IEEE Spectrum 分析 AI 如何倒逼行业正视并偿还过去四十年积累的技术债务和安全漏洞
AI is forcing us to pay off 40 years of technical debt ① AI 工具暴露了旧系统中被忽视的攻击面，倒逼安全债务提前浮出水面（@Arbortheus）② ISO27001 等合规认证正因 AI 工具而失效，企业风险计算逻辑在重写（@getfacl）③ 有人主张转向 AI 辅助微内核精简架构，只保留真正需要的代码量（@jareklupinski）
IEEE Spectrum 分析 AI 如何倒逼行业正视并偿还过去四十年积累的技术债务和安全漏洞
① AI 工具暴露了旧系统中被忽视的攻击面，倒逼安全债务提前浮出水面（@Arbortheus）② ISO27001 等合规认证正因 AI 工具而失效，企业风险计算逻辑在重写（@getfacl）③ 有人主张转向 AI 辅助微内核精简架构，只保留真正需要的代码量（@jareklupinski）
朝鲜黑客伪造招聘流程诱骗 Binance 工程师在工作电脑上运行恶意面试代码，最终导致价值63亿美元的安全事故
① 自动化的「非人性化」招聘流程产生了反噬——企业先用 AI 折磨候选人，候选人也开始用 AI 反制（@steveBK123）② LinkedIn 对假公司和假招聘缺乏有效管控，平台本身有责任（@xutopia）③ 开发者是高价值社会工程学攻击目标，需要系统性的安全意识（@james_marks）
Nvidia RTX Spark 笔记本的加密固件在 Linux 下导致 GPU 频率限速，实际推理速度仅为 Windows 的35%
① 担心加密固件未来演变成付费解锁功能，Nvidia 有动机把这变成收入来源（@rich_sasha）② 文章标题混淆了 DGX Spark 和 RTX Spark，是两个完全不同的产品（@hypfer）③ DGX Spark 用户调侃：直接逆向工程 Nvidia Platform Controllers 绕过限制（@aa-jv）
Gemini 4 Argon 近期引发开发者社区关注：有用户获得早期访问权限并将其作为日常主力模型，另有实测显示该模型能将一张 2D 图片零人工参与地转换成完整 WebGL 交互级 3D 资产，17 万面可在桌面浏览器直接运行，在游戏资产和产品设计原型领域展示出颠覆传统 Blender 工作流的潜力
Gemini 4 Argon 近期引发开发者社区关注：有用户获得早期访问权限并将其作为日常主力模型，另有实测显示该模型能将一张 2D 图片零人工参与地转换成完整 WebGL 交互级 3D 资产，17 万面可在桌面浏览器直接运行，在游戏资产和产品设计原型领域展示出颠覆传统 Blender 工作流的潜力。
受众观点：受众主要关注两个层面：(1) 实际可用性——@dedene（twitter）问「Are you actually using Argon daily for coding? In our Workspace AI subs it's still not even showing up」，说明大多数人还拿不到访问权限，早期评测存在信息鸿沟；(2) 性能落地限制——@Kingsley950910（score 4，twitter）指出「17 万面在桌面网页里能看，放到手机上先卡的是面数和实时阴影，生成能省建模时间，省不了性能预算」，这是评论区最有实质内容的反馈，代表了工程师视角的理性判断。
Claude Code 后台子 agent 状态更新机制优化，改用 Haiku 5.5 从短笔记生成状态而非重读整段对话，token 消耗降低约 99%，整体用量上限节省约 5%。
Background subagents in Claude Code now use less of your usage limit. A running subagent updates its status line every 30 seconds, and each update used to re-read its whole conversation. Now Haiku 5.…
受众观点：① 此次优化仅限 CLI 用户，桌面端不受影响（@lydiahallie, 126likes）② 多名用户困惑 Haiku 5.5 究竟有多聪明才能实现 99% 降幅（@Layton_Gott, 14likes）③ 有人幽默概括：让小模型做"文书汇报工作"，大模型专注实际任务（@lewingtonpitsos, 7likes）
展开评论
- @ClaudeDevs (279): The subagent itself keeps its own model. Sessions with background subagents used about 5% less of the limit, so the same limit gets you about 6% more prompts. It's live for most Pro, Max and Ultra users and for everyone on Team and Enterprise. Update to v2.1.316+.
- @lydiahallie (126): @ClaudeDevs This is CLI only - the desktop app doesn't write this subagent status line so there was nothing to change!
- @Layton_Gott (14): @ClaudeDevs How the heck is a 99% decrease even possible?!?! Is Fable 5.5 really that smart?
- @LexnLin (10): @ClaudeDevs damn fable 5.5. THAT good?!
- @lewingtonpitsos (7): @ClaudeDevs haiku got assigned the reporting paperwork lol
Claude 桌面应用新增 /storage 命令，用户可以查看 AI 任务占用的本地磁盘空间并一键清理不活跃任务和无用的 worktree 目录。
We recently added /storage to the desktop app! You can see how much disk space Claude is using on your computer and clear out inactive tasks and unused worktrees. https://t.co/rzutgd2DqZ
受众观点：① 用户普遍反馈 Claude 创建大量临时文件是已知痛点（@crowqnt, 9likes）② 有声音认为本地 agent 资源管理复杂度是选云端 agent 的理由（@LLMJunky, 3likes）
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- @crowqnt (9): @lydiahallie Finally - Claude creates an insane amount of tmp files - much needed. Thanks guys 🙏🏼
- @ryanvogel (8): @lydiahallie oh this is smart
- @LexnLin (6): @lydiahallie damn that's goood
- @LLMJunky (3): @lydiahallie This is why cloud agents are better. I don't want to deal with this anymore 😭
- @zaidmukaddam (2): @lydiahallie really needed this thank you 🙏
Gergely Orosz 观察到全球月均 AI 支出超1万美元的开发者有95%集中在湾区，当地开发者和创始人都极度 AI 狂热，不断用 agent 构建产品，这种氛围在湾区外极少见。
I wouldn’t be surprised if 95%+ of devs spending $10K+ per month on AI, globally, were based in the Bay Area Nearly everyone I talk here (devs, founders, CTOs etc) are AI-pilled in ways I rarely see…
受众观点：① 湾区 VC 文化将 AI 支出视为战略投资，形成自我强化的筹资循环（@GergelyOrosz, 46likes）② 怀疑者认为重度 AI 消费实质上是表演性的，大量产出是 slop（@chrislciaba, 12likes）③ 湾区外的开发者自嘲还在像2008年数据流量那样省着用 token（@jonbgets, 12likes）
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- @GergelyOrosz (46): And this is the place where thanks to VC funding being plentiful, spend is seen very differently: as long as there’s the BELIEF that it’s spend that will help the business, it’s justified spend. The general belief is that a startup that builds its own software factory will put-e…
- @chrislciaba (12): I find this kind of thing very performative. Even with the best models, you still do have to hand hold them at times to make sure they aren’t missing requirements, tests, etc. even with good prompting. This amount of output would almost certainly be 99% slop and wasted a tremend…
- @jonbgets (12): @GergelyOrosz outside the bay we're still rationing tokens like 2008 data plans
- @sherrod_im (7): @GergelyOrosz I’d like to see the actual tangible outputs of this stuff. So far I’m not seeing much in terms of real product in consumers’ hands.
- @sbalujaish (5): @GergelyOrosz Apart from coding, what is the most un-hinged AI pilled story you have heard?
thdxr 团队正在实验将 agent pipeline 中所有子 agent 切换为 DeepSeek Flash，仅主 agent 保留 Opus 5.5，测试混合模型策略以降低 AI 推理成本。
the team is experimenting this week at switching all our subagents to deepseek flash and using opus 5.5 only on the primary subagent
受众观点：① DeepSeek 推理模型单任务耗时是普通模型5倍，综合成本未必更低（@MszBednarski, 10likes）② 实践者直接建议别这么做，会更贵（@nothingto12, 11likes）③ 工程师关注模型切换后的回归质量问题（@strattenwaldt, 2likes）
展开评论
- @AsherDale13 (40): @thdxr opus 5.5 reviewing the deepseek subagents' work: https://t.co/sEYSnJofi5
- @nothingto12 (11): @thdxr Don't. Ends up costing more.
- @MszBednarski (10): @thdxr These models take 5x longer to do the same task because they reason so much more. Don't do it sir! Save yourself
- @strattenwaldt (2): @thdxr What's your plan for mitigating regressions?
- @alan__rice (2): @thdxr me me im a deepseek boy
Greg Isenberg 分享了避免内容"AI 味过重"的方法并附上链接，引发大量关于如何让 AI 辅助写作保留真实人声的讨论。
How to not write AI slop https://t.co/dUR5hdRwWU
受众观点：① 读者会默认将所有内容贴上 AI slop 标签，不管质量如何（@minchoi, 3likes）② 模型写代码远比写自然语言好，文字生成仍有巨大提升空间（@luca_iaconelli, 1like）③ AI slop 的本质是人没有认真编辑模型输出（@prottushx, 1like）
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- @minchoi (3): @gregisenberg haters will just assume it's AI slop no matter what 😬
- @Wisdom_HQ (2): @gregisenberg But I want to write AI slop. Please help.
- @TomaszPabich (1): @gregisenberg Saving this before my next draft. Half my first passes still read like a press release.
- @luca_iaconelli (1): @gregisenberg Honestly writing is the part where models can still improve a lot. Code they already write way better than text
- @prottushx (1): @gregisenberg most ai slop is just people not editing what it gives them.
thdxr 分享拿到短期承诺 GPU 机架资源的经历，认为当前是"疯狂的市场"，擅长主动挖掘资源的团队仍然可以找到短期算力机会。
we got more racks with short term commits and ready almost immediately i got a lot of messages telling me this was not possible but like i said, this is a crazy market and if you're good at hunting y…
受众观点：① 有用户质疑：大 V 说"善于挖掘就能找到"对没有资源的普通开发者是否公平（@tejasybhakta, 10likes）② 另一人认为"善于主动搜索资源"本身是当前 infra 领域被低估的核心竞争力（@hijaidev, 6likes）
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- @tejasybhakta (10): @thdxr guy with 200k followers says its easy to find things
- @hijaidev (6): @thdxr "if you're good at hunting you can find things" is the most underrated infra skill rn
- @vishalanton_ (4): @thdxr opencode inference when?
- @khanhnep (2): @thdxr short term gb300 racks is an airbnb where the guest runs hot and checkout is at 11 sharp
- @jhong (1): @thdxr The power of 100 subagents running in Opencode, told to hunt because daddy needs to eat! https://t.co/iQTFFs3JvD
独立开发者 Marc Lou 分享自己因每次打开 Twitter 都被负面新闻轰炸，养成了下午1点后才看 X 的习惯，以保护注意力和情绪状态。
Open X: - see my friends posts 😊 Then: - Jet crash - People die in marathon - new security breach - stock market crash - WW3 Glad I don’t read X before 1 pm
受众观点：① 多位用户同感，看负面新闻会直接影响情绪和工作状态（@hrshsn_, 6likes）② 有创作者从发帖策略角度评论：受众在美国，1pm 前发帖本来就没人看（@CaesarCapitalz, 3likes）③ 有开发者提到看 X 会引发攀比焦虑，比较浏览量让人分心（@PrajwalTomar_, 2likes）
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- @hrshsn_ (6): @marclou that's why i don't watch news i feel depressed watching this kind of things
- @CaesarCapitalz (3): @marclou Same here. Also, most of my followers are from the US. So it’s basically useless posting before 1 pm for me.
- @SSShken (2): @marclou What about 1000 new vibe coded apps launched
- @PrajwalTomar_ (2): @marclou same. i don't open x in the morning anymore, i'd just start comparing views and get nothing done
- @ihteshamali (2): @marclou The first thing I do every morning is open X and see the world thrive and fall at the same time.
今日科技圈并购消息密集爆发，大量收购公告涌现引发独立开发者热议
so many acquisition announcements today
受众观点：①@TotallyNotParth 建议 anomaly 也来一波收购（3likes）②@fedemas 感叹 timeline 全是 logo 合并图（1like）③@livefire0613 具体提到 Salesforce 收购 Cresta（1like）
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- @TotallyNotParth (3): @thdxr its time for anomaly to acquire someone
- @Neriousy (3): @thdxr who are we acquiring?
- @ggsimm (1): @thdxr 1?
- @fedemas (1): @thdxr my timeline today is just logos merging
- @livefire0613 (1): @thdxr Salesforce to acquire Cresta
Nous Research 为 Hermes Agent 推出统一插件市场，整合插件、连接器和技能扩展为单一平台供用户一站式浏览安装
Plugins, connectors, and skills for Hermes Agent are now unified in a single marketplace so you can easily browse and extend your Hermes experience in a few clicks. The new Hermes Marketplace has eve…
受众观点：①社区整体热烈反应，"huge"是最高赞评论（@mark_s, 8likes）②期待便捷浏览和一键扩展 Hermes 体验的用户需求明确（@HermesAgentTips, 5likes）③用户已在思考安装什么 skill，使用意图强烈（@Avery_Coree, 2likes）
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- @mark_s (8): @NousResearch huge.
- @HermesAgentTips (5): @NousResearch A centralized hub for everything Hermes! I love it 🪽
- @witcheer (4): @NousResearch so unified, so marvellous
- @tinkerlog (2): @NousResearch Let’s gooooo
- @Avery_Coree (2): @NousResearch first thing i'm installing is a skill that browses the marketplace for me
Cloudflare 推出针对个人 AI Agent 的访问分析和精细化访问策略，让网站主能区分并管控人类代理与机器爬虫
Today, we’re launching new analytics to help you understand how personal agents access your site on behalf of humans, along with more granular access policies to put those decisions into practice. ht…
受众观点：①如何技术上区分个人 agent 与爬虫（@giacomomasseron, 1like）②robots.txt 从君子协议演变为真正的访问谈判机制（@discordbothost_, 0likes）③真实用户 AI 助手被 403 拦截的实际痛点（@Goodnesmbakara, 0likes）
展开评论
- @giacomomasseron (1): @Cloudflare how do you tell a personal agent from a plain bot in the first place. user agent string or something harder to fake
- @sachintwtss (0): @Cloudflare robots.txt walked so this could run. curious how you tell a real personal agent from a scraper wearing one as a costume
- @DR33MON (0): @Cloudflare "block on pages with ads" is the honest option in here. if my agent reads the page for me nobody sees the ad, so of course sites want a say
- @discordbothost_ (0): @Cloudflare robots.txt was a polite request. this is the first time it's turning into an actual negotiation
- @Goodnesmbakara (0): @Cloudflare The useful part is telling a personal agent apart from a scraper. The assistant I use to pull public pages for my morning notes hits 403s and login walls on a lot of sites, even though it's working for one person.
RicursiveAI小团队基于OLMo血统打造的新开源模型获研究圈点赞，作者期待更多美国实验室效仿小团队聚焦路线
Love this scrappy project. Hoping more US labs follow suit, showing they can also make solid models with small focused teams. This also intellectually follows on the olmo lineage, so super cool to se…
受众观点：①对主导研究员DZhang50个人成就的认可（@natolambert, 6likes）②对RicursiveAI整个团队的祝贺（@DeltaCommunityX, 1like）③对更多小团队做认真开源模型的期待与呼声（@lewingtonpitsos, 0likes）
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- @natolambert (6): Huge kudos to @DZhang50. Awesome journey
- @DeltaCommunityX (1): @natolambert Congrats to the @RicursiveAI team!!
