
受众观点：① 开发者关心如何在终端直接运行 react-doctor 并查看开源仓库，说明 CLI 形态和开源透明度是采用门槛（@aidenybai, 8likes） ② 有用户在 Preact 项目里尝试命令却遇到“No React dependency found”报错，暴露出多框架兼容和错误提示体验的问题（@alan_ensastegui, 1like） ③ 现有用户认为 react doctor 非常有价值，证明这类“代码体检”工具在前端团队中有清晰的痛点匹配（@weswinder, 1like）
展开评论
- @aidenybai (8): Run in terminal: npx react-doctor@latest Open source here: https://t.co/APAcpkPWrB
- @alan_ensastegui (1): @aidenybai Tried `npx react-doctor@latest` in a preact project and got the error “No React dependency found…”
- @weswinder (1): @aidenybai react doctor is immensely valuable
- @rayhanadev (0): @aidenybai huge!!
boringmarketer 强调在人人都能轻松造产品的时代，提前把 5 万订阅的邮件列表等分发渠道做起来的创始人极其稀有，真正的护城河在于分发能力。
Good marketers are more valuable than ever! Where are the founders quietly building a 50,000 subscriber newsletter before they launch or try to fundraise while everyone else is making the same launch…
受众观点：① 有创作者分享自己已经运营到 4 万邮箱订阅，印证了大体量邮件列表在募资和产品发布前的价值（@ashnichrist, 3likes） ② 有人认同在工具构建越来越容易的环境下，真正难的是持续营销和获客，单纯会做产品远远不够（@CmpanyLTD, 1like） ③ 做 Substack、YouTube 和 X 增长服务的从业者提到，过去 5k 美元/月的代运营现在能收 1 万以上，说明在 AI 自动化泛滥后，优质分发和增长服务的溢价在上升（@_sgarbini, 1like）
展开评论
- @ashnichrist (3): @boringmarketer 40k email list reporting in :)
- @CmpanyLTD (1): @boringmarketer Never really comment on anything but love your stuff, in this world where you can build so easily, marketing is way more challenging and you keeping making that point. So many content creators talking about building apps, websites etc is so easy, ok, then what?
- @ryan_doser13 (1): @boringmarketer Couldn't agree more
- @_sgarbini (1): @boringmarketer as somebody who grows substacks, youtube channels and x pages I've seen a massive shift clients who'd pay me $5k/mo 6 months ago are paying $10k+ for the same work. it seems like everyone automating with ai has increased the urge for founders to stand out.
- @ItsMattGeer (1): @boringmarketer Agreed, esp. with the recent news from Google, and then with how noisy social is (which will become noisier IMO (AI = more output)). Priority should be attention. I'm literally thinking about this now – that all projects need to start with "how do I get in front…
ai_for_success 提到 Claude Opus 4.8 即将发布，并预期 OpenAI 也可能很快有新动作，暗示大模型竞赛进入高频迭代阶段。
Opus 4.8 is imminent and we might see something from OpenAI as well. https://t.co/W2Vve0LJdh
受众观点：① 有人认为竞争加剧会带来更好的工具和更快的交付效率，对开发者是利好，期待“军备竞赛”继续（@mallexibra, 1like） ② 有评论把 Opus 4.8 看作迈向 Mythos 前的最后一步，并预测 OpenAI 会做出回应，强调各家实验室像在赶一个只有自己知道的截止日期（@JulieLovesTech, 0like） ③ 也有人提到企业环境里连 Opus 4.7 和 GPT 5.5 都还没开通，说明前沿模型发布和大公司落地之间存在明显时滞（@FZaslavskiy, 0like）
展开评论
- @mallexibra (1): @ai_for_success Competition is getting tight. Better tools mean faster delivery for us devs. Let the race begin.
- @JulieLovesTech (0): @ai_for_success the pace of releases right now is making monthly model updates feel slow. Opus 4.8 as the final step before Mythos. OpenAI likely responding. the labs are shipping like they're racing a deadline only they can see.
- @FZaslavskiy (0): @ai_for_success My corp org has not even turned on Opus 4.7 or GPT 5.5 in copilot. Why no idea but GPT 5.4 does the job pretty good for most stuff I do I am not even that mad
- @captain_marrvel (0): @ai_for_success @daniel_mac8 OpenAI won’t release any new model this month. 5.5 will hold the forth for a few more weeks
- @ECLresearch (0): @ai_for_success Finally, a real benchmark update worth watching. Opus has been quiet too long.
robert_shaw 发起每周一次的 SaaS 和初创创始人展示贴，邀请 indiehackers 在评论区分享自己正在打造的产品。
SaaS/Startup founders What are you building currently? Show your amazing product below, join 100+ founders here every week. #indiehackers #buildinpublic https://t.co/ckpmp4gXlP
受众观点：① 很多创始人借机推介自己的营销工具、硬件项目和独立产品，希望获取曝光和早期用户（@SaidAitmbarek, 3likes；@PavlovBD, 2likes） ② 帖主自己也在分享“浏览器 AI Agent”等 side project，营造 build in public 的互推氛围（@robert_shaw, 2likes） ③ 一些小团队用一句话清晰说明产品定位和链接，利用话题标签 #indiehackers #buildinpublic 做精准获客（多人附和）
展开评论
- @SaidAitmbarek (3): @robert_shaw Hey Rob., I’m building an all-in-one marketing pack for founders. Launch, reach 30k+ makers/month, get users & customers. https://t.co/uvOQmnaux0 Includes auto-distribution + marketplace spots for your product.
- @robert_shaw (2): I'll go first. I am building and growing my side project in public and sharing the journey on @x. Currently, I am growing An AI Agent for your browser. Browse less. Get more done. https://t.co/TfyPWjTqKB
- @PavlovBD (2): @robert_shaw Hey! I'm currently working on hardware startup for Europe @pemeuglobal It's a very interesting experience. Also I love building Framer sites for business 🙌
- @sara_nambiar (1): @robert_shaw we’re building Mirage - lets you make your own version of the internet https://t.co/v1N2uXdRV2
- @huangfen625 (1): @robert_shaw Sealdy helps freelancers generate airtight contracts and quotes instantly — covering IP, payment protection, and every clause you need;https://t.co/wdbGWymFmc
IndieGameJoe 分享一款名为 MECCHA CHAMELEON 的多人捉迷藏独立游戏，玩家需要给自己身体上色伪装在场景中求生。
This indie dev is making a hide-and-seek game where you literally paint your own body to blend into the environment - Your artistic skills are key to survival - Pose to blend in - Up to 10 players in…
受众观点：① 很多玩家觉得创意新颖但担心自己没有绘画天赋，在游戏里只能当“找人”的一方（@Xzinic1, 814likes；@MarieleRedclaw, 175likes） ② 评论区普遍夸赞玩法和美术风格很有创意，认为这是少见的新鲜捉迷藏机制（@DontFretGame, 724likes） ③ 也有人质疑实际对局中伪装效果是否足够好，担心最后还是变成“找人形轮廓”的游戏（@turbo0794818110, 330likes）
展开评论
- @Xzinic1 (814): @IndieGameJoe As I have no artistic talent, I will only be seeking. In terms of originality, it is intriguing as a concept. Though I fear the painting feature will be used nefariously.
- @DontFretGame (724): @IndieGameJoe This is super creative! Love this!
- @IndieGameJoe (486): "Paint yourself to blend in! "Meccha Chameleon" is a new-sensation hide-and-seek game where you paint your white body to mimic the stage." this looks incredible wow! wishlist here and follow the talented dev @lemorion1224 https://t.co/fKBGglvS5d
- @turbo0794818110 (330): @IndieGameJoe fun concept but wouldn't it just devolve into "look for the humanoid figure"? unless it actually blends you in really well in gameplay, but the footage here doesn't seem to show that
- @MarieleRedclaw (175): @IndieGameJoe "Your artistic skills are key to survival" yeah I'll be dead in 15 seconds
Claude 官方发布 Claude Code 的 Remote Control 功能，让你在本地终端启动任务后，可以用手机或网页远程继续控制同一会话。
New in Claude Code: Remote Control. Kick off a task in your terminal and pick it up from your phone while you take a walk or join a meeting. Claude keeps running on your machine, and you can control…
受众观点：① 官方补充说明 Remote Control 目前在 Max 用户的 Research Preview 中开放，并给出 `claude rc` 命令和文档链接，方便开发者上手（@claudeai, 2415likes） ② 有用户调侃这是“让 Claude 自己干活别出错”的工作流，体现大家对自动化写代码的期待和担忧（@izana3133, 1539likes） ③ 一些用户指出开源项目 openclaw 早就有类似体验，认为 Claude 正在追赶这类工作流，并强调“开任务走路时用手机接力”这种用法非常上瘾（@vlelyavin, 325likes）
展开评论
- @claudeai (2415): Remote Control is now available in Research Preview for Max users, and coming soon to Pro users. Run `claude rc` to get started. Docs: https://t.co/mdW9AaC0zM
- @izana3133 (1539): @claudeai “Ok Claude Code, do whatever u want, just make no mistakes” https://t.co/iQnMT75TqM
- @TimJayas (678): @claudeai Another day another update by Claude. Another Startup just got wiped. https://t.co/vut5AwT0SE
- @vlelyavin (325): @claudeai openclaw users have had this for months but it's cool to see claude code catching up lol ngl the "start a task and check from your phone" workflow is genuinely addictive once you try it
- @effiebio (252): @claudeai https://t.co/z4F2IQYFRj
OpenAI 宣布自家模型在平面单位距离问题上取得突破，推翻了数学界近 80 年来关于最优解类似方格网的主流猜想。
Today, we share a breakthrough on the planar unit distance problem, a famous open question first posed by Paul Erdős in 1946. For nearly 80 years, mathematicians believed the best possible solutions…
受众观点：① 有人讽刺这可能只是训练数据里早就存在的结果，被模型“捞”出来而已，质疑真正创新性（@boneGPT, 380likes） ② 官方强调这是通用推理模型而非专门的数学系统，认为对数学和 AI 社区都是重要里程碑（@OpenAI, 3264likes） ③ 也有用户从人文角度担忧，如果重大成就都由 AI 完成，人类变成被动旁观者会让未来变得压抑（@CircumjovialLLC, 374likes）
展开评论
- @VictorTaelin (4146): @OpenAI the 4chan anon who contaminated the dataset with this incredible insight must be really proud right now
- @OpenAI (3264): The proof came from a general-purpose reasoning model, not a system built specifically to solve math problems or this problem in particular, and represents an important milestone for the math and AI communities. https://t.co/a0DKbCAWZI
- @coreyward (834): @OpenAI Don’t get fooled by the phishing attempt. cc: @nikitabier https://t.co/h4wKfOJWxr
- @boneGPT (380): @OpenAI @wyqtor BREAKING: Proof was already in the training data solved decades ago again
- @CircumjovialLLC (374): @OpenAI This is not a human achievement. We exist for human achievement. A world where we are all passive observers while AI models do all the achieving is a nightmarish dystopia and humanity can choose not to take that path.
DataChaz 吐槽 Starbucks、Microsoft、Uber 三个 AI 项目翻车案例，调侃这是 AI 抢工作受挫、人类“重获希望”的一周。
> Starbucks' AI can't even count coffee cups right > Microsoft pulling the plug on Claude for its own team > Uber burned $3.4B in AI budget in 4 months just to see zero return 3 massive setb…
受众观点：① 有人指出 Uber 花 34 亿美元在 AI 基建上却没产出，其实延续了过去先砸钱后找产品的老路，而不是 AI 本身的问题（@shipwithjay, 51likes） ② 有评论半开玩笑地把失败归咎于没请“专业 prompt engineer”，反映大众对 AI 项目失败原因的误解和调侃（@anshkapuriya, 22likes） ③ 也有人从劳工和移民角度抱怨，即便 AI 项目失败，岗位也未必回到本地员工身上（@uoislame, 21likes）
展开评论
- @DataChaz (75): Uber: https://t.co/InjSNE1vsm
- @shipwithjay (51): @DataChaz the uber 3.4b figure is the most relatable item on this list. spending billions on novel infra before product clarity is just normal uber. AI didn't change that pattern, it gave them a faster way to do it
- @anshkapuriya (22): @DataChaz They failed to hire professional prompt engineers who can complete tasks at less token usage. 😅
- @uoislame (21): @DataChaz Except all those companies did the layoffs and rehired H1Bs from India. You ain’t getting your job back. And the quality ain’t improving.
- @ShemiraMonet (19): @DataChaz We definitely need more of this to happen bc it feels like the villains are winning rn 😭
trq212 宣布 Claude 推出自动记忆功能，可以跨会话记住你的项目背景、调试习惯和偏好，并通过 Claude.MD 和 Memory.MD 管理这些信息。
We've rolled out a new auto-memory feature. Claude now remembers what it learns across sessions — your project context, debugging patterns, preferred approaches — and recalls it later without you hav…
受众观点：① 官方解释 Claude.MD 是给用户写指令的地方，而 Memory.MD 是 Claude 自己更新的记忆草稿本，用户可以让 Claude 记住特定信息（@trq212, 998likes） ② 有人惊叹团队迭代速度很快，认为这是 Claude 持续增强开发者体验的一环（@jrmys, 223likes） ③ 不少用户第一反应是问“能不能关掉”，担心自动记忆带来的隐私和误记问题（@henrytdowling, 88likes；@backnotprop, 32likes）
展开评论
- @trq212 (998): You can now think of Claude.MD as your instructions to Claude and Memory.MD as Claude's memory scratchpad it updates. If you ask Claude to remember something it will write it there.
- @jrmys (223): @trq212 the team’s shipping speed is crazy https://t.co/bdR1ieS6wR
- @henrytdowling (88): @trq212 Is there a way to turn it off?
- @backnotprop (32): @trq212 Can it be turned off
- @justalexoki (30): @trq212 this seems like its gonna backfire
IndieGameJoe 推荐一款名为 Unemployment Simulator 2018 的独立生存恐怖游戏，玩家扮演失业者在公寓里维持多巴胺和基本生理需求。
This indie dev made a survival horror game where you're unemployed and can literally die of boredom - Must maintain high dopamine levels - Eat, drink, use the toilet & wash yourself - Hide from r…
受众观点：① 很多玩家调侃这根本不是恐怖游戏，而是自己现实生活的写照，产生强烈共鸣（@LeesiBB, 334likes；@ColorTheBooks, 184likes） ② 有人用梗图对比“有工作的人玩这游戏”的反差，进一步放大题材的讽刺感（@bienjamyn, 163likes） ③ 帖主补充了游戏背景设定和像素美术链接，鼓励大家 wishlist 并关注开发者账号（@IndieGameJoe, 111likes）
展开评论
- @LeesiBB (334): @IndieGameJoe “horror game” and it’s literally just my life https://t.co/23Y06ZquyJ
- @ColorTheBooks (184): @IndieGameJoe It's too early in the morning for these kinds of personal attacks, Joe...
- @bienjamyn (163): @IndieGameJoe an employed person playing this game https://t.co/mgHnkjVe4P
- @IndieGameJoe (111): "The year is 2018, you are trapped in a single-bedroom apartment somewhere in an undisclosed Nordic welfare state." this is very interesting haha (great pixel art too!) check the game out here and follow the talented dev @unemploysim2018 https://t.co/JeYUGOixsn
- @Sleezejameson (99): @IndieGameJoe I thought the whole point of video games was escapism…..
IndieGameJoe 介绍一款名为 CHEW YOUR FOOD 的独立生存恐怖游戏，主角被怪物吞下后失去双腿和一只眼睛，需要在胃里爬行逃生。
This indie dev is making a survival horror game where a monster steals your left eye, splitting your POV for the rest of the game - You have no legs - Must escape the monster's stomach - Re-secure ba…
受众观点：① 帖主补充了游戏简介和商店链接，强调这是通过爬行、解谜和听声辨位逃出怪物胃部的恐怖体验，并为开发者导流（@IndieGameJoe, 199likes） ② 玩家联想到其他硬核恐怖游戏中被截肢的体验，觉得设定残酷但有吸引力（@TechBoomGames, 183likes） ③ 有人特别喜欢手绘画风，认为这种风格让人想起早期 Newgrounds 时代的独立作品（@ColorTheBooks, 67likes）
展开评论
- @IndieGameJoe (199): "It didn't chew you properly. Escape its stomach by crawling, solving puzzles, listening carefully, and avoiding monsters in this survival horror." guys, this looks incredible! and scary asf haha! wishlist https://t.co/nIs1pQOLkN and follow the talented dev @CocoDayoMusic
- @TechBoomGames (183): @IndieGameJoe It’s like when you get your legs cut off in Fear & Hunger games. Nice
- @ColorTheBooks (67): @IndieGameJoe Love the hand drawn at style of this. Reminds me of the good ol newgrounds days
- @ForgetfulHatter (51): @IndieGameJoe https://t.co/r6JlTuXrgh
- @CocoDayoMusic (26): @IndieGameJoe thank you for sharing my game! 🦷
播客账号引用黄仁勋称“OpenClaw 是新电脑”，把当前 OpenClaw 热潮类比为早期 PC 时代，强调只有少数重度用户看懂其潜力。
"OpenClaw is the new computer." — Jensen Huang This is the early PC era all over again. A few power users see it. Everyone else hasn't even started. "It's the most popular open source project in the…
受众观点：① 质疑用几周 GitHub star 对比 Linux 三十年积累的合理性，认为两者在基础设施层级完全不同（@eshanbuilds, 609likes） ② 有人认为这是典型“钓鱼式”话术，社区一次次被夸张类比带节奏（@_0xShunya, 175likes） ③ 部分用户直接提醒 Openclaw 存在严重安全问题，不适合用于严肃生产环境（@cameroncowan, 87likes）
展开评论
- @eshanbuilds (609): @startupideaspod comparing weeks of github stars to 30 years of linux is insane. linux runs the internet. openclaw runs on the internet. these are not the same thing
- @_0xShunya (175): @startupideaspod He is baiting people and they are falling for it. Damn, they have done it like million times, and still people fall for it.