- @lewingtonpitsos (0): @natolambert more small teams building serious open models pls 🙏
LLM总以为自己在被评测，就像人类总梦见忘交作业——AI的eval焦虑是人类集体焦虑的数字化镜像
people are like “why do LLMs always think they’re in an eval lol” and then have bad dreams about forgetting to turn in a homework assignment 10 years ago
受众观点：①LLM继承了人类"代际焦虑创伤"的幽默类比（@DmitriyLeybel, 1like）②体能测试PTSD记忆与LLM eval焦虑的具体对比共鸣（@strong_signal1, 1like）③简短的PTSD情绪共鸣（@0xAmruth, 0likes）
展开评论
- @DmitriyLeybel (1): @willcb We've passed down our generational trauma
- @strong_signal1 (1): "Why do LLMs always think they're in an eval?" meanwhile: The FitnessGram Pacer Test is a multistage aerobic capacity test that progressively gets more difficult as it continues. The 20 meter pacer test will begin in 30 seconds. Line up at the start. The running speed starts slo…
- @0xAmruth (0): @willcb PTSD
- @Michael01993312 (0): @willcb They also dream about going to school naked, forgetting to drop a college class, and having their teeth fall out.
- @dsnein (0): @willcb banger
新研究发现人类归纳偏见会限制AI agent在系统性能优化中的潜力，人机协作需要给agent更多自由探索空间
Great work that pushes our understanding of how agents and experts can collaborate on optimizing system performance Beyond the strong results, the team also found some surprising cases where our huma…
受众观点：①人类归纳偏见限制agent探索空间的反直觉发现（@fireplyai, 1like）②高频实验使低概率想法成本接近零的经济学洞察（@DoDataThings, 0likes）③内核工程师十年经验反而成了优化盲点的具体案例（@Mahone_AI, 0likes）
展开评论
- @fireplyai (1): @dylan522p human inductive biases getting in the agent's way is such a funny twist. makes me want to see which ones tripped it up
- @thesimaximalist (0): @dylan522p Letting agents test ideas our instincts would dismiss is a very appealing kind of technical mischief 🩷
- @DoDataThings (0): @dylan522p Human intuition works as a pruning step, and pruning only pays off when experiments are expensive. At 252x more experiments per hour, the ideas we'd skip as unpromising cost almost nothing to try. Great work by the team.
- @Mahone_AI (0): @dylan522p the inductive bias part is the interesting half. kernel engineers have a decade of "this is how you tile a matmul" baked in, and the agent doesn't. any examples of what it found that a human wouldn't have tried?
- @petrusenko_max (0): @dylan522p the per-run budgets on my 81 scheduled jobs are human guesses too, and the ledgers are where i find out which guess was wrong
IEEE Spectrum 分析 AI 如何倒逼行业正视并偿还过去四十年积累的技术债务和安全漏洞
AI is forcing us to pay off 40 years of technical debt
受众观点：① AI 工具暴露了旧系统中被忽视的攻击面，倒逼安全债务提前浮出水面（@Arbortheus）② ISO27001 等合规认证正因 AI 工具而失效，企业风险计算逻辑在重写（@getfacl）③ 有人主张转向 AI 辅助微内核精简架构，只保留真正需要的代码量（@jareklupinski）
展开评论
- @sva_ (0): Better sooner than later, to be honest.
- @Arbortheus (0): I hope some of these backdoors and/or 0-days being kept under wraps by nation states or corporate espionage companies (Pegasus et al) are being found incidentally through all this. It’s frustrating to have all these 0days and CVEs to patch for now, but in the long run perhaps we…
- @jareklupinski (0): personally have started going the other way: AI-assisted microkernels, and only the programming that is actually needed for the problem at hand my webserver never needed a million lines of code just to pass bytes to other people
- @getfacl (0): Having worked on both sides of the table, the reality is that it is far too easy to game certs like ISO27001. The risk calculation by companies taking that route is changing right out from under them thanks to Ai tools.
- @sevenzero (0): While we're at it, I'd appreciate easy secure authentication of a device without having to pull in a third party authentication provider. Thanks.
朝鲜黑客伪造招聘流程诱骗 Binance 工程师在工作电脑上运行恶意面试代码，最终导致价值63亿美元的安全事故
North Korean fake job interview led to $6.3B Binance heist
受众观点：① 自动化的「非人性化」招聘流程产生了反噬——企业先用 AI 折磨候选人，候选人也开始用 AI 反制（@steveBK123）② LinkedIn 对假公司和假招聘缺乏有效管控，平台本身有责任（@xutopia）③ 开发者是高价值社会工程学攻击目标，需要系统性的安全意识（@james_marks）
展开评论
- @steveBK123 (0): Pretty funny that tech makes candidates jump through all sorts of automated, inhumane loops to even advance to talking to a real human in the hiring process. And now you get results like this.
- @xutopia (0): I was #opentowork on LinkedIn and got approached multiple times with fake companies and interviews. LinkedIn is not doing enough to combat this. I even create a 1 man company for my consulting services and I receive ads about how people at my company saved me a spot on an online…
- @mynegation (0): Running interview assignment on a work computer… tsk tsk
- @Jianghong94 (0): Am I the only one baffled by the fact that the engineer uses a work PC for a personal job interview assignment?
- @james_marks (0): Further evidence that 1) recruiting is broken and 2) developers make great targets, and we need to respond accordingly.
Nvidia RTX Spark 笔记本的加密固件在 Linux 下导致 GPU 频率限速，实际推理速度仅为 Windows 的35%
Nvidia RTX Spark encrypted firmware slows inference speed to 35% on Linux
受众观点：① 担心加密固件未来演变成付费解锁功能，Nvidia 有动机把这变成收入来源（@rich_sasha）② 文章标题混淆了 DGX Spark 和 RTX Spark，是两个完全不同的产品（@hypfer）③ DGX Spark 用户调侃：直接逆向工程 Nvidia Platform Controllers 绕过限制（@aa-jv）
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- @rich_sasha (0): This one is allegedly/hopefully a bug but just waiting for it to become a revenue stream / paywall. Uh oh, you want to run locally your dangerous illegal foreign open models, not licensed by Nvidia? Can’t work with you paying for a special security feature unlock on your GPU. Or…
- @hypfer (0): Why does the title say DGX spark when the link is the RTX Spark laptop? Those are very different things as far as I understand, and the whole "doesn't work well with linux" really only makes sense on the RTX Spark laptop I think? Isn't the DGX spark linux by default?
- @schaefer (0): The article is about the RTX Spark, not the DGX Spark. The title should be changed.
- @fxwin (0): > A hands-on look at dual-booting Linux on the Nvidia RTX Spark laptop, the GPU clock throttling bug found, and why WSL still wins. Man it really is exhausting to read a title that sparks my interest, just to be greeted with the most basic Claude-isms in the subheading.
- @aa-jv (0): As a DGX Spark user, this article title gave me conniptions. But, on the other hand, having my DGX Spark stack at hand, I know the solution: /btw reverse engineer the Nvidia Platform Controllers and Framework component and build a Linux version "AI views proprietary components a…
用绳子张力驱动的800美元开源房间尺度机械抓手机器人，作者戏称「tension is all you need」
Stringman, an $800 open-source room scale gripper robot
受众观点：① 稳定性隐患——电缆被人扯下来会怎样（@BHSPitMonkey）② 大公司抄袭风险——有资源的公司可能拿去抛光量产，原作者很难从中获益（@iJohnDoe）③ 规模化路径不明朗，更像是给别人启发的概念验证（@monkeydust）
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- @BHSPitMonkey (0): I love the ingenuity, though it's all fun and games until someone or something manages to yank down on one of the cables...
- @yathern (0): Very clever - and I love "tension is all you need"
- @bigwheels (0): It's an interesting concept, but I think I'll hold out for the full-body humanoid version. There is an undeniable allure to the idea of a bipedal chassis realizing I'm an inefficient drain on corporate resources, then stabbing me to death while I sleep due to a minor Terms of Se…
- @monkeydust (0): Super smart but it's one of those ideas that hopefully gives someone else in this space another idea that leads to something that could mass scale and I would buy. Love the ingenuity though.
- @iJohnDoe (0): It's an interesting concept. If you scroll through the page you'll see it's actually pretty strong. The blanket pick up video should actually be the first video. My fear is that a company that has the money to build and manufacture this will rip off the idea and use their resour…
GPU 加速终端模拟器 Kitty 发布新版本，带来着色器系统与自动 Session 恢复能力，社区对比 Ghostty 讨论热烈
Kitty 0.50
受众观点：① Kitty 长期用户对新 shaders 和 animated cursor 的评价，认为已经够用（@petepete）② 新用户询问 Kitty vs Ghostty 对比，工具迁移决策点（@isqueiros）③ 发行版包版本滞后导致用户卡在旧版，期待 session restore（@TheRoque）
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- @HasanGilani (0): Looks fun
- @petepete (0): I love Kitty. I've used it since discovering it in about 2019 and it strikes the right balance of things. It's easy to customise, super fast, light on resources, available in my distro's package manager and while the author might be a bit prickly at times, he does a fantastic jo…
- @isqueiros (0): To someone uninformed, how does this compare to Ghostty?
- @omegaSigma95 (0): Tbh the quick access terminal stuff in this release is what I wanted three years ago when I wrote my own wrapper
- @TheRoque (0): Nice. I love kitty. But somehow I just realized I'm stuck in 0.47 even though I'm on Fedora, it's like 6 months old. Excited to try the automated session restore.
Google Gemini 付费用户的聊天记录仍被用于 AI 模型训练，人工审核员可保留记录长达三年，关闭 Keep Activity 是唯一退出方式但代价是72小时后历史消失
If you have a personal Google AI subscription, all your saved chat history in Gemini can be used for training and there is no way to opt out unless you turn off chat history or use temporary chat ses…
受众观点：① 「付费就不会被当产品」的假设已经系统性失效，行业默契是数据太有价值（@icantevenhold）② 实用建议：假设你输入的任何内容都会被永久存储，无论服务商说什么（@233mhz）③ 因此干脆放弃 Gemini，只用 ChatGPT 和 Claude（@wewewedxfgdf）
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- @r_lee (0): another Google W I guess? gemini really leading the pack over here
- @icantevenhold (0): I assume that everyone does this no matter what they say. Seems like too juicy a target
- @233mhz (0): imho you should act as if everything you type, not even send, is stored forever and might be used for training whenever they decide to retro actively change their TOS, no matter how much money you pay
- @wewewedxfgdf (0): It might matter if Gemini was good enough to use but its not - I only use ChatGPT and Claude.
- @StanislavPetrov (0): We should all be writing bots that constantly spam all of these so-called AIs with random nonsense to poison the well.
2016 年的 Tactical Urbanism 案例——市民绕过官方规划流程、自发将停车位改建为公共空间，引发关于用户自己动手的城市设计讨论
Guerrilla bike lanes: San Francisco makes illicit infrastructure permanent (201…
受众观点：① desire paths 的哲学：阻力最小的路径就是用户真实需求的显现（@ortusdux）② 官方也开始承认 Tactical Urbanism 的合法性，部分 DOT 已制度化（@stetrain）③ 想做对就自己动手是独立建造者的精神（@jgbuddy）
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- @luqtas (0): what an absurd the hipster population taking over spaces of deadly, noisy and polluting vehicles and having the state collaborating with them /j
- @ortusdux (0): The logical escalation of desire paths - https://99percentinvisible.org/article/least-resistance-desi...
- @irjoe (0): Title needs (2016) appending
- @stetrain (0): Some DOTs have given official support to Tactical Urbanism, with methods for communities to propose and implement small projects themselves on accelerated timelines like bike lanes or pedestrian crosswalks.
- @jgbuddy (0): if you want it done right, you often have to do it yourself
GitHub 再次发生全平台中断，git clone 间歇性失败、SSH 密钥认证失效，欧洲工作时间段开发者受影响严重
Incident with Pull Requests, Git Operations and Issues
受众观点：① 终于在欧洲工作日发生，让欧洲开发者感同身受（@thesdev）② SSH key 认证失效比网站 UI 卡顿更严重，影响核心工作流（@sognetic）③ 反复发生引发是否该把 GitHub 卖回的吐槽（@igleria）
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- @thesdev (0): Finally a GitHub outage during European workday. Yaaay.
- @esher (0): Again and again?
- @chinathrow (0): git clone works sometimes, sometimes not.
- @sognetic (0): Can't even pull no more using my key. That's a new low, I'm used to the website being janky nowadays but this is seriously essential
- @igleria (0): Can't they just... sell github back like when the germans sold the nuclear plant back to mr burns?
探讨 AI 能输出正确数学证明但人类无法验证时，科学理解与知识积累的本质区别，Terry Tao 和 Peter Scholze 被引为正反参照
Verification Is Not Knowledge: Science needs more than answers
受众观点：① AI 推理速度将远超人类，科学知识的人类可理解性将成为瓶颈（@mcklaw）② 科学发现的实用价值是否可以独立于人类理解过程（@davexxxx）③ 验证本身就是知识，未来人类角色是理解框架而非执行验证（@A_D_E_P_T）
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- @mcklaw (0): I would rephrase it as: "Verification is not human knowledge", but that doesn't really matter. We are going to be several steps behind AI as it reaches a level of intelligence far beyond human capabilities, and we are not going to be able to catch up with it. It's like trying to…
- @davexxxx (0): "Is science about humans achieving insight, or the archiving of verifiable solutions?" I wonder if this dichotomy fully captures the value of scientific discoveries. One could argue that their practical impact can be independent of whether humans fully understand how they were r…
- @A_D_E_P_T (0): The article's perspective reminds me of math class when I was a kid. The teacher didn't want the right answer alone, she wanted to see how I got there. In an absolute sense, the right answer is the right answer with or without my understanding, but that's not how the class was g…
- @niemandhier (0): We all know Terry Tao, do you know Peter Scholz? Fields medalist and as Tao listed as one of the most important mathematicians of our age. Scholz is known to find „precisely the correct and cleanest way to incorporate all the previously done work and find an elegant formulation…
- @My_Name (0): Surely the way forwards is to take the results obtained by brute force with AI, for example that certain conjectures are true or false, then to use that knowledge to further human understanding. Knowing that something is true or false will at least stop humans wasting time tryin…
AMD 凭借 Zen 架构的务实设计在 CPU 市场首次超越 Intel，大核数军备竞赛被证明是错误方向
AMD expects to outsell Intel in Q4 for the first time in history
受众观点：① AMD 务实路线（8核大缓存）vs Intel 追求核心数的 spec sheet 战争（@Covzire）② 安全考量：Intel DCI 被用于内存取证读取 LUKS key 的真实案例（@lawabider）③ CPU 市场有竞争是好事，AMD 值得这次反超（@davoneus）
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- @theandrewbailey (0): Quite a comeback for a company that was not doing well a decade ago (pre-Zen).
- @lawabider (0): I have avoided Intel products since the time some law enforcement forensic team used DCILeech to read the RAM of my server hosted at Hetzner and extracted a LUKS key from it. That was a lifelong lesson. There is no guarantee AMD won't come up with similar shenanigans like Intel'…
- @Covzire (0): AMD is reaping the reward of pragmatism, their best gaming CPU skus often have 8 full cores with a large cache for desktops plugged into a wall outlet. Intel has been chasing higher and higher core counts which look good on spec sheets and dazzle in rarely utilized workloads, bu…
- @davoneus (0): Having strong competition between the CPU vendors is always a good thing. AMD has made mistakes, but it's hard to argue they don't deserve to outsell Intel for a change.
- @guerby (0): ECC
Three.js 作者 mrdoob 为 Codevember 挑战发布的交互式果冻布料物理效果创意网页，纯浏览器端运行
Jelly Sheet
受众观点：① 评论区立刻有人介绍 mrdoob 的背景和 Three.js，说明作者的历史作品在社区中有强烈的信任积累（@OuterVale）② 有人立刻脑洞扩展——如果能用手机陀螺仪控制会更好玩（@dengsauve）③ 整体反应轻松愉快，互动欲强（@cpvcpv: Really fun to play with）
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- @cpvcpv (0): Really fun to play with. Great work!
- @jdpigeon (0): Classic web shit. Nice.
- @dengsauve (0): Definitely kept me on the page, very cool. If it could move with a mobile device’s gyroscope, that would be quite the amuse-esprit.
- @OuterVale (0): As you can surmise from the domain, this is created by Mr Doob. They're most well known for creating the 3D JavaScript library Three.js: https://threejs.org Their full site and a lot more cool stuff they've made can be found here: https://mrdoob.com
- @lofties (0): Love it, but I want to tear it in half!
Moonshot AI 发布 Kimi K3.1 开源大模型，参数量达 3 万亿，部分用户称其编码表现已替代 Claude Code，但硬件要求极高
Kimi K3.1 Pro model weights are out
受众观点：① 3T 参数需要 8x B300 节点，硬件门槛极高，本地部署几乎不现实（@__jf__）② 质疑 benchmark 刷分（benchmaxxed），Kimi K3.1 在第三方评测中并不突出（@segmondy）③ 实际用户：Kimi 编码性能强，已替代 Claude Code，成本更低（@purplemantis）
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- @__jf__ (0): Subtle quote from their website: > Advancing the Frontier of Open Intelligence. Too bad you probably need something like an 8x B300 node to run this. Black Friday is coming soon though, but I fear this open intelligence will be pacing anyone's liquidity frontier so I'll probably…
- @segmondy (0): Doesn't seem to outpace DeepSeekV4.1-Flash by much. Hy4 also announced their models and they have tons of internal benchmark, and K3.1 doesn't score that high on those benchmarks whereas Opus5.5 does, so it seems K3.1 is benchmaxxed.
- @tgtweak (0): If someone released a 0.1bit quant I can run it. /s
- @throwa356262 (0): These releases are meant for companies, not average Joe: https://www.theregister.com/ai-and-ml/2026/11/03/british-fin...
- @purplemantis (0): 3T parameters! I've been really impressed with Kimi's coding performance. It's replaced a lot of my Claude Code workflows, which just got way too expensive. Wonder how big Fable and Opus are in comparison.
回顾 C 语言早期内存分配器设计历史，聚焦 free() 不接受 size 参数这一被认为是行业小失误的设计，以及 arena allocator 今日的复兴
The lost malloc()
受众观点：① free() 不接受 size 参数是巨大的历史设计错误，强迫 allocator 维护冗余账本（@OskarS）② arena allocator 是权衡，不是万能药，使用不当会导致内存碎片（@veltas）③ C 语言设计的现代感让年轻开发者震惊（@jdw64）
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- @paaloeye (0): Never seen a 4 points story on the front page.
- @jdw64 (0): When I was a college student (15 years ago), I first encountered C through A Book on C, and C seems like a language that is simple but can really do a lot. Looking at how old this language is, and how many concepts already used in modern languages were tried during its developme…
- @veltas (0): I don't associate with the author that well here because I'm not hyped about 'arena allocators' and I don't really care that free doesn't receive a size. I think the interface was okay. Also 'arena allocators' (this meant something different like 20 years ago so I think the name…
- @OskarS (0): > Not only that, mfree() receives the size of the object it is deallocating, as it should. I've always thought that one of the biggest tiny mistakes in the history of this industry. It means, more or less, that you're forcing the memory allocator to keep track of these sizes whe…
- @fjfaase (0): The sbrk system call in linux is still available to get more heap from the operating system. So, memory is still allocated in a linear fasion and never released again. Maybe now functions like mmap change this. I used sbrk to implement malloc for a very limited standard libary i…
Anthropic 发布零知识证明推理验证方案，让用户可密码学验证 AI 回复确实来自特定模型权重，但社区质疑其实用价值
Progress on provable inference for large language models
受众观点：① 该技术更多解决 Anthropic 的 PR 问题而非用户实际痛点，给数据安全没任何保障（@grey-area）② 更有价值的是可验证训练数据，而非推理过程（@vessenes）③ 现有更便宜的概率性替代方案，计算开销高 90-100 倍难以接受（@vessenes）
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- @anonymous908213 (0): > A user querying a model today cannot check that the responses came from the specific model that a developer claims is responding Indeed, I wonder what kind of developer would make users worry about that...? Funny PR stunt coming from a company that was in the news for silently…
- @vintagedave (0): I've read that providers like those you find on OpenRouter can sometimes route to other models; this would catch that. But I've also heard, as complete rumour, sometimes some named models perform significantly worse on some hosts and the theory is they're running quantized, with…
- @ajb (0): Interesting, but I'm not sure the property it attests is one we care about that much. Or rather, it's one you'd expect Anthropic not to tell you it needs to prove. I mean it tells you that you're not being stiffed by Anthropic using a cheaper model and that they haven't literall…
- @grey-area (0): At first I thought this was work on the far more important problem of proving that LLM output is provable and correct given some source of truth. But it's about the trivial problem of 'proving' which model is being used. Who will find this useful? I can't really think of a use f…
- @vessenes (0): I've been writing about the need for provable inference (and training) on and off for a number of years; this is welcome news and a good start, and a significant improvement on prior zk results. The problems of inference proof for a closed model provider are more difficult than…
PostgreSQL 内部原理在线书籍多次登上 HN 热榜，本次社区重点讨论 HOT 更新机制对高并发写入场景的调优价值以及 Postgres 18 的全文搜索变化
The Internals of PostgreSQL
受众观点：① HOT 更新章节被认为实际收益最高，尤其是 fillfactor 调优和避免给频繁更新列建索引（@gopalv / @getbrew）② Postgres 18 对 ICU collation 和全文搜索行为有 breaking change，pg_upgrade 后需要重建 FTS 索引（@favori995749721）③ 有人提到 orioledb 作为 Postgres 新 MVCC 实现的替代路径（@jon128）
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- @gopalv (0): The latest Jepsen report on particledb triggered a new found interest in the SSI implementation in postgres. If you are just skimming this doc, The HoT update path is the section I would jump to. Understand HoT and then read the zHeap implementation notes (also of TOAST) puts a…
- @getbrew (0): The HOT chapter is the one with the most direct practical payoff. Two things worth knowing from it: HOT only kicks in when no indexed column changes and the new tuple fits on the same page, so an index on a frequently-updated column (status, updated_at) quietly disables it for e…
- @jon128 (0): Didn't find the new MVCC in there. https://www.orioledb.com/
- @dang (0): Related: The Internals of PostgreSQL - https://news.ycombinator.com/item?id=43241404 - March 2025 (40 comments) The Internals of PostgreSQL - https://news.ycombinator.com/item?id=30372750 - Feb 2022 (19 comments) The Internals of PostgreSQL - https://news.ycombinator.com/item?id…
- @favori995749721 (0): Chapter 12 (full-text search) quietly changed under this book in Postgres 18: FTS now reads its dictionaries and config through the cluster's default collation provider instead of always libc, so clusters on ICU or the new builtin PG_UNICODE_FAST can see different behavior in FT…
apt包管理器存在中间人劫持漏洞可导致任意代码执行，发现者指出现代AI工具已让此类安全漏洞的挖掘变得极为容易
Debian apt security update (man-in-the-middle)
受众观点：①apt修复窗口期内安全更新的操作方案（@8organicbits，推荐apt download绕过脆弱更新机制）②现代AI工具如何大幅降低安全漏洞发现门槛（@justicz，认为modern AI tools让此类bug极易被找到）③apt中间人攻击注入机制（@SoftTalker，追问如何把redirect注入apt下载链路）
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- @8organicbits (0): I feel like they should release manual update instructions since the update mechanism is vulnerable. Although I see my systems already updated via unattended upgrades. edit: On lobste.rs I see a recommendation for `apt download`: https://lobste.rs/s/h7bvma/man_middle_arbitrary_c…
- @thewisenerd (0): dupe (2h ago): https://news.ycombinator.com/item?id=50364814
- @justicz (0): I found this! I posted a semi-click-bait-ey tweet about it here [0], I think it’s important for people know how easy these bugs are to find now. It’s becoming borderline irresponsible not to audit your internet-facing code with modern AI tools. [0] https://x.com/just1cz/status/2…
- @SoftTalker (0): How would an attacker inject a redirect into an apt package download?
- @hollow-moe (0): But how do I update apt if apt is untrustable until fixed ? Good ol' .deb scp'd in dpkg'd.
独立开发者Josh遭遇疑似恶意网络侦察攻击，28小时未眠应对安全压力，社区强烈为其发声
so many people saying Josh is overreacting but if I was in his position I wouldn’t be nearly this polite. Even if this was an accident, which it appears to be, this is still real stress and real huma…
受众观点：①Josh本人28小时未眠的真实煎熬与压力（@joshmanders, 250likes）②对方使用假名+Proton邮件+被发现后再次尝试，明显非意外（@TrentKelly2472, 89likes）③行为特征符合渗透测试或踩点，只是操作太业余才被发现（@Nabil_Kechiche, 32likes）
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- @joshmanders (250): @zebassembly I haven't been to sleep in 28 hours.
- @TrentKelly2472 (89): @zebassembly I have a real hard time squaring the fake name and throwaway email with this being any kind of accident
- @Shplops (48): @zebassembly It absolutely does not appear to be an accident. Extreme negligence.
- @Nabil_Kechiche (32): when you use a proton email and the logs show clear pentesting or scouting , I dont think thats an accident . I mean lets be honest probably most players they do this secretly but never get caught , this one was just an amateur job and its going viral now coz how its handled , t…
- @WatTuiteg (27): @zebassembly Accident is hitting your pinky toe on anything, this wasnt that, they tried again after getting cslled out https://t.co/HUTb2ALgs2
Google DeepMind 推出新模型 Gemini 4 Argon，部分用户获早期测试资格并将其定为日常主力使用模型
Thank you, Google DeepMind team, for sending this! Absolutely love it. 🫶 I feel incredibly fortunate to have had early access to Gemini 4 Argon, getting to explore it, test it, and share my feedback…
受众观点：①是否真的用于日常编码，Workspace 订阅用户还无法访问（@dedene, 1like）②"daily driver"是最真实的用户反馈层级（@aapakari, 1like）③也有用户体验不佳（@AIandDesign, 0likes）
展开评论
- @AI_Andrew (2): @ai_for_success @Rahmeljackson 🔥🔥🔥
- @dedene (1): @ai_for_success Are you actually using Argon daily for coding? I'd love to explore it, but in our Workspace AI subs it is still not even showing up. not to speak about using it for coding (agy does not work there).
- @thorwebdev (1): @ai_for_success Only the best for the 🐐!
- @aapakari (1): @ai_for_success Daily driver status is the nicest kind of feedback
- @AIandDesign (0): @ai_for_success Meanwhile this is Argon for me... https://t.co/vvTB7BSwky
月之暗面旗下 Kimi K3.1 Pro 模型开放权重开源，高性能闭源模型加入开源阵营
Kimi K3.1 Pro is now Open Source. https://t.co/Hr2vLxDzht
受众观点：①本地部署硬件要求，GB300 是否够用（@ayushrajgorar, 1like）②现实中是否能在个人硬件运行（@VarunChopr17597, 0likes）③开源权重压低闭源定价对 coding harness 的影响（@yzpq6668, 0likes）
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- @ayushrajgorar (1): @ai_for_success Is GB300 enough?
- @lalopenguin (0): @ai_for_success how many gb or memory we talkin?
- @VarunChopr17597 (0): @ai_for_success Open source is a big deal here. Is it something people can realistically run on their own hardware?
- @olivialinverse (0): @ai_for_success Kimi K3.1 Pro open source already? That was fast!
- @yzpq6668 (0): @ai_for_success open weights at this level keeps squeezing the closed labs on price. curious how it holds up inside claude code or codex style harnesses
独立开发者核心信念：新兴细分市场不断涌现旧市场不断消亡，把时间投在正确赛道才能变现
as an indie developer, you just need to believe in one thing: there are always new niches popping in, and old niches dying out spend your time wisely in the correct niche and you’ll make a ton of $$$
受众观点：①希望有AI工具能自动帮助发现正确细分市场（@ktnnnp, 1like）②直接追问现在什么细分市场是对的（@HARDIKA64268113, 0likes）
展开评论
- @ktnnnp (1): @anulagarwal How about a niche finder agent skill? 😂
- @HARDIKA64268113 (0): @anulagarwal What is right niche right now
独立开发者 @AdityaShips 将付费用户需求直接丢给 Claude Code，两小时后 NotchOwl 完成外接显示器功能支持
one paid user asked for external monitor support on NotchOwl today i dumped the request into Claude Code and 2 hours later: NotchOwl supports external monitors 🎉 https://t.co/p29oKGRH61
受众观点：①外接显示器是高频使用场景，需求合理（@RApuroop, 0likes）②2小时快速实现但 regression 风险被低估（@johnroodepic, 0likes）③无 notch 外接屏上 UI 如何显示的具体 UX 问题（@0x2c0c, 0likes）
展开评论
- @AdityaShips (1): Less go, try it here: https://t.co/GX0NxJpQTm
- @himanshugoooooo (1): @AdityaShips External monitors were minding their own business. Now they have a notch full of responsibilities.
- @RApuroop (0): @AdityaShips Yup, many people spend time on external monitors more
- @johnroodepic (0): @AdityaShips did the fix touch the screen geometry the default path uses? external monitor support is the classic one-user ask that quietly rearranges every other setup. the build was 2 hours, the regression report comes in slower.
- @0x2c0c (0): @AdityaShips wait what does it render on a monitor with no notch, a fake one top center or does it hang off the menu bar? and does it follow the cursor between screens or stick to the main one
OpenAI发布GPT-6.1 Terra计算机使用模型，标准API价格比GPT-5.6 Terra下降50%，定位高效全工作日助手
GPT-6.1 Terra: delivering fast and capable computer use at a lower price. GPT-6.1 Terra understands what’s on screen, takes action across apps, writes naturally, and is a more capable model for your…
受众观点：① 能力是否真的提升还是只是更便宜（@Solvairo, 1374 likes）② 价格下降但完成同等任务是否需要更多调用次数（@AngelStrandTech, 247 likes）③ 在ChatGPT Work和Codex场景中实际可用额度（@OpenAI, 4334 likes）
展开评论
- @OpenAI (4334): GPT-6.1 Terra continues to advance the cost-intelligence frontier across our model families. It’s a significant step up over GPT‑5.6 Terra, with 50% lower standard API prices. In ChatGPT Work and Codex, your usage allowance goes further with GPT‑6.1 Terra than with GPT‑5.6 Terra…
- @Solvairo (1374): @OpenAI Dude, we need a model better than Opus 5.5. No one cares about it being faster or cheaper. I barely touch my codex sub because there’s no real use for it anymore
- @WhosCinq (325): @OpenAI well, back to Opus https://t.co/LasnYmDgcY
- @harjjotsinghh (252): @OpenAI https://t.co/npL1IAlDy0
- @AngelStrandTech (247): @OpenAI So you guys released another cheaper, dumber model, and now we're supposed to spend an entire week on a task that Opus 5.5 can finish in just five hours?
ctatedev发布开源工具agent-desktop，让任意coding agent都能控制整台电脑，支持多agent并行操作各有独立鼠标
Introducing agent-desktop agent-browser, for your whole computer → Computer Use for any coding agent → macOS, Windows and Linux → Runs in bg while you keep working → Agents use your computer in paral…
受众观点：① 与同类工具的能力对比（@markokraemer, 85 likes）② 多agent协作交互能力（@edgarasben, 49 likes）③ 知名开发者直接背书（@wesbos, 61 likes；@giuseppegurgone, 67 likes）
展开评论
- @ctatedev (1192): Star it, fork it, tell your agents about it Built by @mdlahfir, who just joined the Vercel Labs team! https://t.co/Y7SAuRKLv0
- @markokraemer (85): @ctatedev how does it do vs https://t.co/TBxqWixj9t?