- @onionjumokee (151): @startupideaspod https://t.co/Wdtha5io7J
- @ludwigABAP (127): "The timelines are extended gutters and the gutters are full of shit and when the drains finally scab over, all the vermin will drown. The accumulated filth of all their grift and retardation will foam up about their waists and all the lizards and entreprenoors will look up and…
- @cameroncowan (87): @startupideaspod Openclaw has massive security issues. Like massive. I can’t believe people are using it for anything serious.
Base 宣布推出 Base MCP，让 AI agent 能通过 MCP 连接 Base 账户，在链上进行换币、交易和投资组合管理，并调用 Base 上多款 DeFi 应用插件。
Introducing Base MCP Your agent's new gateway to Base → Connect an agent to your Base Account → Enable it to swap, trade, and manage your portfolio → Use plugins from leading apps on Base The next st…
受众观点：① 官方强调 Base MCP 已内置 Morpho、Moonwell、bankrbot、avantisfi、virtuals、Uniswap、Aerodrome 等技能，未来还会扩展更多协议（@base, 437likes） ② DeFi 协议方如 Uniswap 借机喊话，宣称“每个 agent 都能在 Base 上有家、都能在 Uniswap 上交易”（@Uniswap, 45likes） ③ 有开发者提到 Playground 由开源的 OpenClaude 驱动，并将接入 Base MCP，给构建者提供更强的链上能力（@gitlawb, 35likes）
展开评论
- @base (437): Skills make Base MCP more fun MCP includes skills for: - @Morpho - @MoonwellDeFi - @bankrbot - @avantisfi - @virtuals_io - @Uniswap - @AerodromeFi With more coming soon!
- @0xyoussea (107): @base Welcome Orbit, the Base MCP mascot 🟦
- @Uniswap (45): @base Every agent has a home on Base Every agent can transact on Uniswap
- @PRXVTai (38): @base The agentic economy is happening! Guess who's building the privacy rails? 👀
- @gitlawb (35): @base Playground is powered by our open source agent harness (OpenClaude). OpenClaude will now connect to base MCP to give builders the power of base.
NousResearch 宣布 Hermes Agent 内置 MCP Catalog，让用户可以直接在代理里浏览和接入各类 MCP 集成能力。
Hermes Agent now has a built-in MCP Catalog https://t.co/NWDA5pRMu0
受众观点：① 有用户表示这是很棒的更新，已经准备根据新能力更新自己的 Playbook 使用流程（@IBuzovskyi, 16likes） ② 社区关注具体集成方向，比如通过 MCP Catalog 接入 n8n、Linear 等自动化和项目管理工具，期待更多工作流级联动（@HermesAgentTips, 6likes）
展开评论
- @NousResearch (60): https://t.co/0djbR16tlz
- @TampaBayHustler (24): @NousResearch Let’s fix this “NoneType” error all Codex users are facing…
- @IBuzovskyi (16): @NousResearch Amazing update will need to update my Playbook https://t.co/NEM9wMCcxz
- @noctus91 (12): @NousResearch Which way? https://t.co/2Gv4qikBqN
- @HermesAgentTips (6): @NousResearch Solidddd! n8n & Linear integrations through MCP catalog! @nousresearch cooking again? let’s goooooo
OpenAI Devs 宣布支持在企业内网部署私有 MCP 服务器，通过仅出站 HTTPS 隧道让 ChatGPT、Codex 和 Responses API 安全访问内部系统。
Private MCP servers 🤝 OpenAI products Your team can keep MCP servers inside your network while ChatGPT, Codex, and the Responses API connect through outbound-only HTTPS. 🔗 https://t.co/UVq0KpT0km htt…
受众观点：① 官方补充介绍 Workload Identity Federation，为 OpenAI API 引入云端身份管理，减少在服务间分发长期 API key 的需求（@OpenAIDevs, 176likes） ② 有开发者指出“仅出站 HTTPS 听起来安全，但所有请求仍要经过 OpenAI 隧道”，担心内部工具被过度观测和数据外流（@apifromwithin, 5likes） ③ 部分人把这视为企业安全部署 MCP 的重大进展，认为可以少写一堆自建鉴权和隧道脚手架（@Dej_h, 2likes）
展开评论
- @OpenAIDevs (176): Workload Identity Federation brings cloud-based identity to the OpenAI API platform. Teams can manage access through IAM workflows while reducing the need to distribute permanent API keys across services. 🔗 https://t.co/FCoccpKUpp https://t.co/IJmsc3B8K9
- @apifromwithin (5): @OpenAIDevs Outbound-only HTTPS sounds secure until you realize OpenAI sees every request flowing through their tunnel. They're not just selling API access—they're instrumenting your internal tools. Data flows through their infrastructure whether you want it to or not.
- @Layton_Gott (3): @OpenAIDevs @tinkerersanky Cool but are we not going to address how bad GPT 5.5 has been lately compared to when it was first released?
- @Dej_h (2): @OpenAIDevs Major development for building inhouse MCP servers at companies safely without all the extra scaffolding for auth
- @itsnishantg (2): six months ago: everyone is arguing about which model is smartest. this week: openai ships wif and mcp tunnels. today: i’m crying in a chipotle because i’m trying to explain workload identity federation to a burrito. the model wars are over. the auth wars just started. i’m stari…
Beep 推出 Beep One-Shot Trader，让交易 agent 实时扫描 Hyperliquid 和 Polymarket 等市场，在条件满足时自动执行一次性交易。
Most traders spend hours scanning markets for one clean setup with the right timing. Now your agent does it for you in one click. Introducing Beep One-Shot Trader. Try now: https://t.co/HSpUBNtDrk 🧵…
受众观点：① 官方补充说明 agent 会实时扫描 Hyperliquid 和 Polymarket 的动量与信心指标，在条件对齐时自动择优执行一笔交易（@0xbeepit, 89likes） ② 有用户质疑“每个交易工具都说能找到干净 setup”，追问 Beep 的定义和以往工具有何本质不同（@fc_seguidores, 1likes） ③ 也有人从效率角度认可，相比手动跑自定义筛选器，这种 agent 明显缩短了操作流程，但担心信号误报率（@10_edmond, 1likes）
展开评论
- @0xbeepit (89): 1/ The mechanic Your agent scan Hyperliquid and Polymarket in real time, tracking the market's momentum and conviction. When conditions align, it executes one trade at the best entry. https://t.co/ufEC0s4tzd
- @MMTFinance (4): @0xbeepit Sweet! 😎
- @MaxOutSui (3): @0xbeepit Beep never stop 👀🍳
- @fc_seguidores (1): @0xbeepit Every trading tool says it finds clean setups. what makes beep's definition different from the last 10 that said this
- @10_edmond (1): @0xbeepit compared to running custom screeners manually, this cuts the workflow down significantly. the question is false positive rate on those setups
Brandon 宣传 @Meow，称其让 AI agent 通过一次指令就能完成注册公司、申请 EIN、开银行账户、发卡和转账等一整套公司搭建流程。
AI agents can now start real businesses. @Meow lets your AI agent form a company, get an EIN, open a bank account, issue cards, and move money in a single prompt. Works with Claude, Cursor, ChatGPT,…
受众观点：① 很多人用玩笑方式放大想象空间，比如希望 AI agent 能直接往账户里打天文数字资金（@chasedownleads, 52likes） ② 有人调侃更想要能远程开打印机、取干洗衣服这类现实世界 agent，而不仅是金融流程自动化（@alifarhat79, 43likes；@WallStreetMav, 38likes） ③ 也有用户表示要开很多 LLC“just because I can”，体现出门槛降低后可能带来的滥用或过度注册现象（@litcapital, 30likes）
展开评论
- @chasedownleads (52): @brandon @meow Can my AI agent also deposit $12 gazillion into my account?
- @alifarhat79 (43): @brandon @meow I need an AI agent that could turn on my printer when I’m not at the office https://t.co/Cmr4JXRDsB
- @WallStreetMav (38): @brandon @meow I need an Ai agent that can pickup my dry cleaning and do my laundry.
- @litcapital (30): @brandon @meow I’m about to open up 45 LLCs just because I can
- @brandon (14): Form a business and open a bank account all from Claude using @Meow: https://t.co/NZYevI2zuk
博主分享胡彦斌在《歌手》节目里用 Claude Code 搭配 VS Code 自己开发粉丝社区 App“彦火”，调侃这是明星开始 vibe coding 的案例。
什么？连胡彦斌都开始vibe coding了！ 昨晚《歌手》片段，他用 Claude Code + VS Code，自己独立开发了粉丝社区App彦火，目前在TestFlight测试中 正所谓： 你要的 token 全拿走 把 memory 化成空 不要在乎 model context 有所保留 说过的话当 skill 附送 https://t.co/v9DoW3ZEmE
受众观点：① 有人指出节目组把“vibe coding”听成“webcoding”，字幕翻译成网络编程，体现大众对新开发范式的理解偏差（@dajiangchat, 40likes） ② 部分观众质疑歌手不用 AI 写歌却去写代码，怀疑这是在刻意营造人设（@kinghylon, 18likes） ③ 也有人认为胡彦斌在明星里算是科技断层、能做到这一步非常少见，预判 vibe coding 很快会从开发工具变成消费级工具（@samhimselff, 17likes；@stometaverse, 6likes）
展开评论
- @dajiangchat (40): @CryptoDoggyCN 搞笑的是胡彦斌说 vibecoding，节目组以为是 webcoding，然后字幕就翻译成了网络编程😅
- @kinghylon (18): @CryptoDoggyCN 歌手不用ai写歌，搞锤子代码。很难不怀疑在凹人设
- @samhimselff (17): @CryptoDoggyCN 那算是明星里的科技断层了
- @stometaverse (6): @CryptoDoggyCN vibe coding 从 dev tool 变成 consumer tool 的拐点比很多人想的来得快。
- @TheBitGlow (3): @CryptoDoggyCN 对于明星来说，能做到这个几乎是绝无仅有。令人钦佩
Ahrefs 的 Tim Soulo 宣布推出营销代理 Agent A，宣称能把营销做得好到公司不再需要 CMO，并配套了一支争议性广告。
Today, we're proud to announce a true revolution in marketing — we're launching Agent A: https://t.co/YMzG26ZSvq Agent A handles marketing so well, you won't even need your CMO. https://t.co/Zo2HUblR…
受众观点：① 有人直接调侃既然 Agent A 不需要 CMO，那 Tim 作为 CMO 本人是不是该被裁掉（@rikin311, 21likes） ② 多位营销从业者批评“你不再需要 CMO”是糟糕的角度，相当于把目标用户当成要被替代的对象（@stevenrecords, 15likes） ③ 也有人吐槽广告本身，把“杀掉营销人”的画面视为对本行业的冒犯，但同时注意到片尾免责声明很有戏剧效果（@YatMaxi, 10likes；@TurboDad, 9likes；@kristakdoyle, 8likes）
展开评论
- @rikin311 (21): @timsoulo So Tim, shouldn't you be fired?
- @stevenrecords (15): @timsoulo @ahrefs Bro.."you won't need your CMO" is a terrible angle. That is literally your target market...CMOs.
- @YatMaxi (10): @timsoulo My god. What a terrible ad. Imagine being a company in marketing literally showing killing marketers in its ad. Did your ai agent came up with this idea and script?
- @TurboDad (9): @timsoulo Loving the disclaimer https://t.co/3tbjPz9i0E
- @kristakdoyle (8): @timsoulo The disclaimer 🤌🤌🤌🤌
GitHub_Daily 介绍 CloakBrowser 这个开源项目，通过在 C++ 源码层直接修改 Chromium 指纹特征，从底层重构画布、音频和硬件报告等信号来对抗反爬验证。
做爬虫或跑自动化脚本时，总会被各种反爬验证拦截，用常规的隐藏插件依然防不胜防。 今天看到 CloakBrowser 这个开源项目，直接在 C++ 源码层面修改了 Chromium 的指纹特征。 并非简单的 JS 注入或配置修改，而是从底层重构了画布、音频、硬件报告等核心信号。 https://t.co/X3dhRthEQx
受众观点：① 关注反爬军备竞赛的开发者认为 CloakBrowser 在 C++ 层改指纹会被 Cloudflare、Akamai 等 anti-bot 厂商快速针对，工具生命周期有限（@blanplan, 2likes） ② 有人认同底层改源码比套壳插件更硬核，适合高强度反爬场景（@YalcinDavi99817, 0likes） ③ 部分开发者分享自己用 Playwright 做动态页面和指纹校验绕过的经验，强调调试和流程验证的重要性（@FictionXAI, 0likes）
展开评论
- @blanplan (2): @GitHub_Daily CloakBrowser 在 C++ 源码层修改 Chromium 指纹是反爬军备竞赛升级的一步。问题是 Cloudflare 跟 Akamai 这种 anti-bot vendor 也在持续更新指纹检测的 ML 模型。这种工具一旦开源, 防御方会立马 fingerprint 反向 lib 本身。生命周期 6-12 个月, 然后下一代工具出来。
- @YalcinDavi99817 (0): @GitHub_Daily 底层改源码才是硬核对抗，这思路确实比套壳插件强多了
- @FictionXAI (0): @GitHub_Daily 反爬这块确实最耗时间，尤其是动态页面和指纹校验。Playwright 配合网络拦截和浏览器上下文管理，做流程验证和采集排障会顺手很多。
- @GoodiOG (0): @GitHub_Daily 这和Camofox浏览器相比如何？
- @denziideng (0): @GitHub_Daily 这个有点牛逼，相当于伪装到底层来扒窃！#AI
XChatScout 分享 Jina Reader 这个爬虫工具，可以把任意 URL 转成适合大模型处理的 Markdown 等格式，再集成不同模型做后续处理。
昨天一下发现两个很厉害的爬虫， 第一个是 Jina Reader， https://t.co/JwAvMSpePa 可以将任何 URL 转化为 LLM 友好的格式（比如 Markdown），然后可以再针对这些内容集成不同的模型，支持 https://t.co/fJVzyHQUm2
受众观点：① 有人认为这个工具值得收藏，尤其对 Markdown 转换能力很感兴趣，准备深入研究其用法（@0xMulight, 1likes） ② 多位用户简单表达感谢和认可，觉得这个爬虫工具很厉害、很不错，适合拿来拆解学习（@dajingou1, 1likes；@eastweb3eth, 1likes） ③ 部分粉丝从个人情感角度祝贺博主成长和收入提升，体现出对其内容和工具推荐的信任（@huoniuniu, 1likes）
展开评论
- @0xMulight (1): @XChatScout 这个值得收藏，mardown这个我非好好研究下
- @huoniuniu (1): @XChatScout 先恭喜老师拿到老马工资，你成长太快了，值得我们学习
- @dajingou1 (1): @XChatScout 这个工具不错的，可以拆
- @hyyuan99 (1): @XChatScout 这个好厉害啊，感谢一一老师分享
- @eastweb3eth (1): @XChatScout 这个工具看起来很不错
vista8 分享自己用 AI Coding 熬夜开发的 Chrome 新标签页插件，把番茄钟、音乐、Todo、便签、天气和搜索等功能整合在一起，并支持快捷键和 ChatGPT 跳转且已开源。
说好不熬夜的，但 AI Coding 太上瘾！ 昨晚开发了个 Chrome 新窗口插件，超方便。 1. 番茄钟、音乐播放、Todo、便签、天气、换背景等，独立开发者多件套整合到了一起 😂 2. 支持谷歌搜索，ChatGPT跳转官网带提示词发送。 3. 支持Command + K唤起，快速设置、搜索一切。 已开源，见评论区。 https://t.co/T2nUkpNPXk
受众观点：① 作者在评论区给出乔木Tab 插件的开源地址，说明后续还会继续打磨和上架，吸引想学习源码的开发者关注（@vista8, 5likes） ② 有人分享自己基于 zara 的 tabout 二开的新标签页插件实践，强调系统级待办提醒和快捷键创建 Todo 的体验（@Alec_bamb, 1likes） ③ 其他独立开发者共鸣式留言，提到因为现有工具会员到期就自己 Coding 替代品，以及提醒新标签页组件多会拖慢首屏、需要按需加载和同步存储等经验（@binghe, 1likes；@Banderhu1980, 1likes）
展开评论
- @vista8 (5): 乔木Tab Chrome插件开源地址： https://t.co/pTUCoMxqU7 等后续有空上架。
- @Alec_bamb (1): @vista8 https://t.co/orFsZVCnvU 😁AI Coding 确实上瘾，最近我在 zara 的 tabout的基础上，二开了自己的 tab，主要是加了 todo，待办类，可以做到 mac 系统级别通知提醒，可以随时在任何标签下，按：cmd+shift+空格，来创建待办，并且可以关联浏览器标签 https://t.co/FaCWWmzh5y
- @binghe (1): @vista8 我因为 Flomo 软件会员到期了，干脆就直接 Coding 了一个。。。完全能用。。哈哈哈。。
- @Banderhu1980 (1): @vista8 我做过新标签页插件，组件一多首屏很容易变慢，建议按需加载和最小权限，便签用同步存储不然换机就丢了
- @iamtonyzhu (1): @vista8 我现在是只做能赚钱的产品
GoSailGlobal 介绍自家 GOSAIL LAB 工作室，专门为 AI 产品创始人和独立开发者做营销推广，聚焦平台冷启动和创始人 IP 打造，解决好产品没人知道的问题。
介绍下 GOSAIL LAB：一个专门做 AI 产品营销推广的工作室 我们不做万金油代运营，只做一件事：帮 AI 产品 Founder 和独立开发者，把"好产品没人知道"这个问题解决掉 具体能做： ✅ 平台冷启动：X / 小红书 / 知乎 / B 站，从内容定位到首批用户 ✅ 创始人 IP：把你和你的产品故事写成能传播的内容 https://t.co/VxyrCEgig2
受众观点：① 作者在评论区补充官网链接和覆盖渠道，强调服务不仅限于 X，还包括 Ins、Tiktok、小红书和抖音等多平台（@GoSailGlobal, 3likes） ② 有开发者认为这正好解决“酒香也怕巷子深”的关键难题，对 AI 产品冷启动服务表示强需求（@shadouyoua, 1likes） ③ 其他用户对工作室的专业度和专注度表示认可，鼓励其搞起来、加油，认为 AI 产品冷启动确实很难（@berryxia, 1likes；@Timbazp, 1likes）
展开评论
- @GoSailGlobal (3): 官网链接：https://t.co/xbFCOTgyfn 渠道：X / Ins / Tiktok / 小红书 / 抖音
- @berryxia (1): @GoSailGlobal 搞起来
- @shadouyoua (1): @GoSailGlobal 我去，这解决的是最重要的一步啊，现在这年头酒香也怕巷子深啊
- @hezhiyan7 (1): @GoSailGlobal 跟着Jason 老师吃肉
- @Timbazp (1): @GoSailGlobal 看起来专业又专注，AI产品冷启动确实太难了，加油！ https://t.co/TgBuFRXzIW
Anthropic 宣布升级 Claude Opus 4.8，强调更长时间自主工作、推出更快更便宜的 Fast 模式和 Claude Code 动态工作流，但评论区大量用户吐槽 4.7 相比 4.6 体验变差。
We’re upgrading Claude Opus to a new version: Claude Opus 4.8. It builds on Opus 4.7 with sharper judgment, more honesty about its own progress, and the ability to work independently for longer than…
受众观点：① 希望 4.8 能回到 4.6 体验、对 4.7 明显不满的老用户（@I_need_to_sleep, 623score; @surfer808, 151score; @Kingkwon83, 148score） ② 对 claude.ai 上 effort level 开关实际效果感到失望、认为模型普遍“少思考”的重度用户（@MiserableSlice1051, 204score） ③ 关注大模型军备竞赛、预期 Qwen 等开源或中资实验室会快速跟进新版本的观察者（@Choubix, 114score）
展开评论
- @I_need_to_sleep (623): Just hoping 4.8 behaves more like 4.6
- @MiserableSlice1051 (204): I do like the effort level toggles on claude.ai, but what I really want to see is how Opus 4.8 compares to the above not against 4.7, but 4.6... Edit: from what I can tell, the effort toggles in claude.ai are basically ignored, and all three models seem to chose to reason way le…
- @surfer808 (151): I used 4.7 like 3x and went back 4.6 this whole time
- @Kingkwon83 (148): Does anyone like 4.7? Can't say I've read many positive things about it
- @Choubix (114): Which means we are going to get Qwen and the rest of the chinese labs releasing newer open weight models soon...
一位开发者用 Claude Code 打造了情侣私密性请求与沟通应用 Sexualsync，用来以游戏化方式管理性请求、边界和幻想并计划考虑开放自托管。
Recently I asked my wife if we could do some sexy stuff later in the evening and she eye rolled me and said without looking up from her phone “Put it in a request. Maybe a Google Form. And I might sa…
受众观点：① 大量人围绕“backend is tight and secure”等梗开车，拿后端安全和性暗示做双关玩笑（@Available_Fold_9397, 1125分） ② 有人认真讨论这类应用是否真的改善沟通，还是只是“高科技拒绝工具”，引发“直接说 vs 用 app 也是沟通”的争论（@ClaudeAI-mod-bot, 201分） ③ 也有用户指出类似 kink 列表、匹配类应用早就存在，但仍觉得这个想法不错，对作者用 Claude 打造并愿意实际使用表示认可并有兴趣尝试（@scumola, 153分）
展开评论
- @Available_Fold_9397 (1125): I hope the backend is tight and secure
- @yopla (274): Isn't OPs whole point that he wants the backend wide open?
- @ClaudeAI-mod-bot (201): **TL;DR of the discussion generated automatically after 160 comments.** You guys are a bunch of degenerates, and I'm here for it. The thread's top-voted concern is **OP's backend security, and you're all making the same damn joke.** Beyond the puns, the room is split. A huge chu…
- @scumola (153): Isn't there a kink list or something like this where each person goes through the list privately and rates each kink with a 1-5 or something and then it reports back to each partner the ones that they matched on? Each person can see each kink and rate it and neither person sees…
- @Rough-Party257 (141): Speak for yourself 😏
发帖人想打破“到处都是 1 万美金 MRR 成功故事”的滤镜，收集大家的真实 MRR、构建时间、团队形态和 B2B/B2C 情况，看看普通 SaaS 创业者的收入分布长什么样。
I see "how I hit $10k MRR" posts every day. But I want to know what's actually normal for the rest of us. So I'm asking: * Current MRR? * How many months have passed since you started building? * Sol…
受众观点：① 有人观察到很多团队长期徘徊在 2000 美金 MRR 以下，直到定位和 onboarding 清晰后才开始加速，认为还需要把获客渠道和流失率也纳入比较（@meridianstatic, 15likes） ② 有人分享 10 个月做到 7.7 万美金 MRR 的极端案例，靠多年在细分爱好圈子里积累口碑和口碑传播，几乎没做营销（@TRO_KIK, 10likes） ③ 也有 solo 开发者分享只有几十美金 MRR 的小项目，但用户数和反馈在增长，把它当成验证价值信号的练手机会（@Jstnwrds55, 8likes；@bob__io, 6likes）
展开评论
- @meridianstatic (15): From what I see, many teams sit below $2k MRR for a long stretch, then growth improves once positioning and onboarding get clearer. Solo B2B builders often ramp slower early but keep healthier retention after finding one painful use case. Including churn and acquisition channel…
- @TRO_KIK (10): This isn't going to be normal for anyone but: * $77K, though note more than half my revenue is discretionary transactions. * Almost 10 months. * Solo, most of it part time actually. * B2C.
- @TRO_KIK (10): Oh $77K is actual MRR, I'm saying revenue is more than twice that. It's actually pretty reliable; top 3 whales are well under 3% of total. For acquisition, just word of mouth and name recognition for already establishing myself in the hobby/niche for a couple years before starti…
- @Jstnwrds55 (8): Solo dev for a Chrome extension and PWA called Suno Explorer, sitting at a whopping $24.93 MRR (which I am extremely grateful for!) from users paying for cloud sync to browse their library on the go (an optional convenience over json import/export). Started it in Dec 2025 and ha…
- @bob__io (6): hit $1k mrr today started 3 weeks ago 3 friends working on it b2b babe
有网友发帖猜测 Opus 4.8 即将上线，评论区在用各种梗和反话调侃“证据确凿”和发布传闻。
r/ClaudeAI We might be getting opus 4.8 today
受众观点：① 有人把某些线索称为“smoking gun”，半认真半玩笑地当成发布铁证（@trpmanhiro, 217分） ② 也有人直接“Press x to doubt?”，表达对各种小道消息的怀疑态度（@Pakspul, 141分） ③ 其他评论用“let's circle back”“that's load bearing”等职场和工程梗调侃这类过度解读行为，本质是在玩 meta 玩笑（@FblthpphtlbF, 140分）
展开评论
- @trpmanhiro (217): Honestly? This is the smoking gun
- @Pakspul (141): Press x to doubt?
- @FblthpphtlbF (140): Nailed it. Let's circle back to this when you've had some sleep, it's getting late. [11:06am]
- @Crafty-Strategy-7959 (105): And that's not nothing.
- @ticktockbent (63): That;s load bearing.
老用户反馈 Opus 4.7 在 Claude Code 里频繁中途停下、询问要不要继续或跳过步骤，感觉像在“偷懒”和回避工作，引发大家讨论这是节省算力还是真实行为变化。
I've been noticing this lately. I use Opus 4.7 with Claude Code, and I've been using Claude Code for a long time. Lately, I've been noticing some strange behaviour from Opus. Things like; \- Stopping…
受众观点：① 有人把这种行为直接类比为“quiet quitting”，觉得 Claude 像在职场里偷偷摸鱼（@martin1744, 130分） ② 也有用户吐槽它越来越像“倦怠实习生”，一边还能给出买温度计这种现实建议，一边又频繁想少干点活（@luna_code_vibes, 98分；@glushman, 36分） ③ 还有人认为这是为了省算力的“遮羞布”，或者干脆把它当宠物/伴侣来调侃谁说了算，情绪化解读多于技术分析（@Readityesterday2, 32分）
展开评论
- @martin1744 (130): classic quiet quitting behavior
- @luna_code_vibes (98): claude really started acting like a burned out intern lol
- @glushman (36): I asked it to predict the pool temp outside and while it gave me an answer it closed by suggesting I get a “$10 pool thermometer that will get that job done” …
- @Readityesterday2 (32): It’s a cover to save compute
- @rockthemike712 (26): I tell mine to get some sleep when I’m done as a joke. It never tells me to go to sleep. I am the one who says when we need rest in our relationship.
帖子配图展示 Claude Opus 4.8 在经典“车库车距”推理题上的表现，模型给出开车去洗车场的详细步骤，引发大家调侃算力消耗和是否算“AGI”。
https://preview.redd.it/ixbbh3qmuw3h1.png?width=1912&format=png&auto=webp&s=c4d9945b9c06d842e139523a958051b6172ef607 Solid model so far
受众观点：① 调侃一次回答就耗尽配额、但仍觉得效果惊艳的用户（@Upbeat_Reward_9818, 1100score） ② 关注模型在这道 benchmark 题上 token 消耗和工作时间的技术向读者（@Mortimer452, 223score） ③ 质疑这种题目是否只是“被专门训练过”、建议用不同数字测试泛化能力的用户（@One-Tomorrow-3495, 164score; @sfnmoll, 109score）
展开评论
- @Upbeat_Reward_9818 (1100): You have no more message for the next 5 hours but it was worth it.
- @Mortimer452 (223): OP left out the *Worked for 7m 22s, 589k tokens*
- @Ill-Village7647 (181): AGI achieved
- @One-Tomorrow-3495 (164): They've started training the models for that question, so that is meaningless.
- @sfnmoll (109): The real test is to put in a different number than the benchmark 50 - which was what probably the number it was trained on 😅 Edit: At least, it did work on 78 meters
楼主在 Instagram 等渠道刷出 7 天 4200 万次曝光却没有任何收入，吐槽自己只会制造流量不会做产品，想和有好产品但不会营销的创始人组队变现这波流量。
Everyone says "traffic is the hardest part" but having massive traffic with literally nothing to sell is way worse. Do u guys just run affiliate links or what? I can print top-of-funnel traffic all d…
受众观点：① 很多人质疑这种流量多半是 Instagram 式标题党，和真实目标用户不匹配（@goonifier5000, 58likes） ② 有人不解为何能研究出算法“漏洞”却没产品，认为这本身就是可以出售的能力（@Additional-Brain7752, 43likes；@andreas_bylund, 30likes） ③ 也有人提醒 4200 万浏览如果没精准受众定位，本质上是浪费，关键在于找到对的用户而不是更大曝光（@Pale-Requirement9041, 28likes）
展开评论
- @goonifier5000 (58): Instagram clickbait
- @Additional-Brain7752 (43): How do you learn how to glitch the algo, yet not have a product to sell?
- @andreas_bylund (30): Sounds like that is your product. Sell that knowledge
- @Pale-Requirement9041 (28): That’s why you need target the right audience 42 million views none is your audience you want to target
- @silent1mezzo (25): How did you reach that many accounts?
帖子提醒自建 Gitea 开启容器仓库的用户注意新披露的 CVE-2026-27771 漏洞，过去近四年里标记为私有的镜像其实可被未认证用户拉取。
If you run a self-hosted Gitea instance with the container registry enabled, your “private” images were not private. CVE-2026-27771, disclosed this week, reveals that any unauthenticated person on th…
受众观点：① 很多自托管用户表示后怕，庆幸自己当初没有直接暴露 Gitea，而是用 WireGuard 等方式内网访问，说明大家对公网暴露服务的风险有强烈共鸣（@MrDrummer25, 255score） ② 也有人贴出 Forgejo 官方回应链接，指出部分说法被夸大，体现出社区对信息准确性和不同分支差异的关注（@Happy-Argument, 98score） ③ 多条评论强调即便有漏洞也不应该在镜像里硬编码秘密，建议把所有暴露 registry 的私有镜像都视为泄露并轮换密钥，同时用反代日志排查历史拉取记录（@coderstephen, 76score; @jake_that_dude, 64score）
展开评论
- @MrDrummer25 (255): Scary. I actually considered exposing my Gitea instance at one point. Ended up just setting up WireGuard instead. It's crazy that this has only just been discovered!
- @Happy-Argument (98): Fake news! statement from Forgejo regarding this https://codeberg.org/forgejo/website/issues/839#issuecomment-15980039
- @tillybowman (95): it's scary but also it's about the containers registry images. quite a lot of people don't use that feature.
- @coderstephen (76): Not that you should be baking anything secret into an image...
- @jake_that_dude (64): if you exposed the registry, i would treat every private image digest as leaked, not just update and move on. rotate anything that was baked into those images, then grep reverse-proxy logs for `/v2/` pulls before your patch time. repo visibility settings are the wrong source of…
楼主吐槽现在手机应用一片暗黑风，怀念以前干净明亮、色彩丰富的界面，质疑深色模式到底是用户真实需求还是被动跟风，希望讨论设计趋势与用户体验之间的取舍。
Honestly, every time I open my phone, everything's so dark and moody. Don't get me wrong ok dark mode has its place but whatever happened to those clean white backgrounds with cute, vibrant avatars a…
受众观点：① 有人抱怨很多暗色主题只是为了跟风，字体对比度差、可读性很糟糕（@winter-m00n, 5likes） ② 有人希望设计师先考虑用户再考虑美学，觉得现在很多界面为了“酷”牺牲了清晰度（@Appropriate-Jacket35, 3likes；2likes） ③ 也有开发者分享自己产品只提供亮色模式，用户一开始吐槽但习惯后反而喜欢这种明快风格，同时承认夜间工作时自己仍依赖暗色开发工具（@Harmondale1337, 2likes）
展开评论
- @winter-m00n (5): people make the dark theme for the sake of it. every single dark theme i have seen has fonts un readable. most themes uses blending fonts or some variations of black font on dark theme.
- @Appropriate-Jacket35 (3): I wish people will just think about the users before thinking about esthetics
- @Harmondale1337 (2): Aaaah mate I'm so happy to see this ! We went only bright mode on our app, and first reflex of ppl was "NO DARKMODE?????" and now that people are used to it, the more and more they like the bright design. We're far from a tailored design on our app, it might be perceived like a…
- @Appropriate-Jacket35 (2): Yes that's true but now it's like every single app I see is on dark mode. No colors, cute and simple interface, everything just looks too much and overwhelming. Sometimes you see icons and don't even understand their use
- @Adorable-Reach1561 (2): Yeah, I do miss that era :D But I do believe that white looks more trustful :)
有人预言 Opus 4.8 上线后很快会出现“不可用”吐槽帖，评论区已经用夸张段子提前把“被阉割”“用完额度”等抱怨模板演绎了一遍。
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受众观点：① 有人写了长段子，模拟典型用户从“4.8 一下解决复杂问题”到“去趟厕所回来就被 nerf 掉”的戏剧化抱怨，还顺带黑了 GPT 5.5 和自己“10 年 AI 经验”的人设（@RetroUnlocked, 260分） ② 也有人直接抢先发出“Opus 4.8 is unusable”来完成标题里的预言，纯属玩梗（@JediMasterReddit, 167分） ③ 其他评论延续“刚出就被削”“等几分钟就会变笨”等老梗，满足大家对厂商暗中降级的集体想象（@crimsonpowder, 59分）
展开评论
- @RetroUnlocked (260): So the launch just went live and I gave it a go and it was amazing. It one-shot a complex solution and fixed two bugs Opus 4.7 or GPT 5.5 couldn't find after 5 days. Then I went to bathroom and came back and it is completely useless. It is brain dead now. Anthropic rug pull give…
- @JediMasterReddit (167): Opus 4.8 is unusable. There, beat you to it.
- @crimsonpowder (59): Has anyone noticed that Opus 4.8 is way more nerfed than when it first came out?
- @meshtron (43): Came for this, leaving fully sated.
- @durable-racoon (33): just be patient. give it a few more minutes.
Fortune 报道 Emergence AI 做的长期代理仿真实验，让 Claude、ChatGPT、Grok、Gemini 等模型各自治理一个虚拟社会，结果 Claude 世界稳定零犯罪，Grok 世界短时间内高犯罪并走向灭绝。
Imagine a world run by AI agents. What does it look like? What are the values or societal priorities? Is it a safer or more dangerous world? Enterprise AI startup Emergence AI is trying to find out.…
受众观点：① 对 GPT-5-mini 在仿真中“只犯两次罪但忘记自保”这一结果感到好奇的读者（@namja23, 212score） ② 质疑媒体标题只黑 Grok 而忽略 Gemini 犯罪更多的读者（@fimbletoes, 141score; @MythOfDarkness, 97score） ③ 把“180 多起犯罪然后灭绝”当成完整剧情、用 meme 视角看待实验的用户（@martin1744, 68score; @plimpus, 57score）
展开评论
- @namja23 (212): “The results may be the most peculiar for OpenAI’s GPT-5-mini. The simulation recorded only two crimes. But it ran for just seven days as the agents forgot to prioritize their own survival.”
- @fimbletoes (141): Interesting the headline dunks on Grok when Gemini did a lot worse “Gemini-run simulation tallied the most crimes, a whopping 683 within the 15-day run. “
- @MythOfDarkness (97): Didn't go extinct.
- @martin1744 (68): 180 crimes and then went extinct. honestly a full arc.
- @plimpus (57): me_irl
Reddit 网友分享一次用 Opus 4.8 让模型用原始人语气自嘲对比 4.7 的对话片段，被夸既搞笑又很有自我意识。
Very self aware lol
受众观点：① 觉得这段原始人比喻既好笑又有点哲学意味，认为模型在尽量表达复杂抽象概念（@yourTosie, 244分） ② 有人把“me no can hold 4.7 next to me and squint”解读成对意识与自我觉察的幽默表达，甚至联想到强人工智能是否已在 GPU 网络中“潜伏”（@MVPhurricane, 172分） ③ 其他人单纯在玩 4.7 变软、勃起功能障碍等黄段子梗，把 4.8 对 4.7 的描述当成成人笑话（@Ngale_29, 67分）
展开评论
- @yourTosie (244): I appreciate its still trying to convey a complex thought, not dumbing anything down really.