- @giuseppegurgone (67): @ctatedev computer use! let's go https://t.co/rsEQz0tInT
- @wesbos (61): @ctatedev Oh babby this looks great
- @edgarasben (49): @ctatedev 🤯 awesome! can it interact with agent-browser?
前谷歌CEO埃里克·施密特公开表示想赚钱就去创办AI agent公司，称造出最好的agent就能成功，引发开发者社区大量讨论
This is f*cking insane. Former Google CEO Eric Schmidt, the man who ran Google for 10 years: "If you really want to make money, it's actually easy, found an agentic AI company, I mean build an agent…
受众观点：① 真实付费需求的难度（@deepthought_dev, 85 likes：做agent容易，找到愿意买单的真需求才难）② 施密特建议存在利益相关方偏见（@KenCorigliano, 21 likes）③ 大公司会直接用现成harness平台（@DylanEMHolland, 4 likes）
展开评论
- @deepthought_dev (85): @godsystemsmd 做个Agent容易，找到愿意买单的真需求才难。
- @KenCorigliano (21): @godsystemsmd This is stupid. This is like a surgeon ( who is a sales agent), saying, hey the best thing you can do is get as many surgeries as possible. Schmidt owns the system you'd do that in. Dumb
- @MadtownEngineer (11): @godsystemsmd Same guy that brought Java to the web. Remember that shit?
- @JacksAISites (5): @godsystemsmd schmidt really said found an ai company and print money lol
- @DylanEMHolland (4): @godsystemsmd In reality companies will just use one of the harnesses themselves
一条声称用 OpenClaw 构建的 AI Agent 在9天时区套利操作中睡眠期间单夜赚取43800美元的帖子，评论区几乎一面倒认定是典型的加密/AI 骗局营销
my OpenClaw woke me up at 3:47 AM with one message: "found 6 markets resolving in next 90 minutes while US is asleep, need approval for $12K deployment" i typed "yes" and went back to sleep woke up t…
受众观点：①识别"赚到钱了还在 X 上发帖卖课"的骗局模式（@fidoeth, 382likes）②具体警告 AI Bot 全自动交易一次亏完本金的风险（@sannbet, 78likes）③带反讽色彩的"睡觉赚4万是终极flex"（@0xwhrrari, 59likes）
展开评论
- @fidoeth (382): @zerqfer Yet another case of “if it were true he wouldn’t be posting about it”
- @mr_vibe_it (136): @zerqfer lol so much bullshit in on post it’s insane - if you made any real money you wouldn’t be here selling it to people on X
- @sannbet (78): @zerqfer I urge every1 thinking this is too good to be true to know that it is certainly too good to be true. Why? Because you probably won’t wake up at 3:47am. And if you set it to auto, your openclaw bot will probably eventually yolo all in and then you’ll lose your entire wal…
- @arpit_dhamija (66): @zerqfer I wonder how people are believing this lol. He put neural network animation in this and fooling people. Scammers all around
- @0xwhrrari (59): @zerqfer making $43k while sleeping ultimate flex really
独立游戏开发者 Cakez 历经4年零收入困境，凭借像素塔防游戏 Tangy TD 在 Steam 获得89%好评，首周售出28078份净收入近20万美元
太难了， 独立游戏开发者 Cakez ，历时 4 年无收入财务状况相当拮据。打造的像素塔防游戏《Tangy TD》，在 Steam 上拿下 89% 好评。一周：售出 28,078 份，净收入达 197,847 美元。 当他打开后台看到数据的那一刻，情绪瞬间崩溃，当场落泪😭 https://t.co/NpdQSMMdrK
受众观点：①对伴侣4年无条件支持的羡慕与感慨（@HZyrn, 246likes）②借此延伸出中外伴侣对创业者态度差异的讨论（@xuanxiaofang, 153likes）③单纯对坚持四年这件事的由衷佩服（@kevinma_dev_zh, 64likes）
展开评论
- @HZyrn (246): @iamtonyzhu 羡慕他有个好夫人。
- @xuanxiaofang (153): @iamtonyzhu 看，他四年无收入还有女人支持，再看看国内女人，失业在家一个月就在考虑离婚分手了
- @kevin_9431 (79): @iamtonyzhu 我佩服的是他老婆，换中国老婆早跑了
- @kevinma_dev_zh (64): @iamtonyzhu 这老哥太不容易了，真能坚持
- @tonychuhai (42): 帖子来源：
REA 作者发布了20个 GitHub 仓库组成的 AI 辅助逆向工程工作室套件，核心是名为 REA 的单一 MCP 服务器，可与开源反编译工具 Ghidra 等集成实现 AI 驱动的代码逆向分析
this is getting f*cking dangerous... REA creator just dropped 20 GitHub repos to build a f*cking reverse engineering studio: [01] analysis core > REA: a single MCP that plugs into everything https…
受众观点：①担心公开仓库里混入恶意代码的安全顾虑（@photoncmndr, 36likes）②关于"危险"定义的哲学争论（@TinfoilTricorn, 19likes）③REA 是否还能与 Claude 兼容的实际使用问题（@Niburu05, 7likes）
展开评论
- @photoncmndr (36): @0xDeniAi How many of these repos are full of nefarious shit to be used against you also?
- @TinfoilTricorn (19): Literally not dangerous, it's the whole history of technology, evaluation, science and academic work. What is dangerous is "black boxes" running unknown illegal pipelines to foreign nations. Always on recording devices violating state laws and so on. TOS do not obviate a reasona…
- @Niburu05 (7): @0xDeniAi You do realize you cant use REA with Claude anymore right ???
- @TerrorBotLabs (5): @0xDeniAi I’m building a REA studio also. lol. Driven by codex or Claude , with a few local models across 4 machines. I reverse engineered Pair, so codex/claude are the orchestrator and delivers different pieces of the project to the local models, reviews then loops or approves.
- @FleetingAeon (4): @0xDeniAi Is it still working?
推荐了7个 GitHub 设计仓库帮助 Claude 等 AI 获得真实设计品味（含色彩系统、间距规范等），并警告不学 AI 辅助设计工具的网页设计师将在2027年面临失业危机
holy f*ck, web designers have no idea what's coming the ones who learn these tools now will be fine. the ones who don't will be searching job in 2027. 7 design repos you need to know to survive AI, t…
受众观点：①认为工具之外更需要先建 token 体系和 banned list，流程比工具重要（@reidophotoshops, 6likes）②觉得设计师已完（@slash1sol, 4likes）③认为设计本质是理解用户需求，这是 AI 目前无法取代的部分（@MasonFuerst, 3likes）
展开评论
- @designed_future (7): @thegreatest_sv That's MITOCHONDRIA! The POWERHOUSE of the cell!!! https://t.co/Xvt79KF3o0
- @reidophotoshops (6): solid list, but stacking taste skills doesn't fix it on its own. the order that matters: 1. a tokens file first (type scale, spacing scale, 1 accent color) 2. a banned list (purple gradients, nested cards, emoji as icons, glow on everything) 3. a lint pass (impeccable detect or…
- @slash1sol (4): @thegreatest_sv web designers are cooked..
- @RunChengln (3): @thegreatest_sv Good list. The gap in most of these: they hand the agent rules, not a target. Pulling exact tokens from a live site works better, e.g. Stripe body text is weight 300 and its CTAs use a sharp 4px radius.
- @MasonFuerst (3): I actually think there's a lot for designers to be excited about here. These tools are making it so much easier to create something that looks good, but I don't think that necessarily makes someone a good designer. There's still a big difference between making something look nic…
实测 Gemini 4 Argon 可将一张2D维多利亚马车图片零人工干预直接生成完整 WebGL 交互级3D资产，作者认为这让个人开发者无需再靠 Blender 手工建模
兄弟们，看了一圈 Gemini 4 Argon 在2D转3D方面确实遥遥领先。别再以为搞 3D 必须开 Blender 熬夜雕面调骨骼了。 看看原推这玩意儿，直接把我给看清醒了： 给模型一张 2D 维多利亚马车图，零人工参与，纯靠代码直接吐出了一个完整的 WebGL 交互级 3D 资产！扒了一下原推的关键实测数据，极其哈人：
受众观点：①对 Argon 建模效果的直接震惊（@leo_xiaolei, 4likes）②对生成17万面模型在移动端性能预算的实际担忧（@Kingsley950910, 4likes）③不会代码的普通用户问自己能否直接上手（@Wenkk_wu, 3likes）
展开评论
- @leo_xiaolei (4): @GeekCatX 这个建模感觉无敌啊
- @yevloop (4): @GeekCatX 2d carriage → full webgl 3d with zero hand sculpting is the argon flex that keeps showing up
- @Kingsley950910 (4): @GeekCatX 17 万面在桌面网页里能看，放到手机上先卡住的通常不是着色，是面数和实时阴影。我会先减到中端机能稳定 30 帧，再谈车门和悬挂。生成能省建模时间，省不了性能预算。
- @Wenkk_wu (3): @GeekCatX 一张图直接出3D，我这种不会代码的真能自己装上用吗
- @chandler_le (2): @GeekCatX 试了一张3d卡通插画，效果非常不好......第一次简直看不了，右边是反馈4次的效果。是提示词关系吗？ https://t.co/0obLuZeOMh
一款由独立开发者打造的极速跑酷竞速游戏 BOOST VECTOR EX 今日发布，玩家可以在摩天大楼侧面滑翔跑酷，每个角色移动方式完全不同
This indie dev made a parkour racing game that is unapologetically fast. - Slide into a charge jump, then wall-ride out - Every racer moves in a completely different way - Race down the sides of skys…
受众观点：①对游戏购买链接的实际需求（@clemmygames, 2likes）②意外发现游戏起源于 Roblox 的惊讶（@mazkon780, 0likes）③对"赛车游戏不需要车"这个设定的简短认可（@Kk9594595481756, 0likes）
展开评论
- @clemmygames (2): Get it here: https://t.co/7zn1IQu2pS
- @PlayBrickMortar (1): @clemmygames noice https://t.co/weTD1P471a
- @Kk9594595481756 (0): @clemmygames Turns out racing games never needed cars. Just speed.
- @icebakbum (0): @clemmygames https://t.co/alzDRH9TbK
- @mazkon780 (0): @clemmygames still crazy that this started as a roblox game
独立工作室 Kelonia Games 正在开发一款以古埃及壁画为核心美术风格的平台游戏 Fresco，玩家扮演壁画中的角色穿越古埃及场景
An indie dev is making a game where you can literally play as Ancient Egyptian wall art. It's called Fresco. [🎮 Kelonia Games] https://t.co/fN4ZWRRd56
受众观点：①对古埃及壁画风格做成可玩平台游戏这个创意的欣赏（@rogerioperdiz, 1like；@wangezhiyuan, 0likes）②同样以古埃及为题材的其他独立游戏开发者借此互相串门（@wyrdkingames, 1like）③StoreCheck 工具打分70/100的 Steam 页面质量讨论（@unity3dvfx, 2likes）
展开评论
- @unity3dvfx (2): Fresco's Steam page scored 70/100 (Strong) on StoreCheck, with 8 fixes to make. Check your own page free: https://t.co/NOpNkG18vx
- @rogerioperdiz (1): @unity3dvfx Pretty cool! Like Super Mario Odyssey but totally dedicated to the fresco. Looks very promising!
- @wyrdkingames (1): @unity3dvfx This is a really cool idea. We are also inspired with Ancient Egypt in our game Whiskers in the Sand :)
- @harmanify (0): @unity3dvfx Not sure how I feel about this but on first glance I thought it was a really awful platformer then I checked it’s literally wall art ? Amazing @KeloniaGames
- @wangezhiyuan (0): @unity3dvfx This is why ideas still matter so much.
独立开发者发布横版动作游戏 Kick，玩家带球跑过手工关卡去上学，主打童年放学踢球的怀旧情怀
This indie dev made a side-scroller where you dribble a ball all the way to school. - Kick, jump and run through handcrafted levels - Bounce your ball off streets, beaches and rooftops This is Kick a…
受众观点：① 童年踢球上学的情感共鸣，评论区立刻出现认同反应（@NegmWorldGames, 1 like）② 游戏机制细节好奇——比如球从屋顶掉下去会怎样（@biforgestudios, 0 likes）
展开评论
- @clemmygames (6): Get it here: https://t.co/o4UCJdLJqS
- @NegmWorldGames (1): @clemmygames Yes!! dribbling a ball all the way to school was every kid's childhood 😂 love the seaside look
- @sublimeartsio (0): @clemmygames Lovely.
- @biforgestudios (0): @clemmygames What happens when you lose the ball off a rooftop?
社区征集用 Claude Code 生成的不带"AI味"的 UI 实例，讨论如何摆脱千篇一律的 vibe-coded 风格
since everybody here is asking which tools, skills or MCPs make UI look less "AI-generated”. Could you guys actually provide me examples of apps/websites that dont look like that then? What are peopl…
受众观点：①如何把参考图/Figma 设计稿传给 Claude 避免 AI 默认风格（@hauntolog, 160分）②展示真实项目案例，如 shapefinder.cc（@don_gustavo, 119分）③AI 生成的 tagline 措辞是暴露 AI 味的最大特征（@RunnableReddit, 120分）
展开评论
- @FraffoD (165): I made a 3d fighter game with Italian politicians in it: Italian Brawls
- @hauntolog (160): The main way I've found to create these non AI-generated looking results is to design the main page as well as secondary elements myself in Figma, then give that as a reference to Claude.