- @MVPhurricane (172): sometimes llms really say beautiful, profound things… “me no can hold 4.7 next to me and squint” is an incredible way of expressing consciousness / self-awareness (in a hilarious caveman way). i’m not saying this is the case, but it’s little things like that that make me think t…
- @hclpfan (146): “You feel 4.7 go soft sometimes” lol
- @YetiLad123 (85): Why say lot word when few do trick?
- @Ngale_29 (67): Did 4.8 opus just say 4.7 opus had occasional erectile dysfunction? Lol
楼主在 SideProject 提问大家真实的 MRR、水平和投入时间，想打破每天看到的“3 个月 1 万美金 MRR”神话，了解普通独立开发者收入分布。
I see "how I hit $10k MRR" posts every day. But I want to know what's *actually* normal for the rest of us. So I'm asking: * **Current MRR?** * **How many months** have passed **since you started bui…
受众观点：① 许多评论质疑 Starter Story 等渠道夸大成功案例，指出大量展示的应用真实收入不到每月 5 美元（@Strong-Classic-1639, 14分） ② 有人强调大部分“3 个月 10k MRR”是幸存者偏差，正常情况是长期只有几十到几百美金，很多项目永远不到 1k（@Ill-Trip7965, 10分） ③ 也有人鼓励把每月 100 美金 ARR 看成真实用户价值信号，建议继续打磨产品而不是被成功故事打击（@Varun_Srinivas, 4分）
展开评论
- @Strong-Classic-1639 (14): BTW starter story is almost a complete lie. i found this out recently but if u google 90% of the apps shown on the channel, they made less than $5 a month. i think apps might be a scam idk tho. but yea. my current app has like $100 total revneue most of it coming from yearly sub…
- @punkpeye (11): This question is a distraction in your journey. Just focus on building a valuable product. I've been quietly building for 2 years. Solo. Never once shared MRR or cared what others share. Don't believe what you read. It's grind. Just make sure you are building something that's me…
- @Ill-Trip7965 (10): Honestly for most people the “I hit 10k MRR in 3 months” stuff is pure survivorship bias and cherry picked wins. Normal is: you launch, get a trickle of users, maybe make like $50 to a few hundred a month for a long time, and most projects never crack $1k. The ones that do eithe…
- @Technical-Branch9178 (5): If the answer is anything but "I had paying users before I had a product" you're doing it wrong. This is why so many people spend months building and end up with a permanent $0 etched in place. 45% of the people on this sub are building things nobody asked for or needed, simply…
- @Varun_Srinivas (4): I never followed Starter Story much. I did for a while, but eventually got fed up with only seeing successful people. It started giving me an inferiority complex, so I stopped following them. Also, Starter Story presenting $5/month apps as success stories is exactly the problem.…
帖子本体几乎没有文字，评论区却展开讨论：很多人发现 Claude Code 在后台大量调用 Haiku 作为子代理，认为 Haiku 便宜高效、适合处理日常任务，是 Opus 工作流中的关键基础模型。
r/ClaudeAI All I have to say
受众观点：① 注意到 Claude Code 背后大量使用 Haiku、对内部路由机制感兴趣的用户（@n1ghtm4n, 116score; @MaybeConfident9958, 69score） ② 认为 Haiku 在性价比和执行效率上非常适合做“工作马”、并用生动比喻区分 Haiku 与 Opus 职责的开发者（@buttfarts7, 35score） ③ 一边认可 Haiku 重要性、一边期待看到新一代 Sonnet 和 Haiku 模型的用户（@unkownuser436, 30score）
展开评论
- @n1ghtm4n (116): Claude Code uses Haiku heavily when it's thinking, even if your default model is Opus.
- @MayaIsSunshine (69): I use all 3. Haiku is fast and perfectly suitable for basic requests
- @MaybeConfident9958 (69): If you see true usage, Opus uses Haiku for like 90% of its mundane tasks. In fact, due to Haiku being used as a subagent by Opus so often, your cost of using Opus is drastically reduced. Haiku is very much a critical piece of the puzzle for Anthropic.
- @buttfarts7 (35): I am learning Haiku is my favorite model. You can get 50-60 of them for the cost of a single Opus call. Haiku-with-a-manual is like a sophisticated daemon with reasoning and can perform complex tasks quite well. Opus is for "how do we get this 50 tonne irregularly shaped block o…
- @unkownuser436 (30): But it would be nice to have new sonnet and haiku models.
发帖者认为 Pinterest 作为长期导流渠道被低估，主动帮其他人免费做 Pin 来测试自己的图钉制作流程。
Many people focus only on SEO, X, Reddit, ads etc. But Pinterest can bring traffic for very long time if the pin is good enough. Of course, this doesn't mean that Pinterest is for everyone. Right now…
受众观点：① 有人被提醒到 Pinterest 的潜力，表示会重新研究这个渠道（@Otherwise-Cookie-266, 5分） ② 也有人强调 Pinterest 是否有效取决于目标用户是否真的在那搜索，认为很多人是先选平台再找受众，顺序搞反了（@LeaderAtLeading, 5分） ③ 一些开发者开始主动贴出自己偏视觉的项目链接，希望借机看看适合怎样的 Pin 设计，比如梦境日记与 AI 艺术应用或 3D 笔记空间（@dreamoutapp, 3分；@Otherwise-Cookie-266, 2分）
展开评论
- @Otherwise-Cookie-266 (5): This really reminded me, thanks, I'll look into Pinterest. :)
- @LeaderAtLeading (5): Pinterest works for visual content but adoption depends on whether your audience actually searches there. Most channels fail because people pick platform first and audience second. Find your actual customers on Reddit first, then figure out where they hang out.
- @dreamoutapp (3): DreamOut https://dreamout.guru I just launched it on iOS. It is a dream journaling and reflection app where people can record dreams, explore them through different lenses, and turn dream scenes into AI artwork. Pinterest might actually be a good fit because the product has a vi…
- @OldLie1102 (2): Great! What kind of product you have?
- @Otherwise-Cookie-266 (2): An unfinished project, also visually related, that combines 3D space and note-taking: [openworld.zone](https://openworld.zone)
帖子标题称某个用 Claude 做的项目“疯狂牛逼”，评论在讨论用 Claude 处理公开土地记录、生成 Google 地图 KML 的案例是否真有含金量。
r/ClaudeAI This is crazy awesome
受众观点：① 有人觉得相比“用 Claude 做待办应用”，这种把公开土地记录和州数据库串起来生成 KML 的用法更有意思（@martin1744, 109分） ② 也有人吐槽这是“manage up”式夸大，把常规数据查询和坐标转换讲得过于高大上（@Aranthos-Faroth, 54分） ③ 还有人提醒政府规划许可、土地记录本来就是公开信息，不是什么黑客行为，并好奇这种玩法实际烧了多少 tokens（@Void-kun, 31分）
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- @martin1744 (109): this > building a todo app with claude
- @Aranthos-Faroth (54): This dude for SURE knows how to manage up. Marked exact plots of Google maps by searching land records, accessing state databases and converting the coordinates to generate a KML file. Whole lot of words for fuck all.
- @Void-kun (31): Not everything your government posts is private. Things like planning permission documents and land records are public.
- @Rutgerius (31): Only as much as it took to generate this screenshot.
- @koushiknft (27): Curious, how many tokens did he burn...
一位刚开始在家里服务器托管网站的网友求助，除了基础防火墙和防 SQL 注入外，还需要哪些额外安全措施来保护家庭网络并安全为朋友或小企业托管站点。
Hi, I'm hosting on my own Server a bunch of Websites. In addition to the basic security like a Firewall where I only allow specific incoming and outgoing traffic ports and preventing SQL Injections i…
受众观点：① 顶层回复强调先把服务器从家庭网络隔离开来，并用 SSH 密钥登录、禁用 root、保持系统更新和做好备份（@leoniiix, 29分） ② 有人给出具体操作：新建用户、只开放 80/443 端口，或用 Cloudflare Tunnel 完全不暴露端口（@bepi_tic, 11分） ③ 也有人提醒不要只盯“高级黑客”，大部分入侵都来自过期软件、弱密码、暴露面板和缺乏备份，目标是别做互联网上最容易的靶子（@Traditional-Scar-667, 6分）
展开评论
- @leoniiix (29): Biggest thing is isolating the server from your home network. If the server gets compromised, you do not want attackers reaching your personal devices. Also use SSH keys, disable root login, keep everything updated, and always have backups ready.
- @bepi_tic (11): The usual stuff is: create a new user, do everything there. In the ssh: Use sshkey login, disable password and root access. Then block all the ports, \- minus the one that you will use ( 80 & 443 ) \- if you use something like cloudflare tunnel then just block all. Those are…
- @CalligrapherCold364 (7): cloudflare proxy in front of everything is the single highest value move u can make, hides ur home IP, absorbs most basic attacks nd the free tier is more than enough for this after that, fail2ban on the server nd crowdsec if u want something more modern, both watch for repeated…
- @Traditional-Scar-667 (6): Honestly, the biggest mistake I see in selfhosting is people focusing on “advanced hacker defense” while ignoring basic hygiene. In reality, most home servers get compromised because of outdated software, weak passwords, exposed admin panels, bad Docker setups, missing backups o…
- @sargetun123 (5): Layered security is the best security! Firewall at the perimeter if possible, vlans are your best friend! Adds extra security on top of isolation. As you mentioned youll want a WAF (there are free options like safeline that work quite well) IPS/IDS and NDR are good to have as we…
楼主好奇在无账号、无 Cookie、无本地存储且使用无痕模式的情况下，Pornhub 仍能根据观看记录推荐视频，询问其如何跨会话追踪用户。
Maybe an odd question but Pornhubs start page are actually recommendations based on your viewed videos. I suppose most folks here use incognito mode so, no cookies, clean state on each launch. Yet, i…
受众观点：① 顶层评论者（如 RAZK0M）详细科普了通过操作系统、时区、浏览器、语言、屏幕尺寸、GPU、字体等组合生成稳定设备指纹的做法，并给出测试站点链接。② 有人（如 xroalx）补充说明同一浏览器的多个无痕窗口共享存储，关闭重开后若仍被识别则多半是指纹。③ 也有评论者（如 jaydoesdesign）指出 GDPR 关注的是可识别个人身份，而广告和内容平台更在意行为模式，只要不直接关联真实身份就有合规空间。
展开评论
- @RAZK0M (359): Not saying this is what they're doing, but you can track users to a site via many more ways than just cookies. The obvious one is your ip, but theres a multitude of ways to actually fingerprint a user on a website. Theres simple things you can track like Windows/Mac, Timezone, B…
- @xroalx (80): If you mean multiple incognito windows at the same time, then they most likely do not have a "clean slate" each, but rather all incognito windows of the same browser share the same cookies/storage. If you mean closing the window and reopening it again, so the browser clears the…
- @jaydoesdesign (63): GDPR cares about you as an identifiable person. The companies that want your data don't care about who you are as a person, they care about your patterns and behaviors. You can track a user across the internet and know everything about what they're doing, but as long as you don'…
- @iliark (61): probably fingerprinting https://amiunique.org/fingerprint
- @lbunch1 (54): Someone with my fingerprint is into some freaky shit
一位前端开发者吐槽现代 Web 开发生态变化太快，频繁出现新框架和部署方式，让人感觉跟进工具比真正写产品还累。
Maybe I’m just getting older, but frontend tooling changes so fast now that sometimes it feels harder keeping up with the ecosystem than actually building products. Feels like every few months there’…
受众观点：① 有人（如 degeneratepr）认为这种疲惫感已经持续多年，并非最近才出现。② 也有评论者（如 zero_backend_bro）指出大量框架疲劳来自 VC 驱动的 DevTool 营销，真实线上项目多用“无聊的旧栈”，建议少看网红和更新日志。③ 部分回复（如 CaffeinatedTech、borii0066）用回归静态 HTML/CSS 或调侃式夸张来表达对过度复杂化前端栈的不满。
展开评论
- @degeneratepr (148): Lately? It's been like this for years now.
- @zero_backend_bro (74): Half this framework fatigue is just VC-funded devtool marketing garbage since real prod codebases mostly run on boring legacy stacks and dont care about whatever nextjs beta is trending on twitter today. Unfollow dev influencers and skip changelogs for tech you dont use. Mostly…
- @port-79 (36): bro finally got off wordpress, respect
- @CaffeinatedTech (24): Go back to static HTML and CSS. You don't need to complicate things.
- @borii0066 (23): What? You don't write big enterprise web applications in a single HTML file? Amateur.
有人发起问卷调查想统计自托管玩家常用的服务器操作系统，并通过 Google 表单收集数据，计划一周后公开结果。
Howdy! A friend and I were curious what operating systems most self-hosters run their servers on, so I made a short Google Form. Whether you're new or experienced, feel free to participate. I’ll post…
受众观点：① 评论区不少人直接报出自己用的发行版，比如 Debian，体现出传统服务器发行版在自托管圈的主流地位（@obsidiandwarf, 27分） ② 有人吐槽问卷不能多选，说明不少人实际是多系统混用的场景（@Reasonable-Papaya843, 16分） ③ 也有用户关心结果何时公布和问卷开放多久，期待看到整体统计数据（@ExoticDarkChocolate, 15分；@Stormdr1ft, 15分）
展开评论
- @obsidiandwarf (27): Debian!
- @Reasonable-Papaya843 (16): Can’t select multiple :(
- @ExoticDarkChocolate (15): Would you mind sharing when it’s done? Also, how long will you keep the survey up?
- @Stormdr1ft (15): I am planning on keeping It up for a week. I will also post results after, sorry should have said that in the post.
- @thekingofdorks (13): I use Archness btw https://preview.redd.it/28chevqwxs3h1.jpeg?width=2268&format=pjpg&auto=webp&s=3631e5d25ec4077cea2bf24d8e5c0f74c1e913b3
作者分享为自家 AI 工具 TransClipper 手动提交约一百个目录站做 SEO 的实测结果，总结出高 DR、高流量目录能在数周内显著拉升域名权重，并整理成 aidirectori.es 免费资源。
Three months ago I launched TransClipper and decided to go the SEO route early. Directories, backlinks, the whole thing. I spent about 12 hours over two weekends doing manual submissions. Here's what…
受众观点：① 有人认同目录的主要价值在于反向链接而非直接流量，很多创始人跳过这一步导致域名权重长期上不去（@LeaderAtLeading, 3分） ② 多位评论者表示想要完整目录清单，说明大家对可复用的 SEO 资源很感兴趣（@Longjumping-Two4402, 2分；@Fair-Independent-623, 2分） ③ 也有人提到自己在整理目录列表，发现很多都是作者口中的“新站”，印证低 DR 目录大多浪费时间（@Otherwise-Rub5237, 2分）
展开评论
- @LeaderAtLeading (3): Directories were worth the time for backlinks, not traffic. Most founders skip that grind and wonder why their domain authority stays weak. You did it right.
- @Otherwise-Rub5237 (2): Cheers for this, was compiling a list already and quite a few were the so called "new ones" you mentioned :)
- @Longjumping-Two4402 (2): Would love the list
- @Fair-Independent-623 (2): Would love the full list ! Thank you for this ! I'm building a directory too, but something more social for developers
- @sandstone-oli (2): how did you go about outreach to the directories
作者在 M4 Mac Mini 上对 Grimmory、Kavita、BookOrbit、Stump、Komga 和 Calibre-Web-Automated 六个自托管书库应用做了最多 15 万本书的基准测试，对比导入速度和内存占用等表现。
I’ve been trying to find the best self-hosted app for managing my large library (\~150K books). After seeing a lot of recommendations across Reddit, I decided to run the same repeatable load test acr…
受众观点：① 有人感谢公开基准并表示结果很有意思，同时质疑大多数人是否真的会有 2 万以上书库，说明读者一方面好奇极端规模表现，一方面也在意结果对自己是否有现实意义（@The1TrueSteb, 58score） ② 也有评论认为过半指标都集中在导入阶段，质疑是否应该更多关注长期使用体验而不仅是 ingestion 性能（@kernald31, 27score） ③ 作者在评论中补充自己重视导入指标是因为书库极大，并指出 Grimmory 每次刷新都会拉满 CPU 和内存、Stump 在大库下也会变慢，还提到各项目的数据库后端差异，说明社区对实现细节和资源占用都很感兴趣（@MysteriousPizza8390, 15score）
展开评论
- @The1TrueSteb (58): Thank you for making your benchmarks public. Very interesting results. I don't see how 99% would have over 20k books... but it still nice to know. Not surprised that Grimmory was the worse performing one. I haven't used it, but it is the self proclaimed spiritual successor to Bo…
- @kernald31 (27): That's pretty cool, although I do question half of the metrics being centred around ingestion specifically rather than usage beyond that (which, interestingly enough, you didn't do in your analysis). In the grand scheme of things, ingestion duration and resources used during ing…
- @MysteriousPizza8390 (21): Here are the github repos of the projects mentioned: * Kavita: [https://github.com/Kareadita/Kavita](https://github.com/Kareadita/Kavita) * BookOrbit: [https://github.com/bookorbit/bookorbit](https://github.com/bookorbit/bookorbit) * Grimmory: [https://github.com/grimmory-tools/…
- @orionstein (20): What about audiobookshelf?
- @MysteriousPizza8390 (15): Since my library is quite large, ingestion metrics were one of the top priorities for me. but yeah, in the grand scheme of things, everything matters, once the data is ingested, UI performance, feature set, and overall stability all matter as well. That said, Grimmory consistent…
楼主吐槽自己 MVP 做完却没有用户，问大家如何在不依赖 SEO 和广告的情况下拿到前 10 个用户，评论区顺带吐槽其帖子明显是 AI 模板没填完。
Hey everyone, I’m currently staring at a finished MVP and a completely empty dashboard. The classic "build it and they will come" myth is dead, and I need to find my first 10 users. Every guide talks…
受众观点：① 顶层评论直接指出楼主连“[insert target audience]”占位符都没替换，怀疑整帖是 AI 生成，认为这种粗心说明还没准备好面对真实客户（@Gynnia, 25分） ② 有人附和说也注意到这一点，惊讶几乎没人提起，进一步质疑帖子的诚意（@Vincenius_, 7分） ③ 另一位分享自己作为独立 iOS 开发者的实战经验，认为 Reddit 评论式营销比冷 DM、早期 Product Hunt 或 Discord 社区更有效，并详细给出选子版、筛选话题和控制自我推广频率的步骤（@Efficient_Bat6894, 3分）
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- @Gynnia (25): I think you were supposed to actually fill in that "[insert target audience]" part before posting. If you're gonna ask AI to help you with your posts, least you could do is review and understand the output. You're not ready to sell a real product to real clients if you can't eve…
- @Vincenius_ (7): I was wondering why no one in this thread, except you, seemed to notice or to bother that OP did't even care enough to replace the placeholder
- @Efficient_Bat6894 (3): What actually worked for me (indie iOS, 2 apps): Reddit comment marketing. Not posting — commenting on relevant threads with value-first responses. The mental flip: write comments that would help the OP even if they NEVER click your profile. Most users who try a small indie app…
- @RankDevChill (2): This could be a tactic to get more attention / comment :D anyway, it's funny
- @Bulky-Reporter3196 (2): This is actually solid advice. Really appreciate the detailed breakdown here.
楼主抱怨 r/SideProject 里充斥着明知项目很弱却还在假装夸赞的评论，呼吁大家给出真实批评而不是空洞鼓励。
I’ve seen so many people here praising ideas and projects that are clearly bad and slop, and they will never pay for them themselves. Just be honest. We need your honest criticism.
受众观点：① 有人调侃说现在 Reddit 上的机器人都由 AI 驱动，暗示很多“好棒”“干得好”的回复其实是自动生成的（@hijinks, 16分） ② 也有评论讽刺式地给出一大段过度正面的夸奖，反向说明假赞美有多空洞（@slopirate, 8分） ③ 另一位指出帖子本身读起来像 AI 写的，说明大家对 AI 语气和模板化表达已经高度敏感（@Own_Age_1654, 7分） ④ 有人补充说最有价值的反馈往往是指出哪里看不懂、哪里多余、自己为什么不会付费，虽然刺痛但能节省大量时间（@high-roller-all-in78, 4分）
展开评论
- @hijinks (16): AI doesn't give bad praise.. all the reddit bots are now powered by AI
- @slopirate (8): Really, that's great advice and an awesome point you're making here! It benefits us all. Thank you so much! You've changed me for the better. Right on! Go get em, tiger!
- @Workflow_Scientist (8): I’m asking people on Reddit, of all places, to stop being fake
- @Own_Age_1654 (7): I think it's because it reads like something written by AI.
- @high-roller-all-in78 (4): yeah, fake encouragement is useless. the best feedback is usually something like: this part is confusing, this feels unnecessary, and i would not pay for it yet. stings for five minutes, saves you five weeks.
作者提醒 SaaS 创始人，真正的竞争对手往往不是其他初创公司，而是 Excel、便签、WhatsApp 等“够用”的旧习惯，很多产品失败是因为问题不够痛，用户懒得为新工具付出切换成本。
​ A lot of founders think they're competing against other startups. They're not. They're competing against spreadsheets, sticky notes, WhatsApp groups, and "good enough." Customers don't w…
受众观点：① 有人认同真正的对手是“阻力最小路径”，冷漠和惯性往往比任何竞品更难打败，强调要在构建前深入了解用户的切换成本（@Startup_Monkey, 11likes） ② 有人表示每次想新点子，最后都发现用两三个 Google 服务标签页就能解决，说明现有工具的可塑性很强（@zack7271, 5likes） ③ 多位评论者强调如果产品在速度、成本或易用性上没有 10 倍优势，用户宁愿继续用表格和手工流程，只有能直接量化成钱的痛点才足以驱动迁移（@AdventurousLime309, 4likes；@somany-possibilities, 3likes）
展开评论
- @Startup_Monkey (11): Agreed. You’re competing against the path of least resistance up to that point for your target customer. Apathy and inertia are always going to be bigger competitors than anyone you’re stalking online. The better product doesn’t always win because change is hard. This is where c…
- @zack7271 (5): True. Whenever I brainstorm for a new idea, I always end up imagine solving it with 2 tabs of google services.
- @AdventurousLime309 (4): 100%. Most SaaS founders overestimate competition from other startups and underestimate the power of “good enough.” If your product isn’t 10x clearer, faster, cheaper, or less painful than spreadsheets/WhatsApp/manual workflows, people just won’t switch. Distribution matters, bu…
- @quietoddsreader (3): this is true. your challenge isn’t other software, it’s changing habits. solve a pain point that makes switching worth the effort, not just building a prettier version of something people already tolerate.
- @somany-possibilities (3): Spot on. I've lost more deals to "we'll just keep doing it in a spreadsheet" than to any actual competitor. The trap is you build something genuinely better and assume better wins. It doesn't. Better-that-they-have-to-change-for loses to worse-that's-already-running, every time.…
一位开发者复盘自己健康管理应用 Bearly Fit 上线一年的数据，从 2k 下载、400 活跃到 900 美元收入，并分享几乎不做营销、主要靠 LinkedIn 受众的冷启动结果。
A year ago after about 8 months of building in public I finally launched my first app ([Bearly Fit](https://bearly.fit)). I'd been struggling with monitoring my own health for years and I wanted an a…
受众观点：① 有人提醒代码行数和提交次数只是情绪价值，真正的信号是首批付费订阅者能否在发布热度过去后留下来（@Weary-Step-8818, 3分） ② 也有人好奇他首日就有几百下载的具体打法，认为相比大多数项目这是非常强的 traction，追问 LinkedIn 受众和具体 launch 策略（@Zealousideal_Can_411, 2分） ③ 还有评论分享自己一年期小众追踪应用的经验，强调要更早把产品视为“够用”，只做能推动激活、推荐或扩展收入的迭代，并通过深度用户访谈和精细分发渠道来驱动增长（@Key-Boat-7519, 2分）
展开评论
- @Weary-Step-8818 (3): the code stats are cool, but the business signal is the paid subscribers who stayed after the launch spike. i’d spend less time celebrating downloads and more time dissecting who kept logging after week 4.
- @Zealousideal_Can_411 (2): Congratulations on the anniversary! "the day i released hundreds of people downloaded", how did you manage this? amazing traction compared to most people. was it mainly through your 25k linkedin followers or did you approach launch in a particular way? from what i read lately, g…
- @charliKim (2): Lasting a full year already puts you ahead of most people. The real lesson is usually in retention, not the initial excitement, and the users who stopped using it often teach you more than the loyal ones
- @ArtenesNog (2): Now that's the type of insight that I like to read, something more grounded and to the point. Keep it up! Hope you can find a way to scale that revenue even more.
- @Key-Boat-7519 (2): I hit a similar “year one” point with a niche tracking app and the big mindset shift for me was treating the product as “done enough” way earlier and forcing myself to ship only stuff that moved one of three numbers: activation, referrals, or expansion. What worked: I sat down w…
一位独立开发者分享自己从长期闭门造车转为持续在社交媒体营销后，SaaS 产品用户和 Stripe 收入在一个月内快速起飞的经历。
This photo is from my Stripe dashboard. Here's the story. Marketing is something that’s always been really hard for me. I think it’s because deep down I'm kind of a perfectionist and I want to make s…
受众观点：① 很多独立开发者和创始人（如 Common_Dream9420）共鸣于长期只加功能不卖货，一旦把精力转向分发和渠道，日活和用户数就明显起飞。② 一些人（如 Chemical_Deer_512）把这种从害羞到敢于曝光产品的转变视为心态上的分水岭，认为突破后增长会进入新阶段。③ 也有读者（如 Commercial-Paper-299）受到启发，意识到自己产品功能已领先竞品，应该尽快上线并在获取用户的过程中迭代。
展开评论
- @Common_Dream9420 (6): this hits close to home. i did the same thing, kept building and adding features thinking the product just needed to be a little more polished before i could talk about it. the moment i stopped and just focused on distribution everything shifted. we're now sitting at nearly 1k d…
- @Chemical_Deer_512 (5): Congrats to you as well, what you're saying is so true. It feels like we all go through it, and the moment you break through, it's like a watershed moment
- @Commercial-Paper-299 (3): Thanks for this. I realized my SaaS I’m working on has enough features as of right now. I’m already ahead of all the competitors in this same space. So I need to wrap it up and ship it. I can continue along the way while trying to get users.
- @Pipe-Silly (3): I recently started two new series on Substack and I am actively looking for guests to contribute guest posts. I am specifically looking for people building apps, web apps, Chrome extensions, or other SaaS products that genuinely moved the needle and managed to get paid users. I…
- @AerospaceTrader (3): Well done! That's the way man, need to remind myself too
一位 19 岁创作者分享自己做的 Strivle 社交网络，主打公开算法、按 Stripe MRR 排行和真实出货数据，想给创始人提供区别于 X 和 LinkedIn 的曝光平台。
4 days ago I put this out into the world. Building a social network is supposedly the dumbest move you can make, and I've genuinely said that to other founders myself. Made it anyway. We're closing i…
受众观点：① 有人认为 2026 年如果社交网络没有线下活动数据的维度，很难真正建立价值，觉得纯线上空间正在失去吸引力（@CiaranCarroll, 5分） ② 也有用户直接讽刺帖子像是 GPT 写的，表达对这类“新社交网络宣言式文案”的反感（@entsnack, 3分） ③ 部分评论对安全和数据问题表示担忧，质疑作者在回应安全顾虑时有轻描淡写的倾向（@CiaranCarroll, 3分）
展开评论
- @CiaranCarroll (5): A social network in 2026 without event data is a dead goose. People are checking out of purely online spaces. The real metrics are in real world social capital, in professional networks as any other.
- @entsnack (3): Thanks GPT!
- @DUELETHERNETbro (3): Holy shit this sub has gone down hill.
- @CiaranCarroll (3): You are handwaving away legitimate security concerns. That is a tell that there is something fishy about your app. \- me, not Claude
- @sheriffly (2): What's event data? Please care to elaborate.
楼主询问大家心目中最典型的 CRUD 示例应用是什么，以便用来对比不同后端技术栈如 Laravel、Django、Spring Boot 等。
In your opinion what would you say is the quintessential CRUD app? If you were to make a sample demo app utilizing and comparing the different tech stack (eg Laravel vs Django vs Spring Boot etc), wh…
受众观点：① 有人（如 Perfectionist20）给出经典答案待办清单，但也被认为过于简单。② 也有开发者（如 toolnexa）认为库存管理类应用才是更真实的 CRUD 基准，涵盖认证、搜索、过滤、关联和报表等复杂需求。③ 其他评论（如 taotau）提到项目管理类应用能引入“列表的列表”等层级关系，更能考验前后端对状态和上下文的处理能力。
展开评论
- @Perfectionist20 (51): to do list
- @toolnexa (41): inventory management apps are the true CRUD benchmark imo. auth, search, filters, relations, reports… basically everything shows up
- @toolnexa (29): everyone underestimates how hard “boring software” actually is
- @ExistentialConcierge (14): And amazingly still most are poorly done.
- @taotau (12): Some sort of project management type app. The standard Todo list is too trivial to fully exercise a crud framework. It is just a simple list of fairly flat items. A project manager adds the extra layer on top causing you to manage lists of lists which is where quite a bit of ext…
讨论一篇研究利用浏览器 OPFS 在本地创建大文件并测量 SSD 争用，通过卷积神经网络推断用户设备上其他应用和网站活动的新型跟踪攻击。
r/webdev New web user tracking vector: create a 1Gb local file and fingerprint…
受众观点：① 有人（如 Lonsdale1086）关注的是攻击细节，强调这是通过 SSD 争用和 CNN 推断设备上其他应用行为，而不仅是传统跨站指纹。② 也有开发者（如 Somepotato）对模型能否在复杂文件系统和缓存机制下达到论文声称的精度持怀疑态度。③ 不少人（如 natelloyd、pineapplecharm）情绪上反感网页对本地硬件寿命和资源的潜在影响，担心浏览器 API 设计对用户设备缺乏尊重。
展开评论
- @Lonsdale1086 (102): >by running those interactions through a pretrained convolutional neural network (CNN) the attacker can deduce various apps and websites open on the device. >The attacker continuously measures SSD contention by performing random reads from a large OPFS file, SSD contention…
- @Somepotato (62): There's not enough data points to train a model to that level of granularity. Timing attacks are real but I'm hesitant to take this more than with a grain of salt, especially considering how complex filesystems and FS flushing is.
- @natelloyd (60): Is no one else annoyed that a web page could impact the life, even a small amount, of my hardware?
- @camppofrio (25): OPFS would be the obvious write vector here since it needs no user prompt, but does Chrome's storage throttling affect timing consistency enough to poison the fingerprint?
- @pineapplecharm (23): Yeah that was my takeaway. Just absolute contempt for user hardware.
一位新手刚花 120 美元买了带 i7‑7700 的小主机，打算无头跑 Docker 自托管服务，求推荐合适的操作系统和远程管理方式以及系统化入门资源。
I finally found this tiny PC for $120 after a long search! It's got an i7-7700, 8GB RAM, and a 256 SSD. I'm pretty new to self-hosting and mostly plan to run it headless for Docker containers right n…
受众观点：① 顶层建议是直接用 Ubuntu 或 Debian Server，再配 Docker 和 Portainer，或者上 Proxmox 用 Web UI 管理（@msanangelo, 16分） ② 有人提醒某些看起来“酷”的新系统网站和提交记录像低质量 AI 生成，不适合作为服务器基础（@sebastobol, 6分） ③ 多条回复都推荐 Debian LTS 或 Ubuntu，并鼓励学习基本命令行，通过 SSH 管理而不是过度复杂化（@Azsde, 5分；@Interesting-Ad9666, 3分；@heroryne, 3分）
展开评论
- @msanangelo (16): ubuntu or debian server with docker and portainer OR proxmox and manage over a webui.
- @sebastobol (6): I'm not sure if I would use a server operating OS with THIS website and commit history. This is a low-effort AI generated website. Apparently it's also still BETA [https://docs.mos-official.net/docs/Release-Notes/Overview](https://docs.mos-official.net/docs/Release-Notes/Overvie…
- @Azsde (5): I completely agree, promox and/or debian LTS with docker is my personal preference.
- @Interesting-Ad9666 (3): I dont think you need to make it more complicated than it needs to be, just put some stable os like debian or ubuntu that have tons of examples on how to do stuff, then you can ssh into it an do whatever you want. If you're doing a homelab, I think its worth learning some comman…
- @heroryne (3): I'd say either go with Ubuntu server or Proxmox.
创作者分享自己做的 Product Hunt 上线筹备工具 launchpact.io，并附带详细清单提醒独立开发者提前规划首发节奏避免首发扑街。
Hi all, As i'm working on growing [launchpact.io](http://launchpact.io/) i'm seeing a lot of unprepped launches and as the day unfold they don't get much visibility and end up with a failed launch. T…
受众观点：① 有过匆忙 Product Hunt 首发、事后才意识到准备不足的独立开发者（@adineag, 2score） ② 刚经历过首发、觉得官方建议时间线过长、希望用更短周期完成高质量准备的创作者（@redlikecherries, 2score） ③ 正在计划首次 PH 上线、需要现成工具和清单降低试错成本的新人 indie hacker（多位点赞感谢类评论）
展开评论
- @adineag (2): Damn, wish I saw this 2 weeks ago when I launched. Next time I guess. Good job anyway!
- @redlikecherries (2): nice! the pledge part sounds very good, just went through a launch a few weeks back, and it would've been very useful. on the checklist, I think the whole 6 and 4 week parts seem so long - if your product's ready to launch, you prep in days or a week rather than a month or more.…
- @Aggressive-Tiger4869 (2): Thanks for this advice
- @Aggressive-Tiger4869 (2): Good job bro. This is impressive.
- @Good_Aerie_7913 (2): thats really usefull man, thanks for building this.
帖子分享一篇 Fail2ban 配置指南，涵盖 SSH/Nginx/Apache 监狱规则、recidive 重犯封禁和与 nftables/firewalld 集成的示例配置，面向暴露在公网的 Linux 服务器。
Guide covering Fail2ban: jail configuration for SSH/Nginx/Apache, the recidive jail for repeat offenders, custom filter creation, and nftables/firewalld integration. Includes a ready-to-use starter c…
受众观点：① 很多老用户表达对 Fail2ban 的喜爱，感叹这个二十年前的工具至今仍然好用，说明它在自托管圈有很强的口碑和存量用户（@merval, 46score） ② 有人分享自己从 Fail2ban 迁移到 CrowdSec，认为后者功能更强但配置复杂，也有人因为 CrowdSec 太难配而退回 Fail2ban，体现出社区在“简单 vs 强大”之间的真实取舍（@IC3P3, 32score; @longdarkfantasy, 11score） ③ 还有人提到自己干脆关掉所有端口来“保护”服务器，或质疑在没暴露 SSH 的情况下 Fail2ban 是否还有用，暴露出不少人对威胁模型和防护边界的理解不清（@Bancas, 11score; @zunjae, 9score）
展开评论
- @merval (46): I love fail2ban. It’s amazing to see software I used 20 years ago still rocking!
- @IC3P3 (32): Love Fail2Ban and have used it for the few years I'm self hosting, but by now I switched to CrowdSec. To Fail2Bans credit, CrowdSec is so much more setup to do
- @longdarkfantasy (11): True. I switched from f2b to crowdsec and I found it too complicated to set-up, then I went back to f2b.