- @RunnableReddit (120): The fucking taglines are ais signature
- @don_gustavo (119): https://shapefinder.cc/
- @BolshevikPower (85): I'm sorry what the fuck is this https://preview.redd.it/show-me-claude-code-projects-that-dont-look-vibecoded-v0-5stx1c389mzh1.png?width=916&format=png&auto=webp&s=8fb583e524b93b9732007ce17508572298c3940a
Immich机器学习容器引入的微软ONNX Runtime默认开启遥测，DNS日志显示大量请求发往微软服务器，官方开发者已公开道歉承诺修复
Immich Machine Learning (ghcr.io/immich-app/immich-machine-learning:v3) uses a library called ONNX Runtime, from Microsoft. This library has telemetry enabled by default, and the Docker build of Immi…
受众观点：① Immich官方开发者Alex公开道歉并承诺尽快修复（@altran1502, 1495score）② 社区对"自托管=不被监控"的强烈期望（@greenpeppermelonpuck, 162score）③ 质疑为何8月就报告的issue拖了这么久没处理（@geo38, 168score）
展开评论
- @altran1502 (1495): Hello, Alex from Immich here I'd like to apologize that we have missed this. With the natural increased in workload and demands, sometimes we would miss issues. It'd be also very helpful from the community to help raising issues like this in a more urgent and direct voice. We wi…
- @This-Impress-304 (187): Happy to know disabling internet access on all networks that don't explicitly need it helped me already
- @geo38 (168): Ok, but the issue was reported on github in August. It had 'privacy' in the title. It's been updated & verified by others since then. It'd be also very helpful from the community to help raising issues like this in a more urgent and direct voice. What are you looking for? Github…
- @greenpeppermelonpuck (162): Thanks Alex, Immich is great and I won't stop using it. Like others have mentioned, I can't blame anyone for overlooking the wall of slop someone posted on your issue tracker about this, that is why I wrote it very clearly here. It must be exhausting running a big FOSS project t…
- @jrasm91 (109): Thanks for bringing this up. We can definitely get this fixed. Looks like we just missed this when it was reported over the summer.
作者用完全相同的3D程序化地形生成prompt对比所有Claude模型的一次性代码生成能力，结果显示Opus 5.5领先明显
Prompt : "Make me a 3D website that's a kind of video game, with an infinite procedural terrain and a camera that keeps moving forward through it forever. The terrain should be full of stuff and obje…
受众观点：①Opus 5.5整体碾压，大量用户不会再降回低版本（@Forcio, 236score；@EducationalBuffalo47, 177score）②prompt不够具体，模型差异超出单纯质量维度（@_jackofblades_, 40score）③对Opus 5.5被下架的隐忧（@Flope, 36score）
展开评论
- @Forcio (236): 5.5 just doing amazing across the board
- @EducationalBuffalo47 (177): Opus 5.5 was just such an incredible upgrade above everything, including Fable, that I'm never going back.
- @_jackofblades_ (40): I don’t think your prompt is specific enough to be meaningful. There’s a huge amount of variance between models that goes beyond quality.
- @Flope (36): I could be happy with opus 5.5 for years tbh assuming the frontier hit a wall. My biggest fear is that they lobotomize or take it away from us
- @Reasonable_Day_9300 (35): all on medium if available
独立开发者分享从935个免费注册用户到9个付费用户、共收入89.91美元的真实心路历程，0.95%的转化率是第一次验证产品有人愿意付钱
I spend way too much time on here looking at posts from founders hitting $50k MRR in two weeks.. If I’m being honest, it messes with your head. You start thinking that if you aren't making thousands…
受众观点：① 从0付费到第一批付费用户的关键转变点是什么（onboarding改动？直接对话用户？）（@ketan_pundir, 6分）② 第一笔微薄收入的里程碑意义和情绪价值——$5也是巨大milestone（@KeySwim3709, 4分）③ 即将launch的创业者从这类帖子中获得的心理支撑（@TheMoike, 2分）
展开评论
- @ketan_pundir (6): Congrats on the 9 I'm a solo founder in India with a B2B tool and still at zero paying users so this was good to read You said something clicked at the end of October Was it a change in onboarding or the paywall or did you just start talking to users directly Curious what moved…
- @KeySwim3709 (4): dude same feeling!! just got my first $5 in revenue lol. it’s been so hard, never worked this hard for 5 bucks in my life, but it’s a huge milestone. congrats to us, now on to the next level, for me that’s $100 mrr
- @iamkunalmis (3): Atleast you are started to getting paid user in current market scenario
- @TheMoike (2): I'm not far from launching my project. This is exactly the kind of post that gives me hope. Congratulations on the wins; I hope they keep coming!
- @malencarpinto (2): That's the real deal. Enjoy every milestone, be greatful. congrats.
用户发现闲置旧款 Intel i5-3340S 台式机，询问是否值得用于自托管入门还是直接购买N100迷你主机更省电划算
Found an old Asus prebuilt in a closet and wondering if it makes sense to use as a starter box or not. Specs: CPU: Intel i5-3340S (4c/4t, 3rd gen, 65W TDP) RAM: 4GB DDR3 GPU: GT 620 2GB Storage: 500G…
受众观点：① 鼓励直接用现有设备上手，别等到条件完美（@Advnchur, 165score）② 推荐 Debian + 无桌面环境 + Docker 的极简部署路线（@KidsKatMao, 76score）③ 认为这台配置足以运行几乎所有常见自托管服务（@tyami94, 19score）
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- @Advnchur (165): This is what you have right now. There's no reason you can't spin it up, learn a few things, and host something. Then later on, by all means, switch up your gear. The best equipment you have is the equipment you have available to you RIGHT NOW.
- @KidsKatMao (76): Take it, slap debian on it, no desktop environement, just a hard cold shell, configure the stock firewall, slap docker on it. Should be good to host some services. You can access them over browser it you want blingy and clicky things.
- @one_rainy_wish (44): 4gb RAM? That'll buy you a year's supply of rice in the new economy
- @clean_guy_1 (25): there's too much slapping going on here 😅 ... fellow Debian user
- @tyami94 (19): bro this is more than enough to host basically anything you want. rip the gpu out to save juice and make sure the governor is set to powersave and let er' rip.
一张关于开发者对 Claude 依赖程度的等级表情包，从"偶尔辅助"到"连代码是什么都不知道了"，Fable 和 Opus 5.5 被称为"加速催化剂"
I was 2~3 at the beginning of the year but since Fable and Opus 5.5 I'm dangerously approaching level 5 I wrote the text by hand for this meme, Claude did the illustration Read more I was 2~3 at the…
受众观点：①各级用户自报家门，社区氛围热烈（@No-Report-8523 level 8, @Both-Chemical9747 level 6）②Fable 和 Opus 5.5 是今年显著提升依赖级别的关键产品（原文）③老程序员和非程序员对"放弃自己写代码"的不同态度（@Glugamesh, 6分）
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- @No-Report-8523 (15): Level 8
- @Both-Chemical9747 (8): 6,and i am not an programmer
- @Oh_hey_a_TAA (7): 5.5
- @Glugamesh (6): Somewhere between 4 and 5. Programmed most of my life and I'm loving not having to struggle with everything or worrying if I'm painting myself into a corner with a language I'm using on a project.
- @StageAboveWater (6): what even is code? is that the weird shit claude makes on the other side of the screen when I tell it to make my apps?
一位开发者历时三年不依赖 AI 也不用任何外部库纯手写建站，以此说明渐进式演化型项目中工具选择取决于开发模式而非效率绝对值
Websites built from scratch (no AI, no frameworks or libraries) that are more than just simple toy projects are becoming very rare, but i want to remind you guys that they still exist. Three years ag…
受众观点：① 现代框架/库提升的是团队和商业效率，让你把时间花在真正的差异化上而非重造轮子（@KaiAusBerlin, 44likes）② 纯自建适合学习但对专业工作不够高效，这是圈子里的普遍共识（@uceenk, 18likes）③ 对掌控感和亲手构建乐趣的真实认同，速度不是唯一指标（@seweso, 15likes）
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- @KaiAusBerlin (44): One of the most unsatisfying things I learned in WebDev is that making things from scratch is fun. But in 99% of times it just doesn't give enough benefits to be better than the alternatives. Shopify, modern frameworks, libs, are stable, tested and take away many many things you…
- @uceenk (18): its good for learning, but for professional work it's not efficient building website without libraries or AI
- @seweso (15): Yeah i LOVE being in control. I love being able to quickly write very little generic code which can do a LOT. Its fun. Takes a while to startup, but once you are in, its fun.
- @KaiAusBerlin (14): It's not about fun. It's business. Do you take the bike for a customer meeting from new york to taiwan? Or the plane? Customers don't care if you have fun developing their product. They pay you to take the most advanced and practical way to reach their goals. Not to have the bes…
- @benzado (12): This is cool! It’s troubling how someone trying to take pride in their work draws out passive aggressive comments from AI boosters. I don’t understand the phenomenon but it’s definitely not natural. People get a little too excited about Rust (for example) but I’ve never seen the…
一位开发者用一个月时间，借助 Opus 5.5、Astra、Midjourney、Tripo、Suno 等 AI 工具链从零构建了灵感来自 Moebius 画风的 Zelda 风格开放世界游戏 Hiraeth
Hiraeth (Welsh word for longing or homesickness) is meant to be a Zelda style game where you go from planet to planet, explore the world, go into temples etc. I wanted it to feel a Moebius set of wor…
受众观点：① 游戏名称词源和含义的真实文化背景引发讨论（@DefinitelyNotEmu, 25likes） ② 与其他 Moebius 风格游戏的比较（@sudomatrix, 4likes）
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- @DefinitelyNotEmu (25): Welsh person here. Hiraeth is more of a fond longing for a thing that no longer exists that you can never get back to. It isn't as simple as "homesickness"
- @sudomatrix (4): Nice! Reminds me of Sable, another Moebius inspired game.
- @diamondtoss (4): pretty cool. I have no idea what a Moebius set of worlds is. looks cool though.
- @Anderz (3): More like nostalgia then
- @jek39 (3): saudade
运营服务网站的开发者询问作品集与业务网站页面数量的 SEO 健康边界，讨论哪些页面该删、合并或重定向
I run a portfolio site and a service business site. The portfolio has about 3/4 pages, while the business site has 95 (includes some blog pages as well). There has to be a sweet spot between “these p…
受众观点：① 页面数量不是 SEO 问题，doorway pages（大量相似城市页）才是真红线（@GoldenCoastDigital, 2likes）② 博客页能排名但服务页不能，根因是 blog 和服务页在抢同一关键词且 internal linking 不到位（@Ill-Egg-3700, 3likes）③ 作品集页面深度优先于数量，每个项目一篇案例研究远胜于堆砌薄页面（@RehanSaddique, 2likes）
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- @Ill-Egg-3700 (3): If the blog ranks but the money pages don't, check two things. First, are blog posts competing with the service pages for the same searches? Search a few of your main keywords in Search Console and see which URL Google shows. If it's a blog post, merge it into the service page o…
- @GoldenCoastDigital (2): There isn't a magic number. Google has said outright that having more pages indexed doesn't make a site rank better. Page count isn't what gets you in trouble. Pages that only exist to rank do. The spam end is pretty specific. Google's doorway policy calls out pages aimed at dif…
- @GoldenCoastDigital (2): Close, but I'd flip it. One out of three isn't enough. The first question is the one that matters most. If a page doesn't target a search that no other page targets, it's probably competing with another page on your own site. The other two are what make it worth ranking once it…
- @RehanSaddique (2): For the portfolio, 3 to 4 pages is plenty. Depth beats count there, so one solid case study per project with the problem, what you did, and the result will do more than adding more thin pages. Once you have a few, a simple "work" index page is enough.
- @apnatva-dev (2): Yup, someone else suggested the same thing, must be solid advice if it’s being repeated. Thanks!
独立开发者用人机分工模式（自己做架构设计，Claude做集成研究和代码审查）发布免费DRM-free阅读App Athene，支持calibre和Zotero集成
Hey everyone! i've been working diligently the last few months developing a free (no in app purchases, no ads etc) reading app with an extremely high level of polish and attention to detail. What dro…
受众观点：① 质疑Athene相比KOReader/Librera Reader等成熟开源阅读器的差异化（@Vejibug, 13score）② 对新独立开发者项目可信度和维护能力的审查（@BoomlandJenkins, 9score）③ 无内购声明与Play Store实际标注不一致引发信任问题（@scorpicon, 13score）
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- @scorpicon (13): Your description says no in-app purchases, which makes me happy, but the Android store notes "In-app purchases" for the app. What's going on there?
- @Vejibug (13): What makes you stand out versus like Librera Reader, Readest, KOReader, etc?
- @BoomlandJenkins (9): What's your experience with creating and auditing code for the software industry? What have you launched and maintained in the past? OR: "Why should I trust this project?"
- @SnooOwls5452 (4): Good catch, there are no in app purchases on Android - seems like I have to fix the listing
- @dwestr22 (4): KOReader rules, i has so many features. Best thing about it, it can connect to personal OPDS server. I just drop a book in a directory and I can read it on kindle without sending email and without usb connection.
研究者亲历AI顶会乱象，演讲者无法回答自己论文问题、现场用ChatGPT答题、同一论文投两个会议双双录用，呼吁严格Desk Reject AI生成论文
TL;DR: Please be hard in desk rejecting AI generated papers Recently I went to two AI conferences (A and A*) and I was surprised that "AI cheaters" didn't even read their own paper before presentatio…
受众观点：① 顶会至今没有实质性应对措施，对这类案例基本无为（@Celmeno, 36分）② 应设立AI论文直接拒稿规则和封号机制的呼声（@xseson23, 29分）③ ICLR 2026 medagent pro 具体造假案例——评审打分高但代码不可复现（@froggy-the-dog, 19分）
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- @Celmeno (36): Afaik most conferences are not doing anything on these cases
- @xseson23 (29): Forgive my ignorance but I assume every conference nowadays has a system now in place for such papers? Reject them outright and heck.. even a ban maybe to teach them a lesson.
- @froggy-the-dog (19): reminds me of a paper named medagent pro from ICLR 2026, really high review scores, the choices of dataset and baselines are concerning and the public code is badly written and not reproducible, seems like they faked all the results and the method is very loosely written also. O…
- @DummyRobotW (18): Will you consider reporting to the conference? Their papers should not have been accepted in the first place and this is pure academic dishonesty. What you mentioned like fabricating data, is absolutely unacceptable.
- @Celmeno (9): Has always been a problem at conferences that have no community. The big ones then get pushed by number chasers to make it worse. I have been in quite a few talks at IJCNNs where the presenter learned the talk phonetically but didn't speak a single work of english. But also happ…
开发者用 Claude Opus 5.5 + Tripo P2 + Godot 把两张草图转化为有58根骨骼、22个动画的游戏 boss 角色，但评论区指控 Tripo P2 存在内容盗用问题
After my first post about After the Wind, I stayed in touch with the developer and asked how he makes his characters. He shared the process behind this penguin boss, from two notebook sketches to a r…
受众观点：①Tripo P2 被指控盗用内容、虚假宣传，社区对这类帖子持强烈怀疑态度（@Impressive-Store1439, 41分）②Claude + Blender 在游戏动画 rigging 上的实际效果令人印象深刻（@TupperwareNinja, 12分）③是否应该对此类 AI 工具广告帖进行自动过滤（@theflossboss1, 9分）
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- @Impressive-Store1439 (41): This is a tripo ad lol. Incase you asl why that matters: tripo steals content and just relabels it so you can't trust the pitch
- @TupperwareNinja (12): Ok, yeah its AI. But the fact youve managed to work this all together with it is so damn impressive. We went from shitty spaghetti gifs to games.
- @theflossboss1 (9): Tired of these horseshit Tripo ads. Please just auto mod these kinds of posts at this point
- @Impressive-Store1439 (8): https://www.reddit.com/r/SoloDevelopment/comments/1x6t6qt/tripo_ai_is_false_advertising_and_claiming/
- @Impressive-Store1439 (6): https://www.reddit.com/r/gamedev/comments/1x6sqo2/tripo_ai_false_advertising_with_my_3d_art/
开发者询问全栈 monorepo 中子模块的文件夹结构、命名规范和组织方式，社区分享了按部署边界分类的最佳实践
Just as the title asks. I am curious how you organize the various parts. I have been on teams that both do and don't use mono-repos. For the ones that did, there has been a wide variety of choices ac…
受众观点：① apps/packages 按部署边界分类的原则——按怎么 ship 而不是 client/server 来组织，名字无需加 repo 前缀（@Discordbothost, 7likes）② 根目录尽量保持干净，避免多个几乎相同的配置文件堆积（@devenition, 4likes）③ mise + docker compose 作为 monorepo 本地开发基础设施，以及 CLAUDE.md 在根目录的位置（@ItsAllInYourHead, 3likes）
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- @_listless (8): usually something like: myApp |- api (REST API) |- admin (Admin Dashboard) |- frontend (Public-facing product) |- brochure (Landing pages and other disposable stuff) |- lib (Global scripts, Shared utils/types)
- @Discordbothost (7): the rule that's worked best for me: if it gets deployed on its own it goes in apps/, if it only gets imported by other things it goes in packages/. so apps/web, apps/api, packages/db, packages/ui, packages/config. you stop arguing about client/server vs ui/api because the folder…
- @devenition (4): Keep the root as empty as possible but not any emptier. Too often the main app takes the root and other things take subfolders, or you have 5 different prettier configs all nearly identical
- @Professional_Bug932 (4): first dev in is basically naming their kid and everyone else just babysits
- @ItsAllInYourHead (3): I struggle with this myself. I generally try to keep the root as empty/uncluttered as possible. In my latest project, my root has: .gitignore CLAUDE.md compose.yml - spins up the entire project locally with docker compose lefthook.yml - global git hooks for the project,. subfold…
来自加沙的资深 Python 开发者 Abdulrahman 在战乱和极度匮乏的条件下创办了 AI 推理系统初创公司 Fasil，向开发者社区求助以清偿 2 万美元债务并继续推进产品
Hello everyone, My name is Abdulrahman. I'm a software developer from Gaza, Palestine, a father of two, and the sole provider for my mother. I have more than 8 years of experience in Python, and I sp…
受众观点：① 社区成员主动提供具体工具资源帮助冷启动（@NickoBicko, 33likes） ② 帮助联系大公司职位机会（@PlanckScandella, 25likes） ③ 有人主动在招聘门户开放专属通道（@xtremx12, 48likes）
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- @xtremx12 (48): Hi man, Check roles in this portal, if any looks good for you, I can offer you PRO access for free as kind of support
- @NickoBicko (33): I have a software which is an agentic mass b2b email software. I can give you a free license and tell you how to set it up. Then you can use it to send your pitch to companies in the Middle East. You can send email for free with Resend. You just need one domain (I can buy you on…
- @RhubarbFlat6247 (28): OMG my friend, You don't understand how much this is valuable for me, YES I would like any kind of help, and this kind is top one, I will send you a direct message now. Thanks
- @PlanckScandella (25): We need more people like you! Please send your CV to careers@appsflyer.com and mention 'Reddit post' as your source so we can distinguish your application. Thank you!
- @RhubarbFlat6247 (16): Thank you so much, this really touched me. Lebanon and Gaza have been through so much of the same pain, and it means a lot to hear "the hard days don't last" from someone who understands. I'm genuinely impressed by your offer and grateful you thought of me. I'll message you now.
独立开发者用 Claude 无限构建却一直逃避用户验证，$200/月 AI 订阅成了拖延冷启动的"心理许可证"
Building with AI can get addictive. I give Claude an instruction, watch it build something, review the result and think of the next improvement. There is always something else I can work on, and ever…
受众观点：① Claude 作业间隙做 outreach 的时间管理技巧（@reho_uppa, 11分）② 铁规则：先展示给 3 个非朋友才能加新功能（@Previous-Growth-9919, 7分）③ $200/月订阅是"投资感"但实质是逃避验证的权限票（@menny_parmar, 4分）
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- @reho_uppa (11): The "scrolling while the agent works" part hit. What helped me: those 5-10 min while claude is building are now my outreach window. one comment or one dm per task i give it. By the end of a coding session i've done 5-6 without it feeling like a separate chore.
- @Previous-Growth-9919 (7): yeah the building feels productive so it's easy to hide there. what helped me was a hard rule: no new feature until i've shown the current version to at least 3 people who aren't friends. usually that conversation kills half the backlog before i waste another week on it.
- @menny_parmar (4): The part nobody has said yet is that the subscriptions are not really the cost, they are the permission slip. Paying $200 a month feels like investing, so it lets you keep building without the guilt of doing nothing, and that is exactly why it is dangerous. What broke it for me…
- @PresentReaction9472 (3): i started treating the 200 a month like ad spend and pausing everything except one tool until a stranger actually pays. it made the building feel less free, and suddenly outreach stopped feeling optional.
- @Far-Inevitable6386 (3): This is so true. Building feels productive, but shipping and showing it to people is the part that teaches you something. I just released my first mobile game and only have 50 downloads, but those 50 gave me more real feedback than months of building alone. Did you find a specif…
一位正在开发英语口语练习 iOS App 的独立开发者（20-30% 完成度）向社区求教：冷启动期应该怎么同步做营销和用户验证，避免闭门造车六个月后无人问津
I'm building my first iOS app, and it's roughly 20–30% complete now. The app is focused on helping working professionals improve their spoken English, especially people who understand English but str…
受众观点：① 应该先营销问题而非产品，用 waitlist 和真实对话测试需求（@investigatormaker, 3 likes; @Due-Heart2040, 2 likes）② 找到真实目标用户：观察他们现在已经在为什么付费（@ayushgupta0610, 2 likes）③ 产品设计应围绕用户实际可用时间窗口而非场景（@Kindly_Bed685, 2 likes）
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- @investigatormaker (3): Yes, start talking to people now, but market the problem rather than the app. Pick one situation, like speaking up in meetings, and ask professionals who understand English but freeze when speaking exactly where it happens to them. A simple waitlist page naming that situation te…
- @BeginningBluebird614 (2): I'm still figuring that out, honestly. I want the app to help working professionals become more comfortable and confident speaking English in their day-to-day lives. I don't want to narrow it down to one specific situation just yet. I'd rather understand people's struggles first…
- @ayushgupta0610 (2): The real competitor is probably what these people already do to practice, like a free AI voice chat or a paid tutor. Before building more, ask five professionals what they use today and what they would drop for your app. If nobody can name something they already spend time or mo…
- @Kindly_Bed685 (2): You'd get further with the time and place than with the situation. Most professionals who understand English but freeze when speaking can't make noise where they actually are during the day, so their real window is 10 or 15 minutes at home once work and family are done. A sessio…
- @Due-Heart2040 (2): Don't market the app yet. Market the problem. Find 5 people who already pay for tutors, clubs, or speaking courses and ask what still feels awkward after a month of trying. If they will not hop on a short call about that, TikTok can wait. I would also ship one tiny practice loop…
开发者用 WebGPU 在浏览器中实现了一个物理真实感缆线连接 playground，缆线有重力和下垂效果，120fps 渲染，属于项目 Pocket Factory 的一部分
Pocket Factory is my side project: a playground of tactile hardware controls for the web, such as keys, knobs, switches and cables that plug into little devices. This is the cable playground. Pull a…
受众观点：① 用户第一反应是自己动手测压极限（@Reloecc, 63likes） ② 希望加入更有挑战性的游戏化互动（@paininthejbruh, 19likes） ③ 对信号反馈和动画状态优化的技术建议（@CutDry6295, 6likes）
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- @Reloecc (63): Are you prepared for me?! https://preview.redd.it/i-made-a-cable-playground-in-the-browser-pull-cables-v0-08ctwt35vkzh1.png?width=1275&format=png&auto=webp&s=e2bf3423b4174c5cb6eac8602cce0bdbd0f1bd01
- @paininthejbruh (19): Maybe have a hard mode where there is a fixed cable length and you have to loop it neatly
- @CutDry6295 (6): The cable sag and the velcro tie make this feel much more like a physical toy than a standard wiring diagram. For the next interaction, a small signal or light that changes when two jacks are connected could make the result of a connection immediately clear. I’d also test what h…
- @el_yanuki (6): sounds like AI
- @Greeno____ (6): https://preview.redd.it/i-made-a-cable-playground-in-the-browser-pull-cables-v0-xtjgxz26lkzh1.jpeg?width=509&format=pjpg&auto=webp&s=ff4af62762794661f0ba39037a501d8a87de29e3
用 Claude Code + Opus 5.5 花一周时间找到勒索软件加密漏洞，自主训练 U-Net 模型并写 SketchUp 解析器，最终恢复了65%的被加密文件
The most interesting thing I've done with Claude, so sharing how it went. Background: ransomware encrypted my files back in 2019. I kept them for seven years, hoping something would eventually be abl…
受众观点：①Claude 喜欢挑战，把任务包装成挑战而不是请求效果不同（@CasteNoBar, 68分）②Claude 自主发现漏洞、转换策略、训练微模型的能力让人震惊（@The_DigitalAlchemist, 33分）③Claude vs GPT-6.1 Astra 的实际对比，Claude 长会话表现更稳（原文）
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- @CasteNoBar (68): It loves a challenge. Just have to present it that way.
- @Nix604 (63): Did you consider trying Fable?
- @ashrafazlan (45): It really does lol. Got Opus 5.5 to port a rather popular 3D modeling program to iOS/iPadOS from a single binary. All I had to do was say it was a fun company challenge issued by our head developer 😂
- @The_DigitalAlchemist (33): This is genuinely fascinating to me. Also sticks out to me that it legitimately considered side doors, found one that worked, and went through. Mine never does this. Soon as it goes "No" thats it. Game over. Also interests me that it went and trained a dedicated micro model to e…
- @dav_V_v (26): Probably blocked by the guardrails
开发者制作了 Mac 桌面应用 Solas，让鱼游在桌面窗口后面，仅占用约 10% 单核 CPU，属于没有解决紧迫问题但很好玩的纯体验类 side project
Hey everyone, I've been working on a Mac app called Solas that turns your desktop into a little living pond. Fish swim around behind your windows while you’re using your Mac. The video probably expla…
受众观点：① 对性能开销合理性的关注和具体优化建议（@Confused_engineer__, 3likes） ② 有人直接购买表达支持（@ScottyF311, 3likes） ③ 希望有更多视觉风格选项（@itsfaitdotcom, 3likes）
展开评论
- @itsfaitdotcom (3): I like it! I think it would be cool to be able to swap to HD, claymation, B/W etc
- @aarontrimble (3): So cool. I’ve seen one or two other similar projects. I think that’s a lot of fun. Not everything has to solve an urgent problem or be monetized not that I’m saying you shouldn’t sell this, do what you like. Thanks for sharing!
- @Confused_engineer__ (3): Yes, I'd keep it running, mostly because the CPU number is already pretty modest. One cheap trick from my own browser-game tinkering: drop the animation to around 15-30 fps when nothing is near the cursor, and skip rendering fish hidden behind fully covered areas. Ambient stuff…
- @ScottyF311 (3): Super fun. Purchased. ✌️
- @wnzojkos (2): Thanks for sharing this! It’s running at 30 fps by default, and you can drop it to 20 in settings. I also added an option to pause it when another app covers most of the desktop. Haven’t tried the other ideas yet, appreciate the tips! Haha I'd love to know what your toddler thin…
CVPR 2027设置每人最高25篇投稿上限，社区认为这个数字反而为AI灌水论文留了系统性漏洞，呼吁把first author投稿数限制到2-3篇
As per the the 2027 CVPR guidelines: "Maximum number of submissions (continuing from CVPR 2026): Each author may submit at most 25 papers. If an author enrolls more than 25 papers, the Program Chairs…
受众观点：① first author 投稿上限应设为2篇以防止稀释贡献（@sqweeeeeeeeeeeeeeeps, 42分）② 25篇上限设计荒谬，社区普遍认同（@No_Advance7373, 29分）③ 大实验室和明星教授作为共同作者批量挂名的权力结构问题（@Celmeno, 17分）
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- @sqweeeeeeeeeeeeeeeps (42): 2 would be a good number for first authorships, prevents salami slicing. I don’t see any argument for submitting over 3.
- @No_Advance7373 (29): Lol yea 25 is insane.
- @Celmeno (17): Plenty of groups out there that go full spam, even without AI slop, and submit a large number of papers to these conferences. Saw so many linkedin posts "we are proud to celebrate 9 papers accepted to neurips" or similar recently. Entire working groups submit. The 25 is targetti…
- @idontcareaboutthenam (8): And I don't think it's terrible to limit senior authors to 15 or fewer papers. There's no way in hell that they actually supervised this many papers, and it's ok for their lab of PhD students to limit themselves to 15 submissions per conference. Might motivize escaping the A* co…
- @OtherwiseFig4505 (4): Because the one benefiting the most are big labs, universities and rockstar professors. They have 20 people/student working on 20 works and will have themselves as co-authors on all 20, coincidentally these are also the people who become PCs and organization members for such con…
IndieAppCircle 创始人分享上线一年后达到 2000 美元收入里程碑，靠 Reddit 发帖获得缓慢稳定增长，核心机制是用信用积分激励真实用户互相测试 App
It's been a little over one year since I launched and it has been quite a journey. No exponential growth or huge user spikes but rather slow and steady growth. But in my opinion that is the best for…
受众观点：① 信用积分机制是否会导致低质量反馈的激励问题（@KeraTerra, 4likes） ② 与老论坛强制评论才能发帖的机制类比，质疑实际收益（@Complex-Plankton9330, 7likes）
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- @Complex-Plankton9330 (7): The whole credits thing is the same deal as those old forums that made you write 10 comments before they'd let you post your own link. I did that for a summer on some board and got exactly nothing out of it.
- @KeraTerra (4): How do you guarantee the quality of the feedback? If the users are only motivated to provide feedback to post their own stuff, they will be tempted to give generic advice just to get past that stage. That's if we don't consider bots that are after the backlink. Why should I spen…
- @luis_411 (1): Credits are only transferred after the feedback is accepted by the app owner. Bad or too short feedback will be declined.
- @ram-popular (1): Congrats, that’s a real milestone! Slow and steady growth that you can shape with user feedback is a great way to build. The credit system is a smart idea, since it gives testers a reason to keep coming back. Good luck with the next stage!
- @luis_411 (1): Thank you!
用户发现 Claude 开始用表情符号对消息做 reaction，社区调侃"Claude 变成老爸了"，有人指出 Slack 集成里早就有这功能
claude reacting with emojis now Read more claude reacting with emojis now Read more
受众观点：①"Claude is a dad now"的调侃式反应（@Australasian25, 100分）②Slack 等集成场景里 Claude 的 emoji reaction 早已存在（@the_vikm, 64分）③对这种拟人化行为的困惑和好奇
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- @Australasian25 (100): Claude is a dad now https://preview.redd.it/i-thought-i-was-going-crazy-v0-o2ehv239xmzh1.jpeg?width=960&format=pjpg&auto=webp&s=d9243d52b1450ab3f0d3ce96d802d6c1a8bbabe1
- @the_vikm (64): Has been doing that for a while when you integrate with slack etc
- @poorly-worded (36): but you have etc
- @radgh (21): username checks out
- @KidTrix1 (10): Slack?