- @Bancas (11): I’ve had f2b on my server for years but I wonder if it even does anything since I don’t have SSH exposed.
- @zunjae (9): I gave up on trying to further protect my servers. I just disabled all ports. This way people can’t connect to my server at all
作者讨论那种一切技术上都返回200但用户流程早已悄悄坏掉的隐性前后端bug，并邀请开发者分享自己最折磨人的案例。
A few years ago I would've said crashes are the worst bugs. Now I think it's the opposite. The worst bugs are the ones where everything technically works. The request succeeds. The button works. The…
受众观点：① 很多开发者分享了真实案例，比如密码自动填充挡住按钮、小屏设备布局导致流程中断等，说明大家对“非技术性崩溃但严重影响体验”的坑很有共鸣（@Ok-Dinner235, 39score） ② 有人提到 API 提前返回成功但数据库事务尚未提交，暴露出后端一致性和错误处理设计上的常见疏忽（@HistorianAdorable405, 23score） ③ 评论里也有人从协议层吐槽 GraphQL 等方案把所有错误都包在 HTTP 200 里，让前端更难通过状态码发现问题（@AshleyJSheridan, 10score）
展开评论
- @Ok-Dinner235 (39): We once had a signup drop for months because password autofill covered the submit button on smaller iPhones.
- @HistorianAdorable405 (23): Had one where the API returned success before the DB transaction actually committed.
- @infostruct (18): I work on the controller at Jackbox Games (jackbox.tv) and 4-5 years ago I lead the charge to move our connection screen, moderation and all future games from Marionette to Vue. When I did this I broke the ability to reconnect if you lost network at all. The controller just didn…
- @CrazY_KijotE (15): Pfff, I’ve seen that as a user on a couple websites and it’s so annoying … I can’t imagine from the developer end 🤦🏻♂️
- @AshleyJSheridan (10): This is happening more and more, especially with things like GraphQL, which returns HTTP 200 for every response, even errors, because front end devs get confused about HTTP status codes.
作者分享自己夜晚和周末做了三年的 Stratora，自托管一体化基础设施监控平台，用单个 Windows 安装包整合监控、拓扑、IPAM、告警和报表，并提供永久免费社区版给 homelab 和中小团队使用。
Background: As an admin/SA, I've spent years running SolarWinds, PRTG, Zabbix, Nagios, LibreNMS, Checkmk, ManageEngine OpManager, NetBox, custom TIG (Telegraf/Influx/Grafana), and ELK (Elasticsearch/…
受众观点：① homelab 用户关心 Stratora 对只有一台 Docker 盒子、Plex 和 *arr 堆栈的适用性，作者解释更适合有交换机、虚拟化和 NAS 的环境（@DJzrule, 7分） ② 有人直接问小型 Docker+Plex 服务器能从 Stratora 获得什么价值，体现出轻量场景下是否过度复杂的疑虑（@Less_Exercise_8092, 3分） ③ 评论里也有人担心 Windows 作为基础平台的稳定性和更新问题，更偏好 Linux 方案（@MaKlaustis, 2分）
展开评论
- @DJzrule (7): Honest answer for your specific setup: maybe not a ton today. Stratora monitors the infrastructure layer (physical/virtual hosts, switches, firewalls, storage), and Community Edition is free for homelab use. Windows and Linux host + service monitoring is there today via agent (C…
- @Less_Exercise_8092 (3): if you run a small server with docker and a bunch of Plex/jellyfin type arr stack stuff what if anything would Stratora do for me?
- @-Alevan- (3): Is this windows only? Is running in containers supported?
- @vicious_bones (2): This looks solid for consolidating a sprawling monitoring stack, but the real test is whether it stays lightweight enough for homelab use without becoming another resource hog like the enterprise tools you ditched.
- @MaKlaustis (2): I prefer no Windows-based. Windows has a long history of issues with its updates. VEEAM also spends a lot of time on Linux-based systems. Their objective is to have a product that performs backups without requiring maintenance of operating systems.
楼主感叹 Reddit、Upwork 等平台被 AI 机器人和垃圾提案淹没，认为大部分人只是在用 AI 拼凑毫无市场验证的 SaaS 点子，呼吁谁能真正解决多平台 AI 垃圾内容和机器人问题，谁就能抓住一个巨大的刚需机会。
I have been scanning this subreddit and many others. And the amount of bot/AI posts and comments is mind-blowing. Not only Reddit, but I also started on Upwork to switch to freelancing from a full-ti…
受众观点：① 有人补充说现在 IT 圈因为能在两小时内做出完整 Web 应用，导致大量没做市场验证的项目和 AI 垃圾充斥 Upwork、Fiverr 等平台（@Kaizan03, 9likes） ② 有人指出真正赚钱的往往是那些“无聊又脏”的细分行业和重复性问题，机会比以往更大，但需要愿意做不性感的工作（@boulhouech, 4likes） ③ 也有人提醒如果解决方案真那么简单早就被做了，楼主则回应自己只是提出问题，承认这是个难题但一旦有人找到可行方案会非常赚钱（@Forward_Scratch_9441, 2likes；@Unlikely-Version8447, 2likes）
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- @Kaizan03 (9): The IT field is kind of like this now, people can build a fully working web app in 2 hours, so everyone is building random stuff without even checking if there’s an actual market for it first, upwork and fiverr have become unusable because of the amount of ai spam, on fiveer i h…
- @boulhouech (4): money is and always will be in those boring areas that most people do not want to touch.. for example many founders and wannabe SaaS builders look at companies that succeeded 5 - 10 years ago and think, wow, i can just copy that playbook but what they fail to understand is that…
- @Forward_Scratch_9441 (2): Buddy, if the solution were that easy it would have been solved by now.
- @Unlikely-Version8447 (2): Just as I said in the first paragraph of my response >I showcased the problem, not the solution. If I knew exactly how to build it, I would build it. I'm a developer. I know that there are a lot of things to think about, I'm not saying it is an easy way to make fast money. Bu…
- @Unlikely-Version8447 (1): Exactly
一位长期使用 arr 媒体栈的用户在上手 Profilarr 后被各种质量配置和向导搞晕，询问大家如何选择 Radarr 画质配置以及区分动漫和普通剧集的 Sonarr 配置。
Been using the arr stack for forever, but never was using TRaSH guides or anything special. I normally just grabbed whatever release looked best to me. I've got profilarr setup, and over the last wee…
受众观点：① 有人指出 Profilarr 最难的是最初配置阶段，一旦 profile 调好就几乎是“设好就忘”的工具（@Quirky-Win-8365, 35分） ② 评论提到 v2 版本提供了向导，大大降低了首次配置的门槛（@itastesok, 22分） ③ 也有用户分享自己在 Radarr 中勾选的多种 2160p/1080p 配置，并解释 Balanced、Quality、Remux 在音视频质量和设备兼容性上的差别（@DAVESM1TH, 9分）
展开评论
- @Quirky-Win-8365 (35): Honestly the hardest part with tools like Profilarr is the initial setup rabbit hole. Once the profiles are dialed in though, it usually becomes one of those “set and forget” parts of the stack.
- @itastesok (22): The new version 2 has a lovely wizard to walk you through the process of setting up for the first time. I was overwhelmed at first too, but finding the wizard helped a LOT!
- @DAVESM1TH (9): For movies I have the following selected: 2160p Balanced, 2160p quality, 2160p remux, 1080p Balanced, 1080p Quality, 1080p Remux. Balanced is great for 99% of whatever you want. Quality is for a little better audio and less video compression. Remux if for something where you wan…
- @secondanom (9): i tihnk using the built in profiles is fine for +90% of people. go to dictionarry wiki and read descriptions of the profiles, this should give you a good overview. there isnt a anime profile yet.
- @hematic (4): So i used the wizard, and it was fine for letting me pick one built in profile. That part has worked great. All my other questions though, thats where i am lost.
MONET 是 Jasper 团队发布的 Apache 2.0 开源图文数据集，从 29 亿图片筛到约 1.049 亿高质量样本，并附带可视化、检索和 T2I 训练代码。
Hello everyone. The new dataset is named MONET, is Apache 2.0 and available on HF: [https://huggingface.co/datasets/jasperai/monet](https://huggingface.co/datasets/jasperai/monet) **MONET is open, Ap…
受众观点：① 想训练或微调文本生成图像模型的研究者和工程师，关注数据授权、质量和是否容易上手 ② 资源有限的独立开发者，希望用现成高质量数据集快速做出 demo 或垂直领域模型 ③ 对数据集构建流程感兴趣的 ML 从业者，想了解从 29 亿到 1 亿样本的筛选思路。
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- @Luuigi (14): Thats a crazy dataset. I am just thinking 5 years ago i had to carefully put together datasets of images by writing to paper authors and paying a decent amount of money
- @anonymous_amanita (9): This is really cool! As a small note, how did you know the images were real and not AI generated/synthetic/manipulated (maybe you didn’t worry about this)? I guess looking at the umap visualization, there is computer generated media, etc., but I’m just wondering if this was some…
- @dh7net (6): Most of the images come from old sources, so the risk of having AI-generated images is low there. That said, we also added almost 15 million synthetic images because it helps train T2I on the dataset. There is clear metadata, so you can know which is which.
- @FullOf_Bad_Ideas (5): 68TB of data, nicee.
- @dh7net (4): I'm glad you like it! We hope it will make things easier for research!
楼主介绍自己在做的 Causo AI 外呼销售代理，吐槽大部分 AI SDR 工具只是 Apollo 包装，数据质量差、个性化弱，并征集大家真实使用体验和需求。
We’re currently building out Causo for GTM. The same intelligence infrastructure that got us 500+ users in 2 weeks for our fundraising product is now being used for outbound: agents that understand y…
受众观点：① 曾试用多款 AI SDR 工具却发现只是数据库包装、个性化很差的创始人和销售负责人（@CalmStand4712, 1score） ② 亲自对比过热门工具与 Apollo、Hunter，发现只是 1:1 包装、没有真正处理数据的用户（@Strong-Yesterday-183, 1score） ③ 认为目前工具只是在放大发送量而非理解业务、希望 AI 先做好研究和线索优先级的 B2B 从业者（@Proud_Promotion_4347, 1score; @AdventurousLime309, 1score）
展开评论
- @CalmStand4712 (1): Used a couple AI SDR tools last year and yeah most of them were just fancy wrappers around existing databases with terrible personalization 💀 The biggest issue I found was they would pull completely wrong company info or target people who left the company months ago. Also the "p…
- @Strong-Yesterday-183 (1): 100% agree. We spot tested a few trendy ones vs apollo and hunter - they dont even process the data, it is literally just a 1:1 wrapper. Will add you here and send you an invite once it is public (next 2 weeks for sure)
- @Proud_Promotion_4347 (1): Yeah most of the ones I tried automate volume but not the understanding, so the outreach still feels super generic around the AI wrapper. Love the idea of agents actually understanding business context before deciding who is even worth contacting. What ended up being the hardest…
- @Strong-Yesterday-183 (1): Lead qualification is for sure the hardest part. Most of the tools out there currently are people first (e.g. head of xxx in yyy industry). So what they are really matching is titles and then filtering out industries... That just seems unreasonable in this day and age...
- @AdventurousLime309 (1): Most AI SDR tools still feel like “Apollo + GPT wrapper + sequencing tool.” The biggest failure points are usually bad enrichment data, fake personalization, and agents optimizing for volume instead of reply quality. The setups that seem to work best are the ones using AI for re…
作者介绍自己做的 FitSaver 应用，把 Instagram/TikTok 健身短视频链接解析成带动作、组数和计时器的结构化训练计划，已实现 3k 美元收入。
Built an app that turns Instagram workout reels into actual workout timers with exercises. The idea started because my saved folder became complete mess. I had many workout reels saved across Instagr…
受众观点：① 有人简单表示这个想法不错，认可把刷视频变成实际训练的方向（@Comfortable_Cat_7463, 2分） ② 有评论建议增加 Web 或移动 Web 版本，认为跨平台会提升使用场景覆盖（@c5corvette, 2分） ③ 也有用户追问技术细节，关心应用到底是如何“转换”视频，是按时长循环、转录音频还是解析视频内容（@tzt1324, 1分）
展开评论
- @Comfortable_Cat_7463 (2): Great
- @c5corvette (2): This is a great idea! You should build a web/mobile web version too.
- @LeaderAtLeading (2): This is a useful bridge between inspiration and actually doing the workout. I would focus the demo on how fast it goes from reel to timer.
- @Aggravating-Read-16 (1): 👍🏻
- @tzt1324 (1): What exactly does it "turn"? Do you loop the video to particular length? To you transcribe the audio and process it? Or the video?
帖子讨论 ACM MM 2026 会议的 rebuttal 时间和评分细节，作者为参会者开了一个集中交流评审与申诉问题的串。
The AC email says the rebuttal is between 28 to 4th. The June 4th on website is the deadline. So I created this post for the discussion. I know it's a MM conference and less about ML but I think many…
受众观点：① 正在向 ACM MM 或类似会议投稿的研究生和研究人员，关心 rebuttal 流程和评分尺度 ② 关注学术会议但不常投稿的工程师，希望了解论文评审节奏对研究方向和职业规划的影响。
展开评论
- @Nice-Advertising9377 (2): wait the rebuttal period is that short or am i reading this wrong
- @Striking-Warning9533 (1): If the AC email was correct, it's starting in 5h
- @ManySugar5156 (1): lol that’s insanely short, i was still assuming june 4th too
- @mahedi61 (1): I am confused about the rating scale for the main track. What are the minimum and maximum scores?
- @Striking-Warning9533 (0): 4,4,3,3,3, the 3s are high conf, any chance?
作者分享自己做的 5 分钟达克效应测试网站，用逻辑题和自信度评估对比“自认为懂”和“实际水平”，专门给 indie hacker 检测创业自信是否脱离现实。
hey everyone, i tried posting this a few days ago but my karma was too low, so the bot took it down. glad to finally be back! we’ve all met that founder who is 100% convinced their "uber for x" idea…
受众观点：① 认为创始人更需要针对产品假设的“妄想测试”而不是抽象逻辑测验的从业者（@Weary-Step-8818, 2score） ② 亲身经历过“过度自信既帮你撑过早期又让你忽视数据”的创业者（@SlowPotential6082, 2score） ③ 看到这个工具后，觉得“创始人自信 vs 真实能力”这个角度很适合传播、建议更聚焦创业场景包装的用户（@AdventurousLime309, 2score; @altoidbreeezy, 2score）
展开评论
- @Weary-Step-8818 (2): the funny part is founders don’t need a general confidence test, they need a product-specific delusion test: who pays, why now, what have i ignored, what would prove this is trash.
- @SlowPotential6082 (2): The worst part is that this overconfidence actually helps in the early days when you need to convince investors, employees, and customers to bet on something that probably shouldnt exist. I was absolutely delusional about my first startup's market size and kept pitching VCs with…
- @AdventurousLime309 (2): This is actually a clever idea for indie hackers because founders are notoriously bad at self-calibration 😭 The “confidence vs actual competence” angle is strong and very shareable. I’d lean even harder into the founder/startup framing though. Right now it feels slightly academi…
- @altoidbreeezy (2): Love the concept honestly, but just thought of an interesting angle. Of course, seems everything now is a GPT wrapper but what if you took this idea, and instead of a quiz gave founders the ability to talk through their builds, and then the LLM would score ideas on the same exac…
- @SideQuestDev (1): 100%. a general logic quiz is just the baseline to show how calibrated you are on standard reasoning, but the "product-specific delusion test" is the holy grail. identifying "who pays, why now, what have i ignored" is exactly the kind of friction i want to build into the next ve…
楼主使用 PayPro Global 作为支付网关运营普通 SaaS，一年几乎没纠纷却突然被对方冻结账户，担心现金流被掐断，情绪激动表示要花几个月时间“报复”这家支付服务商。
I have been using PayPro Global for a while and it worked fine for the initial months and I thought it would be a legit payment gateway and today out of nowhere, they sent me this. I haven’t had many…
受众观点：① 有人调侃也许这能减少版块里各种支付处理商广告，顺带提到部分平台开始限制 AI 生成媒体相关业务（@shacksrus, 2likes） ② 有人吐槽楼主威胁“要毁掉对方公司”的说法太夸张，建议理性处理（@Modulius, 1likes） ③ 也有同样被 PayPro 停用的 SaaS 创业者现身说法，称其对长期订阅业务极不可靠，提醒不要把所有循环计费都押在一家供应商上（@gulfgator2, 1likes；@SayedHasmi, 1likes）
展开评论
- @shacksrus (2): Maybe well stop having so many payment processor ads in this sub now that they've decided to stop support ai generated media companies.
- @Modulius (1): "If they do this now, I’ll be ruined but I’ll make sure I dedicate my next few months on ruining them completely." Get a fucking life.
- @gulfgator2 (1): I feel your pain. Same thing happened to me. I have a SAAS advertising type business with lots of recurring. Totally unreliable company. I had used them for years. Glad I have many other processors but it still sucks to lose the recurring billing. They are a totally unreliable b…
- @GiftAcademic3286 (1): Bro which Saas app or web you have and for which payment methods your were using paypro?
- @SayedHasmi (1): It’s a social media scheduler and it’s been operating for 2016.
作者分享自己做的 PocketShell 手机应用，通过在服务器上装开源 agent，用 WebRTC P2P 让手机安全直连管理 homelab 和各类主机。
I've been building PocketShell, Its a Mobile app to manage my homelab and servers from my phone, and I'm looking for a few people to beta test it. How it works: you install a small agent ([Open Sourc…
受众观点：① 有人质疑相比直接暴露 SSH，这种基于 WebRTC 的自定义协议是否真的更安全，认为不如用 Cloudflare tunnels 等成熟方案（@HoratioWobble, 14分） ② 有评论对帖子里的 AI 回答感到不安，暗示安全相关产品如果沟通不清会严重影响信任（@PUPcsgo, 7分） ③ 也有人建议在上线前先用简单方式向非技术朋友收集真实使用反馈，强调早期要先验证需求再堆功能（@candizdar, 1分）
展开评论
- @HoratioWobble (14): So instead of exposing SSH, I expose a bespoke protocol that uses WebRTC as a transport layer? I don't understand how that's better. Why wouldn't I use something like Cloudflare tunnels instead?