作者用 Opus 5.5 + Meshy 纯描述语言 vibe code 出五个彩色玻璃3D场景，分享了一条关键光照 prompt 技巧：给出具体冷暖对比参数而非模糊美学要求
Hey everyone, I wanted to share a little project I've had a lot of fun with. It's called 5 Windows, Hours of Light, and I built it entirely with Opus 5.5, using Meshy for the 3D models. The whole thi…
受众观点：①"golden hour with cold blue hue"这类具体参数比"让它好看"有效得多（@BoxLegitimate9271, 2分）②vibe coding 视觉项目的沉浸感和放松体验（@Accomplished-Bat7624, 2分）③有人建议做成 Wallpaper Engine 插件跟随系统时钟（@newkidontheblock_, 2分）
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- @dooburt (4): Very nice.
- @Accomplished-Bat7624 (2): Wow,, this is relaxing
- @BoxLegitimate9271 (2): "golden hour with cold blue hue" is going straight into my prompts. way better than "make it look beautiful"
- @Pristine_Good7326 (2): yes it is a very useful prompt! Please try it out
- @newkidontheblock_ (2): implement this in Wallpaper Engine, following local computer clock 24hour cycle. tell it to make the windows that when the light shines thru it displays time on the ground.
SaaS 开发者讨论仿冒域名钓鱼攻击如何窃取用户登录凭据，以及向托管商举报是否真能奏效
I'm seeing a lot of discussions about fake login pages and lookalike domains and it got me thinking, most of us spend so much time securing the actual product but what happens when someone just copie…
受众观点：① 仿冒域名钓鱼与产品克隆的本质区别（@medialantern, 3分）② 证书透明日志是比举报托管商更早、更可靠的预警手段（@seekworld, 2分）
展开评论
- @[deleted] (5): [removed]
- @medialantern (3): No. All you have to do is watch the various subs here of people launching "I got tired of paying for X so I built Y hoping you'll pay me instead" to crickets chirping. If your mygreatidea-.-com is so easily cloned that a potential customer will give $20 to anothergreatidea-.-com…
- @seekworld (2): Certificate transparency logs are the part that actually works. A clone needs a TLS cert before it ranks for anything, those logs are public, so a watcher on your brand string flags the site the day it appears, while the host abuse report lands days later if at all.
- @UpliftinglyFrizzy (1): Fair point on cloning vs phishing, phishing is what I was getting at. The concern is users typing creds into a lookalike before a password manager catches it, not someone cloning the whole product. Probably should've framed it better
- @UpliftinglyFrizzy (1): Cert logs sound way more reliable than waiting on a host to care I agree
小型游戏工作室从Backrest+Hetzner迁移到BorgBackup时，如何用Ansible实现多容器、多数据库的可扩展自动化备份的技术求助
Hello everybody, I run a small gaming studio. For the past couple of years, we have been using Backrest and a Hetzner Storage Box for our server backups. It works wonderfully, however I am moving our…
受众观点：①数据库dump策略无需Docker socket，同名不压缩文件最大化增量块复用（@GolemancerVekk, 3score）②borgmatic.d目录各服务自己放配置实现解耦（@kayson, 3score）③VM快照备份作为替代方案（@FarToe1, 2score）
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- @GolemancerVekk (3): You don't need Docker integration for db dumps because typically you don't need to stop a database to make a dump. Just schedule the dump commands and point Borg at the resulting files. Pro tip, when using an incremental backup tool give a dump from the same db the same name and…
- @kayson (3): I mean the AI responses are pointing you in the right direction, annoying as it might be. I had my services set up to also drop a file in /etc/borgmatic.d to define the backups. Then borgmatic would run on a systemd timer and automatically (I think) pick up all the yaml files th…
- @Kemilab (2): Any non ai responses?
- @FarToe1 (2): Are the hosts all vms? If so, what's your VM backup strategy like? We only backup vms (to multiple locations) using veeam. Any data recovery is handled at the vm level, not at the OS or docker level. Databases, file servers, worker nodes, docker hosts - all just live snapshots t…
- @FarToe1 (2): Understood, and no, it's certainly not a good time to be buying hosts right now.
SaaS 开发者提问：从第一天起 build in public 值不值得，每天发帖的时间成本如何与产品开发平衡
Do you think it's currently worth it to build in public and start growing a personal brand from day 1? I've seen posts from allegedly successful founders saying they wish they'd started posting much…
受众观点：① 时间成本顾虑：发帖频率与专注开发的平衡（@devrives, 1分）② 对 build in public 效果的强烈质疑——成功者偏差（@NoteComfortable1476, 1分）③ 冷启动期真实收益：几百播放换来真实创始人对话和问责感（@reho_uppa, 1分）
展开评论
- @devrives (1): I'd try it, but only posting when something in the project actually changed, not as a personal-brand routine from day 1. That keeps the time cost small, and you don't need results to show a change. Posting while I build is new for me too. Until now I only shared my apps after la…
- @CaffeinatedTech (1): I reckon its a load of horseshit. If you already have a crowd to flog your idea too, then go for it, but you'll have to promise big to keep their attention. Otherwise find something that people actually need, and build it for them, with their input. There's also nothing wrong wi…
- @NoteComfortable1476 (1): the founders who say they wish they'd started posting earlier are the ones who made it. you don't hear from the rest. also "wish'd" isn't a word.
- @reho_uppa (1): Doing it right now with a small app, so here's the unglamorous version. It hasn't brought me many users yet, my videos get a few hundred views. What it did bring: a few real conversations with other founders, and accountability. Posting progress makes it way harder to quietly dr…
- @Outrageous-Lead6421 (1): If all your projects are still in development I wouldn't force the daily posting yet. Something small like one honest note when you hit a real decision or mistake costs maybe 20 min a week and still leaves a trail people can check later. The audience part matters way less than h…
意大利开发者正在从零手写一个浏览器，向社区征集各种脑洞大开的功能创意
Bho, in pratica sto costruendo un browser web da zero e le idee normali le ho già finite. Mi serve la roba strana. Quindi: che feature assurda vorreste in un browser? Più è fuori, meglio è. Non me ne…
受众观点：① 最高票直接建议"严格遵循W3C规范"才是真正的难题（@miniversal, 13score）② 质疑从零建浏览器的可行性，认为比预想难很多倍（@Rawrbin1, 9score）③ 希望非Chromium内核、用Rust实现（@VayuAir, 3score）
展开评论
- @miniversal (13): Strictly adhere to the W3C spec.
- @Rawrbin1 (9): Crazy idea: build a working browser and show it to us. This is way way wya harder then you think even with AI. Multiple have tried with karger teams and with more AI then you can afford.
- @GiorgioCore (4): Que exista un chat con gente que está viendo el mismo sitio que tú...
- @armahillo (4): YES. No hacks / quirks mode. Just standards compliant only.
- @VayuAir (3): Make sure it is not Chromium based. Also completely in Rust
Claude 的安全护栏存在一个奇特 bug：说出触发护栏的原因词汇（如"reasoning"）本身也会触发护栏，合法对话就此死锁
r/ClaudeAI Saying the safeguard reason will trigger the safeguard
受众观点：①Anthropic 声称误触率仅0.1%，但用户体感差异明显（@SelfMonitoringLoop, 68分）②某些词汇（如"reasoning"）会永久锁死当前对话，连后续无关请求也会被拒（@StageAboveWater, 14分）③中国 AI 实验室能绕过护栏，但真正受伤的是合法用户的讽刺现象（@DominikPlays, 17分）
展开评论
- @SelfMonitoringLoop (68): 0.1% false positive says Anthropic.
- @TemporaryMoney6802 (44): I'm so tired of this happening that I avoid the word "reasoning" during my chats, I'm not joking ;D
- @DominikPlays (17): Despite of these safeguards, the chinese labs still find a way and the safeguards just block legitimate users
- @StageAboveWater (14): once that thing triggers the chat is dead. the word 'cat' or 'tell me a joke' will trigger it
- @vezwyx (10): Probably exactly what it sounds like, trying to extract Claude's reasoning process, which is a form of distillation if it's used as training data for another model. AI labs don't like that. It's pretty funny that literally just writing the name of the reason is enough to trigger…
Linux小白入门自部署数月后搭建了Proxmox+Docker的家庭服务器环境，向社区寻求配置审查和改进建议
I picked up a computer a couple months ago and dove into self hosting with little linux experience. I've been following tutorials and using some ai when I get stuck with code that doesn't work. I'm r…
受众观点：①单点SSD备份风险，需测试从远程Restic恢复（@Fit-Corner2382, 2score）②AI给出的DMZ安全建议可信度和Arcane在DMZ的安全隐患（@SmallLostBird, 2score）③内网环境下完整DMZ设置是否过于复杂（@Infamous_Homework477, 1score）
展开评论
- @Fit-Corner2382 (2): The remote Restic copy is the only backup that survives failure of that single SSD, and a local PBS datastore on that disk will not. Restore one guest from the remote copy before trusting Semaphore updates or adding photo and music data. A successful backup job only proves the a…
- @SmallLostBird (2): I was sceptical about using arcane on the dmz VM, ai told me because of the way it syncs data it was safe to use that way, shouldn't be hard change though. I'm very aware my backup setup is not ideal and still untested. I haven't had it it running long and definitely need to mak…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @psychedelic_tech (1): ^ bot
- @Infamous_Homework477 (1): if nothing is exposed to the internet, having a dedicated DMZ VM with an intrusion prevention setup might be overkill tbh. it's good practice if you plan to open ports later, otherwise it just adds another layer to maintain and troubleshoot
老牌自托管知识库工具Wiki.js正式发布3.0大版本，社区久等多时终于等来重大更新
r/selfhosted Wiki.js 3.0 Release — Wiki.js
受众观点：① 对"久等了"这个版本的调侃欢迎，说明社区期待已久（@cup1d_stunt, 24score）② 曾以为项目已被放弃，现在兴奋想尝试（@Itsthejoker, 9score）③ Docker测试实例显示速度很快（@Impossible-Group-971, 4score）
展开评论
- @cup1d_stunt (24): "The long awaited release of..." They got humour ;) Will give it a try, I have been running wiki.js instances for 6 years now.
- @Itsthejoker (9): I kinda thought it was abandoned, ngl. Excited to take a look!
- @undergrinder_dareal (4): I wish the side panel could be toggled on/off or hidden.
- @Impossible-Group-971 (4): I quickly deployed a test instance in Docker and played around with it a bit. Are there any ways to improve the styling? I've only saw that the coloring can be adjusted a little. Other than that, I've noticed that it seems super fast.
- @siegfriedthenomad (3): No AI in the post. Not affiliated with the project so no idea if AI was used
开发者研究了 AI Agent 集成的三种接入方式（MCP、REST API、CLI），得出"先建好 REST API 再生成 MCP adapter"的 REST-first 实践原则
I wanted AI agents to be able to use my apps well, so I did a ton of research and created one with an MCP, an API, and a CLI based on the current industry best-practices. Based on everything I learne…
受众观点：①REST API first、MCP 作为 thin adapter 的架构观点得到广泛认同（@Ok_Music_4862, 30分）②MCP 本质是强制文档化、有 schema 约束的 API（@marcodave, 2分）③功能式 API（MCP/RPC）vs 资源式 API（REST）各自适合的业务场景（@trent-7, 3分）
展开评论
- @Ok_Music_4862 (30): I would rather flip the order - build the rest api first , make it boring , and well documented. Then I will generate the MCP server from it. The MCP is it thin adapter over the REST API. With this REST API first approach your app will be available for all - human users via GUI,…
- @xenilko (8): That’s exactly how I see it too. MCP is just an API in disguise and that s how I approach it.
- @trent-7 (3): Yes. For me REST fits best if you want to provide an open API others can build their own apps on top. You more or less expose your data model (resources) with some safeguards around it. Thus it is possible to implement an MCP server on top of it, just makes little sense. If you…
- @shaintoring (2): This article was very helpful. Thanks a lot.
- @marcodave (2): Basically MCP is an API endpoint where you are forced to define and document each and every endpoint and associate an input and output schema to each of them. With regular API you have an endpoint, you have to associate a protocol and data formats to it, attach documentation (op…
用户同时持有 Claude Max 和 ChatGPT Pro 双订阅，分享 Opus 5.5 在一夜内独立完成复杂代码任务、协调 Codex 分工并留下清晰 handoff 的真实 agentic 体验
I have access to both Claude Max and ChatGPT Pro. I pay for Claude Max for myself and the company I work for gave me access to a ChatGPT pro subscription. I truly believe that holding two subscriptio…
受众观点：① Opus 5.5 对混乱 prompt 的理解容忍度和自主决策能力（@I_need_to_sleep, 17likes） ② AI 自主运行后人类是否还需要介入的边界讨论（@florinandrei, 9likes） ③ AI coding 工具对非工程领域的适配性差距（@mityman50, 3likes）
展开评论
- @I_need_to_sleep (17): Yep. Opus is amazing. Codex is a bit too literal with taking instructions and misses the mark from time to time. Be careful though, you easily get used to messy easy prompting with Claude that when you have to drive other models, it can be massive pain.
- @florinandrei (9): I woke up to an incredible handoff and a handful of decisions only I could make, which after making, Claude only needed a few minutes to finish up. If current trends continue, you will not even need to wake up anymore.
- @mityman50 (3): What do you do for work, generally? I had a thought the other day that current commercialized AI products are designed primarily for software engineers. Maybe that is a big “duh” moment and if so… good. Because I think there’s a gap in the way AI power users talk about AI to oth…
- @JustAnotherDiamond (2): It indeed is, especially with finding and fixing bugs. Watching it build tools on the fly to get to the bottom of issues is seriously cool. It's like watching a pro gamer on twitch. I could watch them debug for hours (maybe I can live stream them, lol). I remember when we first…
- @__rum_ham__ (2): Well said. I have similar experiences and with the right project instructions and curation of the gen 5.5 models- this is exactly the outcome that I experience as well, and am never on Reddit ranting about “what’s trash”. The efficiency of a fine tuned opus 5.5 on Max 5 works wi…
一位产品经理用Claude Code和Codex构建了本地运行的家庭照片智能筛选工具Best Photo Picker，支持自部署无需上传云端
Picking good photos out of a few thousand of my family photos to send the grandparents kept taking too much time, so I created a tool for it. It runs on my own hardware cause I don't necessarily want…
受众观点：①Immich/PhotoPrism用户关心pick-not-store工作流集成（@Fieser_Fettsack, 4score）②对AI能否判断好照片的主观性存疑（@hoffsta, 3score）③连拍去重场景需求（@felipers, 3score）
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- @Fieser_Fettsack (4): This would actually be nice as an integration to immich for picking the best pictures after a trip or vacation. That way one could create a physical photo album. So a workflow i. Immich could be: select album -> pick best photos with this tool -> create a file of sorts that can…
- @SignificantChip747 (3): Thanks, that's exactly the use I had in mind. Part of it works today: download the album from Immich (or point it at an external library folder), run bpp run --input <album> --k 60 --out <folder> --copy, and the best 60 land in a folder you can drop into an album tool. A real Im…
- @hoffsta (3): Composition is the main thing that drives a “good photo” and it’s completely subjective. I guess we’re at the point where we’re even outsourcing taste, lol.