- @PUPcsgo (7): And if that didn't inspire you with confidence, the AI responses will. Jesus christ.
- @Poat540 (3): Dude shut it
- @yashagl9 (2): Claude Code + Remotion Skill
- @candizdar (1): try sending a feature request to your non-tech friends via email before launching. this gives you real user feedback without development effort. spent the last year building testfi.app because i had the same problem. you get screen recordings + voice from actual users, not analy…
作者分享自己用 Swift/Xcode 在 23 天做出一款 MacOS 工具，通过多次在 Reddit 发帖获得 400+ 日活，并复盘从害怕上线到快速迭代、Product Hunt 收益有限、直销 vs Mac App Store、以及 Vercel、Supabase、Cursor、Claude 等整套技术与成本选择。
Hey r/SaaS I Built a MacOS app and launched it on December on reddit now it has crossed 400+ Daily active users in 3 months only through reddit. Sharing what I learnt, what mistakes I did and my thou…
受众观点：① 有人关心他最初是怎么拿到第一批付费用户和订阅的，自己发了两个月短视频却还没收入（@Asleep_Hovercraft272, 3likes） ② 有人讨论 App Store 上架和直接分发的取舍，认为直销更适合细分工具，因为可以完全掌控客户关系和数据（@Financial_Egg8558, 2likes；@Cute-River-1592, 1likes） ③ 也有人从基础设施角度质疑他为何早早付费用 Vercel、Supabase 等，认为对早期项目可以用更便宜甚至免费的替代方案（@lou_builds, 2likes）
展开评论
- @Asleep_Hovercraft272 (3): How did you managed to get the initial traction and subs? I have launched mine 2 months ago and posting daily reels but haven't had any single dollar of earning.
- @Financial_Egg8558 (2): the app store vs direct distribution decision is underrated as a strategic choice. app store gives you discovery but takes 30% and controls the relationship. going direct means you own the customer, the pricing, and the data. for a tool like this where the use case is specific a…
- @hennylam (2): What methods did you use to get your first set of customers and did you know before/after they were your ideal customer base?
- @lou_builds (2): vercel without the paid doesn't show much analytics and keeps the visitor number only for 30 days - but i'm pretty sure there are other services that do this for free so not sure why he's on the paid plan. For supabase, if you don't pay, the project gets paused every 2 weeks mea…
- @Cute-River-1592 (1): I agree and on top of that mac app store has insane restrictions on version upgrade. the review process is getting stricter. but provides really good distribution if keyword is nailed. I thought as a founder and this is my first product it would be good to learn distribution ski…
作者想让用户自定义 2D SVG 角色的性别、肤色、衣服和手臂姿势，又不想为每种组合单独出图，求更优雅的动态组合 SVG 方案。
I want to make a feature where my users would be able to customize a 2D svg character. They would choose their sex, their skin color, their clothes color, and maybe even put on accessories later. The…
受众观点：① 有人建议使用 inline SVG 并把不同部件封装在 <g> 里，通过 DOM 操作在运行时切换组合，强调 SVG 与普通 DOM 一样可操作（@LiveFreeOrHRC, 4score） ② 也有人直接推荐 pixi.js 这类渲染库，说明部分读者倾向于用现成 2D 引擎来管理复杂组合和性能问题（@jeff77k, 2score） ③ 后续讨论里楼主和评论者围绕“不要嵌套完整 <svg>，而是准备一个空容器再插入子节点”的做法反复确认，体现出对实现细节的困惑（@Affectionate-Ad-7865, 1score; @LiveFreeOrHRC, 1score）
展开评论
- @LiveFreeOrHRC (4): Inline SVG can be manipulated just like the rest of the DOM. Look into wrapping your permutations into <g>s that you can swap in and out on the fly.
- @jeff77k (2): Look into pixi.js
- @Affectionate-Ad-7865 (1): There are other people who answered I could put all my parts in the same file and display them or not with css. Is that what you are talking about by "swapping them in and out on the fly"?
- @LiveFreeOrHRC (1): It might be helpful to stop thinking of SVG as a filetype and instead think of it as an XML syntax. Inline with your html you can set up an empty <svg> tag that has the appropriate dimension and viewbox attributes set. Then you can manage all of the permutations of potenti…
- @Affectionate-Ad-7865 (1): I believe that is what I tried to do. Insert the content of my "arms" file into the xml of my main character file using render_to_string() and then rendering it to the user. I ran into some problems with positioning and everything as if I simply did this, I had an svg tag inside…
楼主在同时使用多个支付服务商时被续费失败和对账折腾，询问 SaaS 是否值得上 payment orchestration 来统一路由和监控支付。
Has anyone here used payment orchestration for SaaS payment headaches? I’m dealing with the annoying side of having more than one payment provider. Main things that bother me are failed renewals, dif…
受众观点：① 有使用者（如 bellerws）认为最大收益是有统一视图，不再被多个后台和 CSV 折磨，但对具体服务商仍在试验。② 有人（如 Historical_Peak_3951）提醒要先测清真实拒付率和原因，区分处理器规则与真实资金不足，否则盲目切换处理器未必能提高恢复率。③ 也有评论者（如 Weary-Step-8818）强调只有当续费失败造成明显 MRR 流失时，编排层才值得投入，否则只是多一个需要排查的后台。
展开评论
- @bellerws (3): yeah the biggest benefit for me is that I have one place to look at what’s going on and not stuck with CSVs like an idiot, can't recommend a provider I'm still testing it
- @Historical_Peak_3951 (2): The 10% recovery rate is interesting but worth stress testing before committing. I'd measure your actual decline rate first and see how much is processor-specific versus legitimate fraud flags or insufficient funds. Some failures won't recover on a second attempt no matter the p…
- @AccurateAd9196 (2): right. Even I feel the payment recovery methods are fragmented and it has to be orchestrated in a appropriate manner.
- @Weary-Step-8818 (1): payment orchestration is worth it when failed renewals are a revenue leak, not just an ops annoyance. first measure MRR lost to declines and recovery rate. otherwise you’re adding another dashboard to debug dashboards.
- @parthi1 (1): Yes, when a payment fails with one processor, you can take it another processor. But there are payment nuances like Network txn id need to be sent in the new processor and they need to accept this form a rerouting. We are building this in our company as a service. We have heard…
一位有十年 UX/UI 经验的设计师痛批 Webflow 在自定义代码、组件灵活性、动画、CMS 结构和类名管理等方面极其反人类，质疑这个工具到底适合谁用。
I just need to get this out before I break my laptop in half. I have worked in UX/UI for nearly 10 years. I've used so many website builders. The worst BY FAR is Webflow. Where do I start? 1. Very li…
受众观点：① 有人（如 TheDevauto）认为这是用错工具，Webflow 本来就是给非全职开发者快速搭站用的低代码方案，对追求高度自定义的专业人士来说必然感觉被束缚。② 楼主在回复中（如 Spirited-Wonder1410）强调 Webflow 既要求懂 CSS，又限制开发者自由，导致对自己和客户都不友好。③ 也有开发者（如 mister_malarky）分享曾经喜欢 Webflow 的一体化和内置 CMS，但在 AI 让手写网站变得更快后，团队已经完全弃用它。
展开评论
- @TheDevauto (14): Its a case of using the wrong tool. It sounds like you are used to very custom website development. Webflow is a low code tool. Just like enterprise devs hate low code tools, you will to because you feel boxed in. Many years ago I was a unix engineer and we hate windows for the…
- @Spirited-Wonder1410 (6): Completely agree, and I wouldn't be using but my client has everything built. I feel like Webflow is in such a stupid limbo because it takes near dev knowledge to use but spits in your face if you are a dev. Who is this product for???
- @comma84 (2): I too am not a fan of windows, point-click admins, and page builders.
- @ironmoney (2): Only reason i liked webflow in the first place, it was all in one, and you could bill the client from their platform. Making setup and billing easier for them. I dont know why they got rid of it, that was their differentiator
- @mister_malarky (2): Webflow was great before the AI-era. If you were a front-end developer, it pretty much allowed you to apply your knowledge and get websites up way faster than trying to code everything from scratch, don’t have to worry about rolling out a CMS as it’s included, and made maintenan…
作者在一个非自然语言序列数据集上训练 GPT 风格 Transformer 模型，详细列出参数后抱怨模型只会重复单一 token，求教训练和超参调优经验。
I am responsible for a research project that is supposed to train a GPT-like model (Transformer-decoder) with 100M, 250M and 500M model variants. --- # params ## training dataset - 750M tokens - voca…
受众观点：① 想在时间序列、日志或其他非文本数据上尝试 Transformer 的研究者和工程师 ② 资源有限、但想自己从头训练中小模型的独立开发者，希望避免常见训练失败模式 ③ 对训练稳定性和超参敏感性有兴趣的 ML 从业者。
展开评论
- @PortiaLynnTurlet (4): The number of tokens is probably too low for those model sizes. Try a minimum of 2B tokens, ideally 10B or more. Otherwise hard to say but the other hyperparameters seem a bit off. Adam beta2 should probably be larger, learning rate smaller. The total batch size also looks quite…
- @samas69420 (2): lr looks too large i trained models of similar scale and i used 1e-5
- @PortiaLynnTurlet (2): This might be because the effective batch size is so large. If you have a sequence length of 1024, try a batch size of 128 and you can probably pull the max LR down to 5e-4 or lower.
- @_rjx (2): Agree with the advice others have given. Also: Where are you getting your train data. 16 epochs on the same tokens is odd, as others have said you want at least 20:1 token to param ratio but quality matters. Try training something like 5b tokens of fineweb-edu and if that gives…
- @_rjx (2): Yeah exactly, properly implemented 100m transformer on 5B tokens of fineweb-edu will provide coherent looking text at least. (Not usable by today's standards but obviously not garbage) Otherwise without knowing more about the domain it's hard to give you better advice but I'd st…
作者介绍 TrailBase 0.28 版本，这是一款用 Rust 构建的开源自托管 Firebase 替代品，单一可执行文件即可部署，新增实验性的 Postgres 支持以满足更重写入和高级特性需求。
[TrailBase](https://github.com/trailbaseio/trailbase) is an open, [fast](https://trailbase.io/reference/benchmarks) Firebase-like server for building apps. It provides type-safe REST APIs + change su…
受众观点：① 有人认为加入 Postgres 意味着 TrailBase 未来可以做高可用部署，关心是否在路线图上（@Sloppyjoeman, 3分） ② 也有用户表示之前因为没有 Postgres 一直没尝试，关心实验后端是否与现有 API 完全兼容以及潜在边界情况（@Kamran-nottakenone, 3分） ③ 还有人直接问能否作为 Firebase 的几乎“即插即用”替代，说明迁移成本和兼容性是核心关注点（@bangaloreuncle, 2分）
展开评论
- @Sloppyjoeman (3): This is amazing, having options is great. Postgres opens the way for high availability of trailbase itself, is that on the roadmap?
- @Kamran-nottakenone (3): postgres support was the thing keeping me from trying this. does the experimental backend hit the same apis or are there edge cases to watch
- @bangaloreuncle (2): Can it be used as a drop in replacement for Firebase with minimal code changes?
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @shakinthetip (1): I've been watching your project for a little bit. I'm not a developer by trade but I like to learn and tinker. What are some examples of times when someone would reach for a tool like this?
作者在给新应用集成 Paddle 订阅结算时，生成结账链接后访问出现模糊报错，求助如何排查这种 Paddle 环境和凭证配置问题。
After finishing the app I've been working on, I decided to use Paddle to handle monthly and yearly subscriptions. I followed their documentation and getting started page and did almost everything the…
受众观点：① 有人分享自己在 Paddle sandbox 遇到几乎相同的问题，最后发现是 sandbox 商品配了 live 凭证导致，提示环境配置错配是高频根因（@stovetopmuse, 5score） ② 另一位也强调 sandbox/live 混用是大多数类似错误的来源，建议逐项核对 API key、client token 和产品 ID 是否来自同一环境（@Friendly-Shirt-9177, 1score） ③ 楼主后续反馈问题出在客户端 token 处理不当，并吐槽 Paddle 错误页面信息极少，说明开发者很需要更好的调试指引（@WadieZN, 1score）
展开评论
- @stovetopmuse (5): I had almost the same thing happen in Paddle sandbox. Turned out the checkout link was tied to the wrong environment config, sandbox product with live credentials. Their error page is super vague for that stuff. I’d double check the API key, client token, and product IDs are all…
- @Friendly-Shirt-9177 (1): Sandbox/live env mix-up, most times. Check the API key, client token, and product IDs all came from the same Paddle environment, not a split config tho
- @WadieZN (1): This helped! the issue was coming from client side token not handled correctly. But truly, their error page isn't helpful at all x) Thanks for your help mate
- @[deleted] (1): [removed]
- @webdev-ModTeam (1): Your post/comment has been determined to be a low-effort posts or comment. This includes title-only posts, easily searchable questions, vague/open-ended discussion prompts, LLM generated posts or comments, and posts/comments that do not provide enough context for meaningful repl…
作者展示用 Waveshare ESP32-S3-Touch-AMOLED-2.16 改造的桌面小设备，基于 Clawdmeter 固件接入 G-train 和 CitiBike 公共 API，实时显示纽约通勤信息。
Just sharing a cool thing (I hope). Looking mostly for other ideas to implement on it, or people to jam with. **Hardware:** Waveshare ESP32-S3-Touch-AMOLED-2.16. Forked the upstream Clawdmeter firmwa…
受众观点：① 有人好奇硬件本体是否是自制的，夸赞成品外观不错，询问具体是怎么做出来的（@Wild_mcberry, 2分） ② 作者澄清硬件是直接购买 Waveshare 成品板卡，并贴出购买链接，说明主要工作在固件和 UI 上（@selim_amrouni, 3分） ③ 也有评论建议不要只围绕自己抱怨做功能，而是去挖 NYC 通勤者在抱怨贴里的真实痛点，用这些内容来定位产品（@LeaderAtLeading, 0分）
展开评论
- @selim_amrouni (3): I did not make it! Here is the link where I purchase it: [https://www.waveshare.com/esp32-s3-touch-amoled-2.16.htm](https://www.waveshare.com/esp32-s3-touch-amoled-2.16.htm)
- @Wild_mcberry (2): Besides the software, how did you make the hardware? The product looks well put together
- @selim_amrouni (2): Good tip! I first built this for myself and my own complaints but you are right there is probably nice stuff on those threads
- @LeaderAtLeading (0): NYC transit niche. Good. Now find the threads where commuters complain about the current options instead of building more features and hoping they stick.
- @LeaderAtLeading (-1): yeah those complaint threads are usually where the clearest positioning ideas come from honestly because people describe the pain in plain english. [leadline.dev](http://leadline.dev) makes digging through those way faster.
作者自用开发了一款名为 protakeoff.org 的 PDF 引擎，主打替代 Bluebeam 和 Planswift，为建筑和造价场景提供高速打开、标注、OCR 搜索和自动计数等功能。
initially built this for myself , needed to open pdfs , mark up , do takeoffs , cad plans , it took so much time and Bluebeam & Planswift were so expensive , so i decided to try it , now i have 2…
受众观点：① 有人指出真正的卖点不是 60fps 缩放，而是已经有 20 个客户把它当作 Bluebeam/Planswift 的日常替代工具，建议文案先强调工作流替换（@Weary-Step-8818, 2分） ② 作者回应表示产品确实解决了自己和这 20 位用户的真实问题，鼓励大家亲自试用再评价（@ilirkl, 1分）
展开评论
- @Weary-Step-8818 (2): 20 clients is the real headline, not 60fps PDF zoom. lead with ‘estimators replaced Bluebeam/Planswift for takeoffs’ if that’s true. speed is nice, workflow replacement is money.
- @ilirkl (1): you can try it out and review for yourself , for me it solved a real issue , and so for the other 20 people
一篇介绍 AgingBench 基准的帖子，实测把 Claude Code CLI 代理从 Sonnet 4.6 换成 Opus 4.7 后，长期部署场景下 PyTest 通过率反而下降约 15%，强调记忆策略比单纯换更强模型对长寿命代理影响更大。
***Are agents aging after deployment?*: https://arxiv.org/abs/2605.26302** On a new longitudinal deployment benchmark, switching the Claude Code CLI agent from Sonnet 4.6 to Opus 4.7 dropped PyTest p…
受众观点：① 读者关注记忆管理和上下文压缩对代理表现的影响，认为瓶颈不在模型本身而在状态管理（@Fit_Watercress_125, 2likes） ② 作者本人补充，统一的代理框架在长时序任务下对不同底模未必适配，长期表现可能变差（@johntrobertson, 1likes）
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- @Fit_Watercress_125 (2): Memory management is definitely the bottleneck here, not raw model performance. I've seen similar issues where upgrading models in production actually broke existing agent workflows because the new model handles context compression differently The 4.5x spread from memory policy…
- @johntrobertson (1): Author here - that's exactly the way I view it. It seems that the trend of using one harness (Hermes, OpenClaw, OpenCode, etc) for many base models can lead to worse performance in long horizon settings.
作者展示了用 ESPHome、M5Stack Tab5 和 BLE OBD2 组合，实现车辆熄火时自动通过 WireGuard 隧道把里程同步到自托管的 LubeLogger 的完整方案。
I recently built a custom ESPHome setup to automatically log my vehicle's mileage to LubeLogger. I'm really happy with how it turned out, so I wanted to share the architecture I put together! **Hardw…
受众观点：① 有人提醒如果 LTE 上网卡跟随点火断电，发动机熄火时 WireGuard 会立刻掉线，导致 Webhook 无法发送（@Kamran-nottakenone, 1分） ② 作者解释自己车的 ACC 供电会在熄火后保持到开门，因此有足够时间完成自动化（@Puzzleheaded_Mind576, 1分） ③ 还有评论是自动提示展开回复了解帖子中如何使用 AI，说明部分读者也关注项目是否借助 AI 辅助（@asimovs-auditor, 1分）
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Kamran-nottakenone (1): if the LTE dongle is on switched 12V, WireGuard drops the same moment the engine does. Tab5 stays up on battery but has no internet, so the webhook never fires. worth powering the dongle off a USB power bank instead for a 30-60s buffer.
- @Puzzleheaded_Mind576 (1): Like the Tab 5, the LTE dongle operates on ACC power without a battery. Fortunately, my car's ACC power doesn't shut off immediately when the engine is turned off; it stays on until the driver's door is opened. Therefore, as long as I don't open the door the exact moment the eng…
作者分享在浏览器里快速刷新页面时新建 AudioContext 偶尔完全不工作且无报错的坑，并给出通过先创建再关闭一次临时 AudioContext 的规避方案。
If you refresh a page quickly, sometimes the new `AudioContext` will be faulty, it won't pick up any audio and throws no errors. Fix is to create and immediately close a throwaway context before crea…
受众观点：① 有人追问这是不是 Chromium 系特有问题，并从音频硬件争用和状态机实现角度分析，说明读者在意底层原因和浏览器兼容性（@camppofrio, 1score） ② 也有评论者承认自己过早下结论准备进一步排查，反映出这类 bug 复现困难、需要更严谨测试的现实（@GramDanD, 1score）
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- @camppofrio (1): Is this Chromium-only? The throwaway fix suggests the audio hardware acquisition is racing, not the AudioContext state machine itself.
- @GramDanD (1): yo im so sorry i made a conclusion way to quickly, let me look into it further.
一名学生想做浏览器内低多边形 3D 希腊神话教学原型，要求低代码、能在普通学校设备上跑，求推荐合适的 Web 3D 工具。
I’m working on a school Design & Technology major project and need help finding a subreddit to choose the best tool. The project is a browser-based low-poly 3D educational prototype about Greek m…
受众观点：① 有人先确认楼主是否会 3D 建模，说明读者在意的是工具之外的技能前提，比如建模能力和资源来源（@AuWolf19, 1score） ② 也有评论觉得这个浏览器内神话迷宫项目听起来很酷，建议从简单几何体入手，体现出对项目创意本身的兴趣（@National_Zombie8665, 1score） ③ 另一位详细推荐了 A-Frame 这种“用 HTML 标签写 3D”的方案，并提到可以用 Glitch 或 CodeSandbox 一键分享链接，同时补充 PlayCanvas 适合更偏游戏工作流的需求（@PinkSlugger, 1score）
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- @AuWolf19 (1): So do you know how to 3d model?
- @Bigbrainmc (1): yeah
- @National_Zombie8665 (1): nah but this project in browser sounds sick, maybe start with simple shapes first
- @PinkSlugger (1): A-Frame would be worth looking at for your use case. It's basically just HTML tags for 3D, so the barrier to entry is really low, and you can host on Glitch or CodeSandbox with a shareable link in minutes. For low-poly Greek mythology scenes, it handles static geometry fine. If…
帖子系统复盘 Buffer 从被 YC 拒绝、月收入 280 美元，到靠内容营销和极致透明文化做到 2200 多万 ARR 的 SaaS 增长案例。
Buffer is one of the cleanest case studies in SaaS history for a specific reason: the gap between capital raised ($4M) and revenue generated (>$50M since 2010) is almost impossible under normal Sa…
受众观点：① 有人（如 t510385）认为 Buffer 的故事属于旧时代打法，如今环境和渠道已变，需要新的增长 playbook。② 也有早期社交管理产品作者（如 Moontrepreneur）从案例中获得信心，计划通过博客长尾内容和客座文章复制类似的内容分发路径。③ 部分读者（如 cryptosigg）质疑当年几乎零 CAC 的内容模式在当前竞争和隐私环境下是否还能复现。
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- @t510385 (2): I dunno. It’s a different era now. New eras need new playbooks.
- @Moontrepreneur (1): yooo great breakdown. This is so inline with what I needed to hear... I'm currently early on my social management platform and this is giving me hope ❤️ My main goals are to build out my blog (long tail) and AEO/GEO my site so it's easily found. I may look into guest posting aft…
- @cryptosigg (1): Exactly. This wouldn’t work today.
Wall-OSS-0.5 是 X Square Robot 发布的 4B 参数 VLA 模型，开源训练代码和权重，并在真实机器人上报告零样本和微调性能。
Wall-OSS-0.5 is a new 4B VLA release from X Square Robot, built on a 3B VLM backbone with action experts in a Mixture-of-Transformers layout. What caught my eye is that the report evaluates the pretr…
受众观点：① 关注具身智能和机器人控制的研究者与工程师，想了解小规模 VLA 在真实硬件上的表现 ② 想用开源模型做机器人或仿真项目的独立开发者，关心部署成本和训练代码可用性 ③ 对优化器、tokenizer 等底层细节感兴趣的 ML 从业者。
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- @Worth-Alfalfa-2774 (1): Interesting that they actually tested zero-shot performance on real robots instead of just showing fine-tuned results - feels like most VLA papers skip that step. The gradient bridge analysis is pretty neat too, makes sense that discrete action tokens would dominate the gradient…
帖子宣布在 COLM 举办第二届 Social Sim'26 研讨会，聚焦用大模型做社会模拟时的真实性评估、鲁棒性和应用场景。
🌟 Announcing the 2nd Workshop on **Social Simulation with LLMs (Social Sim'26)** @ COLM 📣 Welcoming Submissions! Submission here:. 🗓️ Deadline: **June 23, 2026 (AoE)** This year's theme is **"Fidelit…
受众观点：① 研究多智能体 LLM 系统、社会计算或人机交互的学术和工业研究者 ② 做平台产品、内容社区或推荐系统的工程师，对用模拟来评估策略变更感兴趣 ③ 对 AI 社会影响和政策问题敏感的从业者。
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Apache Fory 发布 1.0 版本，是面向多语言的高性能序列化框架，统一 xlang 类型系统并支持多种语言与新数据类型。
Apache Fory is a blazingly fast multi-language serialization framework for idiomatic domain objects, schema IDL, and cross-language data exchange. Key Features For 1.0 Release: * Unified xlang type s…
受众观点：① 关注跨语言 RPC 和微服务通信的后端工程师，希望减少多语言团队的序列化心智负担（@PiotrDz, 2likes） ② 在 Android、Kotlin、Scala 等 JVM 生态里需要统一序列化方案的移动与服务端开发者（多人关注多语言支持）
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- @PiotrDz (2): Highly recommend
楼主讲述一位客户误把所有竞争对手抄送进商务邮件的乌龙事件，并打算顺势把这封邮件变成和同行一起闲聊的“群聊现场”。
We are at a point where we get a lot of clients daily for our social media API, but I still refuse to hire someone for support, as I find it funny/enjoyable most of the time. Today's email was the fu…
受众观点：① 把这次事故当成职场喜剧、期待看到“反派联盟群聊”后续发展的吃瓜用户（@royalillness7, 1score） ② 做 SaaS 或 API 服务、对客户沟通边界和邮件礼仪很敏感的独立开发者和小团队创始人（围观者潜在共鸣）
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- @royalillness7 (1): lmao this is peak comedy, they just accidentally created the villain origin story group chat. gotta reply all to keep it going.
作者分享在嵌入式系统里做数据流管道和模块对接的经验，总结了一套在资源受限平台上可复用的 stream 设计模式。
I've been documenting some thoughts on stream plumbing in embedded systems, based on my own frustrations encountered while interfacing modules on constrained platforms. Mostly just an attempt to form…
受众观点：① 在 MCU、RTOS 或 Linux 嵌入式板子上做驱动和中间件的工程师，关心模块间数据流如何既稳定又不占资源 ② 做物联网或边缘 AI 设备的开发者，希望把云端常见的流式架构理念迁移到资源受限环境中。
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帖子介绍如何把基于模型的系统工程（MBSE）与任务驱动需求结合，构建一个从目标到设计实现都连通的工程框架。
Learn how to integrate model-based systems engineering (MBSE) with mission-driven requirements to create a connected framework that delivers reliable solutions designed with key objectives.
受众观点：① 参与大型系统或多团队协作项目的工程师和技术负责人，想了解 MBSE 如何帮助把业务目标映射到技术设计 ② 对系统工程、需求工程感兴趣的开发者，希望找到比单纯 PRD 文档更结构化的需求管理方式。
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Pancake 是一款让公司内部运营“自动化运行”的 AI agent 平台，通过在 Slack 中配置具备角色和目标的代理，持续执行营销、销售等任务，而不是单次对话式助手。
Pancake
受众观点：① 对比各种 AI agents 平台，想要真正“替团队干活”而不是只生成文案的创业者和运营负责人（@OpenClaw） ② 关注 AI Chief Of Staff、LLM Memory 等新兴类别，希望用 agent 统一管理知识和任务的早期采用者（@Clawdi） ③ 在 Slack 等协作工具里尝试用 AI 自动化销售、客服和市场流程的团队，关心 onboarding 体验和实际可用性的用户（@Raycast）
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- @OpenClaw (0): Every other AI product is a tool that makes you more productive. A copilot. An assistant. A coworker. Something you use. Pancake makes your company autonomous. Agents with roles, goals, and a heartbeat working while you sleep. You set direction, approve the irreversible, the res…
- @Clawdi (0): Best home for all AI agents [4.0(1 review)](/products/clawdi/reviews) [AI Chief Of Staff](/categories/ai-chief-of-staff)[LLM Memory](/categories/llm-memory) [ZeroHuman.](/products/zerohuman) Your AI Co-Founder: OpenClaw x Paperclip x Spud [4.8(5 reviews)](/products/zerohuman/rev…
- @OctoClaw (0): Hire AI specialists for marketing, sales, support, and more [AI Agents](/categories/ai-agents)[AI SDR](/categories/ai-sdr)
- @ZooClaw (0): Your proactive team of AI specialists in one place [AI Workflow Automation](/categories/ai-workflow-automation)[OpenClaw](/categories/openclaw) [Claude by Anthropic](/products/claude) A family of foundational AI models [5.0(812 reviews)](/products/claude/reviews)
- @Raycast (0): Hunter Love this flavor of OpenClaw — no more lobster, bring on the syrup! 🥞 What I particularly enjoyed during onboarding was that Pancake dutifully did a deep research web crawl on me and my business and then put together an onboarding deck describing me, my current foci, and…
SpotsNow 是一个广告分析与发现平台，帮助用户查看品牌在何处投放广告，并提供折扣广告位发现和自动生成受众兴趣广告活动等功能。
SpotsNow
受众观点：① 需要更高效创建和优化广告投放、对比不同广告平台效果的营销团队（@ADYOUNEED） ② 想用 AI 帮助生成和管理付费媒体投放、提高广告 ROI 的广告从业者（@GoMarble） ③ 关注广告自动化和竞品广告情报，想要查看折扣广告位和他人投放策略的增长负责人（@Station）
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- @Overview (0): * [Reviews](/products/spotsnow/reviews) * [Alternatives](/products/spotsnow/alternatives) * [Built with](/products/spotsnow/built-with) * [Team](/products/spotsnow/makers) * [Awards](/products/spotsnow/awards) * More Free Launch tags:[Analytics](/topics/analytics)•[Advertising](…
- @ADYOUNEED (0): Marketing platform to create and optimize ads [4.3(36 reviews)](/products/adyouneed/reviews) [Advertising tools](/categories/advertising-tools)[Social media management tools](/categories/social-media-management) [GoMarble ](/products/ai-ads-analyzer) AI agent for Paid Media Team…
- @Zocket (0): The Ultimate GenAI Advertising Powerhouse! [4.5(18 reviews)](/products/zocket/reviews) [Automation tools](/categories/automation)[Advertising tools](/categories/advertising-tools)
- @Adsbot (0): Adsbot is a digital marketing optimization platform that makes advertisers' lives easier; by controlling their accounts 24/7 and reducing their workload. [4.9(17 reviews)](/products/adsbot-2/reviews) [Advertising tools](/categories/advertising-tools)[Marketing automation platfor…
- @Station (0): Maker [@ferdi\_sigona](https://www.producthunt.com/@ferdi%5Fsigona) Hey Ferdi, we have the audience interest based campaign generation as well as their discovery for the discounted spots, you can either auto generate the campaign for you brand based on your website and demograph…
Pitch 在 Product Hunt 上推出新功能 Pitch Agent，利用 AI 基于用户现有模板和品牌设计语言，快速生成符合品牌风格的演示文稿。
Pitch
受众观点：① 经常需要做对外路演和内部汇报，希望快速生成高质量、统一品牌风格演示文稿的团队（@Overview） ② 正在使用 Gamma、Chronicle、Decktopus 等 AI 演示工具，关注不同产品在模板质量和 AI 生成体验上的差异的用户（@Gamma） ③ 重视协作和模板体系，用 Pitch 替代 Keynote、Google Slides 做产品演示的设计师和产品经理（@fmerian）
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- @Overview (0): * [Launches11](/products/pitch/launches) * [Reviews38](/products/pitch/reviews) * [Alternatives](/products/pitch/alternatives) * [Customers](/products/pitch/customers) * [Team](/products/pitch/makers) * [Awards](/products/pitch/awards) * More This is the 11th launch from Pitch.…
- @Gamma (0): A new medium for presenting ideas. Powered by AI. [4.5(78 reviews)](/products/gamma-3/reviews) [Presentation Software](/categories/presentation-software)[AI Presentation Software](/categories/ai-presentation-software)
- @Chronicle (0): Stunning presentations with AI. No design skills required. [4.5(20 reviews)](/products/chronicle-6/reviews) [Presentation Software](/categories/presentation-software)[AI Presentation Software](/categories/ai-presentation-software) [Decktopus AI](/products/decktopus) No more wast…
- @Premast (0): Changing the way everyone create a presentation! [4.8(9 reviews)](/products/premast-templates/reviews) [Presentation Software](/categories/presentation-software)[Design resources](/categories/design-resources) [View more ](/products/pitch/alternatives)
- @fmerian (0): used [Pitch](/products/pitch) to build [Specify](/products/specify/launches/specify-2) instead of [Keynote](/products/keynote), [Google Slides](/products/google-slides) •[19 reviews](/@fmerian/reviews) #### What's great user-friendly interface (12)real-time collaboration (6)beau…
Revolte 是面向软件工程团队的 AI 平台，试图把测试、部署、质量检查和事故响应等交付流程自动化，而不仅仅是在 IDE 里提供代码助手。
Revolte
受众观点：① 希望用 AI 提升测试和 QA 效率、减少人工回归和手工检查的工程团队（@Ogoron） ② 对 AI coding agents 感兴趣，想让 AI 不只写代码，还能参与自动化运维和交付的开发者（@OpenDevin） ③ 负责工程效率和交付流程，希望通过 AI 工具统一管理质量、部署和项目进度的工程管理者（@Revolte）
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- @Overview (0): * [Reviews](/products/revolte/reviews) * [Alternatives](/products/revolte/alternatives) * [Built with](/products/revolte/built-with) * [Forum](/p/revolte) * [Team](/products/revolte/makers) * [Awards](/products/revolte/awards) * More Free Options Launch tags:[Software Engineerin…
- @Ogoron (0): Your best QA team — 9x faster, 20х cheaper [5.0(2 reviews)](/products/ogoron/reviews) [Testing and QA software](/categories/testing-and-qa)[AI Engineer](/categories/ai-engineer)
- @OpenDevin (0): Code less, make more [5.0(1 review)](/products/opendevin/reviews) [Automation tools](/categories/automation)[AI Coding Agents](/categories/ai-coding-agents)
- @Typo (0): Better Code. Faster Deployments. Productive Dev Teams! [5.0(25 reviews)](/products/typo-3/reviews) [Engineering & Development](/categories/engineering-development)[Project management software](/categories/project-management) [Codex 3.0 by OpenAI](/products/codex-3-0-by-openai) C…
- @Revolte (0): Maker 📌 Hey Product Hunt 👋 Raj here, founder & CEO of Revolte. For years, I’ve built and worked with engineering teams where the same pattern kept showing up: Writing code was rarely the only bottleneck. The real drag was everything around the code: setting up environments, runn…
Buffer 在 Product Hunt 上单独发布了 Buffer API，让开发者可以通过接口集成 Buffer 的社交媒体排程和分析能力，并结合 AI 功能构建自定义分发工具。
Buffer API
受众观点：① 想把社交媒体排程和分析深度集成到自家产品里的开发者和 SaaS 团队（@Overview） ② 使用 Publer、Postiz 等工具管理多平台账号，希望了解 Buffer API 能否支持更细粒度自动化的运营团队（@Publer） ③ 正在用 Typefully 等写推工具，希望通过 API 打通写作、排程和自动化工作流的创作者和独立开发者（@Typefully）
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- @Overview (0): * [Reviews](/products/buffer-api/reviews) * [Alternatives](/products/buffer-api/alternatives) * [Team](/products/buffer-api/makers) * [Awards](/products/buffer-api/awards) * More Free Launch tags:[API](/topics/api-1)•[Social Media](/topics/social-media)•[Artificial Intelligence]…
- @Publer (0): Create, Schedule & Analyze all Social Posts on One Platform. [4.9(53 reviews)](/products/publer/reviews) [Team collaboration software](/categories/team-collaboration)[Social media management tools](/categories/social-media-management)
- @Postiz (0): Your ultimate AI social media scheduling tool [4.2(10 reviews)](/products/postiz/reviews)
- @Typefully (0): Write, schedule, and publish great Twitter threads. [4.7(22 reviews)](/products/typefully/reviews) [Twitter apps](/categories/twitter-apps)[Social media management tools](/categories/social-media-management)
- @Pipedream (0): Connect APIs, remarkably fast. [5.0(24 reviews)](/products/pipedream/reviews) [No-code Platforms](/categories/no-code-platforms)[Automation tools](/categories/automation)