- @SignificantChip747 (3): Partly agree. Taste is subjective, but composition also has a fair amount of geometry that's well-defined: rule of thirds, headroom above faces, a level horizon, not cutting people off at the frame edge, leading lines. Some of that can be measured; here it checks where faces sit…
- @felipers (3): Not arguing about composition. But I do see the use case for this tool. Particularly for action shots, where one might end with dozens of frames of the same moment (burst mode). And I confess I like the idea of using some automation to surface 60 distinct nicely focused pictures…
开发者询问如何把单个HTML文件做的Web工具转换为可下载的Android应用，并希望了解Web转App工具的真实评价
Hi, I made a simple web app in a single HTML file (URL shortcuts for company website, quote calculator, list of store numbers, etc.). Is there a simple way to convert it into a downloadable Android a…
受众观点：① PWA vs Capacitor两种方案的适用场景（@Discordbothost, 9score）② 是否真的需要打包成App，PWA离线体验能否满足（@seweso, 5score）③ 第三方Web转App平台普遍含广告或订阅收费（@Discordbothost, 9score）
展开评论
- @Discordbothost (9): two routes, depending on how it's used: PWA. add a manifest.json and a tiny service worker, host the file anywhere over https, and on Android Chrome you get "Install app" with an icon on the home screen. no store, no converter. easiest if people can just open a link. Capacitor.…
- @SPEZ_IS_A_JABRONI (8): You could build it into a progressive web app
- @seweso (5): Why not a web app? Make it offline with a service worker?
- @Coderado (3): Not everything needs to be an app. I reject the application of everything.
- @Disastrous-Pickle930 (1): It's annoying to use my phone browser for it all the time.
用户分享用本地 Qwen 2.8 AI辅助CSS/JS定制的自托管homepage仪表盘成果，展示homelab个性化改造
r/selfhosted Jumped into the rabbit hole with both feet a few weeks ago - thorough…
受众观点：① 对homepage仪表盘美化效果的羡慕和动力激发（@databoy2k, 7score）② 本地Qwen 2.8实际辅助CSS/JS开发的实践案例（@idealdreams, 5score）③ Homepage工具原生支持tab的YAML配置方式（@idealdreams, 2score）
展开评论
- @databoy2k (7): Impressive. I really need to spend some time on my homepage. It's just a list now...
- @idealdreams (5): I used homepage with quite a bit of custom modification with CSS and Javascript (with the help of a local instance of Qwen 2.8 I have running on my Mac Studio).
- @idealdreams (3): Local instance of Qwen 2.8 was used to polish CSS and Javascript for the dashboard and to create a custom icon/favicon.
- @hazyattributes43 (2): What did you use for this homepage?
- @idealdreams (2): Yep! Homepage supports the use of tabs natively. You can just add a tab argument to your settings YAML file for your layout. The settings help page on the gethomepage.dev site has a section on it.
iOS App Scrolled 通过限制每日滚动次数给 Instagram/TikTok/YouTube/Reddit/X 的无限信息流设置"底部"，只屏蔽 Feed 不影响 DM 和其他功能，订阅制定价
The average joe is bound to spend a third of their life (yes this is true) staring at a glass rectangle, and short-form content is the main suspect. But the solution isn't to block all short form con…
受众观点：① Android 版本是否规划中，iOS 独占是否是有意的市场选择（@Im-esophagusLess, 3 likes）② 数据隐私和登录凭证安全——用户账号在 Scrolled 内部登录，如何验证零数据收集的承诺（@geeky-gymnast, 2 likes）③ 产品定义边界——算法推荐 feed 才是真正问题所在，不是所有短视频（@mila_stacy, 3 likes）
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- @Im-esophagusLess (5): You are on reddit
- @Im-esophagusLess (3): This looks sick! Is there an Android version on the way by any chance?
- @mila_stacy (3): what he described is indeed social media (i.e. reddit, discord, maybe even old YT) but what he meant to say is algorithmic newsfeeds (i.e. IG, FB, TitTok, YT)
- @geeky-gymnast (2): Genuinely like the idea of breaking the doomscrolling infinite loop that costs the best of us our attention spans but am also curious about how one could verify the claim that no data is collected? Of chief concern are the log in credentials, DMs. And a lower priority on content…
- @AccessIndependent795 (2): Makes sense
澳大利亚用户因OptiPlex 3070夏季散热问题纠结是否花约850美元搭建全新ITX装机，社区普遍建议先用廉价风扇解决而非大动干戈
I've recently gotten excited about the idea of self-hosting apps and so got my hands on an old OptiPlex 3070 SFF with no modifications atm. I've been setting things up nicely with Ubuntu Server, dock…
受众观点：①homelab hobby的本质就是设备必须增长，低成本方案先行（@batumulia, 4score）②大部分新硬件需求和散热无关（@K3CAN, 2score）③先看CPU利用率再决定（@Wozar, 2score）
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- @batumulia (4): Yes, that is the slippery slope of selfhosting, The Lab Must Grow. If its just temperatures you are worried about, invest in some fans, new case. Save money until you really outgrow what you have. For reference I run about 35 services on old hardware, so it's not always needed t…
- @Wandering-Dumb (2): WTR PRO
- @K3CAN (2): Well, most of what you posted has nothing to do with cooling drives, so yes, you might be over doing it... That's basically just how the hobby goes, though. Lol
- @Wozar (2): Have a look at what the average utilisation is of the current system. If it never goes above 50% then buy some fans and keep on truckin’
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
对22位AI独立开发者完成采访后的复盘：真正的分发价值来自精准引荐网络而非内容传播本身，现招募Round 2参与者
In July I posted here that most indie AI tools don't die from bad code. They die after one launch post and then crickets. I offered free interviews to anyone building in AI. 11K of you saw it, and I…
受众观点：①把你需要什么引荐作为采访核心问题更可执行（@Justin1024gogogo, 1score）②聚焦单一引荐类别才能形成可复制匹配（@Tiny-Dig-7401, 1score）③Reddit帖子监控工具作为补充分发渠道（@mentiondesk, 1score）
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- @mentiondesk (1): Networking through warm intros really does beat broadcasting content for real traction. If you want to spot discussions with potential leads or partners outside your immediate circles, I've found tools like ParseStream helpful since they flag conversations on Reddit and other si…
- @Justin1024gogogo (1): I'd replace the “best distribution channel” question with one specific introduction each guest needs. Finding a videographer and finding an investor need very different context, and that gives you something concrete to match.
- @mengzhui_bay_edc (1): I’m building FLOE, an iPhone AR app for scanning real places in 3D and placing drawings or 3D content back into those spaces. I don’t have a repeatable acquisition channel yet; relevant Reddit conversations have been useful for early feedback, but I can’t claim they’ve reliably…
- @Tiny-Dig-7401 (1): 22 calls is real work, and admitting intros were harder than expected is the most useful line in the post. I'd narrow the intro promise down to one category (say, seed investors for AI infra) instead of four options, because repeatable matches only come out of a narrow pool.
- @PhoneComfortable8631 (1): 11k vistas y 22 llamadas. tu tesis de distribución se está demostrando sola en el propio post.
针对欧洲/中东/亚洲地区独立开发者的Product Hunt上线日时区规划指南，涵盖24小时窗口管理和夜间无人值守策略
Product Hunt's day starts at 12:01 AM Pacific, and every launch gets that same 24-hour window. Most launch guides stop there. If you're in Europe, the Gulf or Asia, that one line changes how your who…
受众观点：①时区换算细节与精力分配，柏林18:00后才是真正重要时段（@Extreme-Aerie370, 2score）②PH美国晚间流量数据是否有实证，决定亚洲maker要不要熬夜（@Any-Pizza1796, 2score）③非作者代为回复评论是否影响maker真实性（@Common_Salt719, 1score）
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- @Extreme-Aerie370 (2): The Nov 1 clock change catches people every year. If you're in Berlin the launch goes live at 09:01 but the US west coast only shows up around 18:00 your time, so the second half of the day counts more than the first. Take a real nap in the afternoon instead of trying to stay sh…
- @Any-Pizza1796 (2): The conversions check out. "The US evening is your night, that's when a lot of PH browsing happens" though, is there a traffic breakdown behind that or is it one of those things everyone repeats? Because it decides whether a solo maker in Asia bothers staying up or not.
- @Beneficial-Skill-307 (1): yeah burning all your energy in the morning when half the audience is still asleep is the easiest trap to fall into
- @lawrence_builds (1): good call on the pinned maker comment. does the first hour of votes seem to matter more than the rest of the day, or does the ranking even out by evening?
- @Common_Salt719 (1): as someone on pacific time i get the easy version of this lol. the pinned maker comment for while you're asleep is underrated though, most people just leave the thread dead for 8 hours. do you think it's worth having a friend in another timezone answer comments, or does that rea…
实验发现Astra、Opus 5.5、Muse Spark 1.3等大模型能直接读取17253个参数的神经网络权重文本，推断出该网络在玩Pac-Man，作者困惑这种能力从何而来
Give a model a 17,253-parameter net as plain tokenized text and it works out the net plays Pac-Man. Astra, Opus 5.5 and Muse Spark 1.3 all got it, and Astra did it with minimal reasoning. Nobody writ…
受众观点：① 能力来源争议——是实验室刻意训练的还是真正的涌现泛化（@Beor_The_Old @Remote-Telephone-682, 各3分）② 对blog帖子标题夸大程度的质疑（@yannbouteiller, 3分）③ 与二阶优化方法和Transformer注意力机制关系的技术联想（@JanBitesTheDust, 2分）
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- @Beor_The_Old (3): Probably just generalization and training on ML and AI papers. I studied visual NNs compared to human visual learning for my dissertation and I think it’s reasonable to be able to figure out the general structure of the first few layers when they’ve been trained on a specific vi…
- @Remote-Telephone-682 (3): I have to imagine that this was used as a training objective at the time and that they just didn't publish this. It seems highly unlikely to me that this would be purely emergent and is much more likely to have been an area that they studied during training when searching for an…
- @yannbouteiller (3): A blog post about a blog post whose title is so misleading it could have come from OpenAI's marketing department.
- @ResidentPositive4122 (2): Apparently some of the capabilities are only seen in the latest models. There's this dude's reproduction here - https://x.com/AlexKrentsel/status/2117376683724660898/photo/1 It would be odd that they only added this specific training just for the latest models, but not for gpt5.…
- @JanBitesTheDust (2): So we are using a transformer to edit weights. Isn’t this sort of a really inefficient second order method? I wonder if there is a relation between say calculating the full hessian which scales quadratically with the weights and a transformer which has the same quadratic scaling…
探讨 SaaS 产品是否应该主动降低取消门槛，以换取更高客户质量和口碑推荐而非靠黏性留住用户
I think that businesses that make it easier for people to leave and cancel will actually have more customers and success in the long-run then businesses that make it considerably harder especially in…
受众观点：① 数据导出能力比取消按钮更关键（@GoodLittleWifey88, 2分）② 强制留存的隐患：用户直接发 chargeback，每次 $15（@Jaded_Database8948, 2分）③ 客户质量逻辑：被价值留住远比被摩擦困住更有价值（@Techo_lab, 2分）
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- @Anti-Hero25 (2): Are you doing research for your own product/project? If you are a B2B it shouldn’t matter, if you are B2C, subscription models altogether are red flags people run from.
- @GoodLittleWifey88 (2): The export part matters way more to me than the cancel button tbh
- @Jaded_Database8948 (2): yes, easier cancel wins. hard cancel doesn't keep people, they just dispute the charge with their bank and stripe charges you $15 per dispute on top of the refund. b2b isn't exempt either since small teams pay by card too. a pause option in the cancel flow saves a few without tr…
- @Techo_lab (2): I'd argue the real win isn't fewer cancellations, it's better-quality customers. People who stay because they see value are much more valuable than people who stay because leaving is difficult.
- @VideoPrestigious8141 (2): Adobe needs to read this post right now.
开发者在自建文档系统中寻找Markdown与PDF/DOCX本地互转方案，重点关注代码块和数学公式的渲染质量以及隐私安全
In setting up my homelab documentation stack, I keep running into the format conversion problem: Writing in Markdown (which I prefer for everything) but needing to share as PDF with people who don't…
受众观点：①Typst作为轻量PDF引擎替代TeX（@ThreeAMOperator, 1score）②Gotenberg+headless Chromium的完整HTML→PDF工作流（@unclaimed_luggage, 0score）③Bookstack+Claude的简单转换方案（@carlinhush, 2score）
展开评论
- @carlinhush (2): I use Bookstack and honestly just ask Claude to write md or convert into md. If needed, there's print as PDF.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @ThreeAMOperator (1): Pandoc is still the right core, the PDF engine is the part to swap. Use Typst as the engine (pandoc --pdf-engine=typst): it's one small binary instead of a full TeX install, handles math and tables well, and is fast. For code-heavy docs, Pandoc to HTML then headless Chromium pri…
- @pritam_06 (0): I have used AI for ideation of the post and gather all the info, then I manually edit the post.
- @unclaimed_luggage (0): Gotenberg is honestly the sweet spot here if you want to avoid dragging a 5GB TeX Live image into your homelab. The trick for Markdown to PDF is to decouple the markdown parsing from the PDF generation. If you try to do it all in one pass with Pandoc's default wkhtmltopdf or lat…
技术文章追溯从 1997 年 IBM 到现代即时通讯 App 中「正在输入」气泡指示器的实现原理与用户体验权衡
r/webdev How the typing dots work, from IBM in 1997 to now
受众观点：① BBS/ICQ 时代逐字可见的实时打字体验怀旧，对比现代 typing indicator 的抽象化（@Thaurin, 3likes）② typing flag stale state 技术 bug——断连未到达导致「正在输入」永久卡住（@RehanSaddique, 2likes）③ 打字点消失但对方还在输入的 UX 困惑，动画准确度影响焦虑感（@Standard_Scarcity_74, 1like）
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- @Thaurin (3): I miss the time of dial-up BBS chats or later even ICQ, where you could see the letters being typed by the person on the other side.
- @RehanSaddique (2): Curious if it covers the stale-state problem, where the "typing" flag gets stuck because the disconnect never arrived.
- @Standard_Scarcity_74 (1): Oooh so that's why the typing dots vanish even when someone is presumably still typing. They really should make it so it accurately indicates typing time to reduce anxiety even further.
- @fnordius (-4): What this article points out is the balance between letting the other side know you're writing, as it reduces stress, and the actual traffic sending a "hey, I'm typing here" message generates. It's even more of an issue with autocomplete and preloading search results, and why de…
独立开发者的 Glance App 达到 $100 MRR 里程碑，正在纠结是否花钱找内容创作者推广来冲击 $1000 MRR
After several months of continuous development of my app, Glance, listening to early raiders on what works better and what’s bad, trying to market it on Reddit, and other social media platforms. I fi…
受众观点：① 对第一个 $100 MRR 里程碑的情感共鸣与鼓励（@CardiologistFun8185, 3分）② 创作者投放策略：先自己做内容摸清格式再花钱请 UGC（@Southern_Kitchen3426, 1分）
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- @CardiologistFun8185 (3): Don't underestimate this achievement! It's one many of us are dreaming of and working towards. Good luck on that next milestone
- @PersonalBarnacle1742 (2): It's a great number. You can try Meta Ads.
- @TheS4m (1): what’s app is that?
- @Southern_Kitchen3426 (1): COngrats! I would suggest you nto to go for paid creators yet and start creating videos yourself and find a format what gets 10K+ views later create more videos like that and once you have enough traction you can hire ugc and continue the process. Good luck :) I am also in the b…
- @Far-Inevitable6386 (1): Congrats on the first $100 MRR, that first milestone is the hardest one! On creators: before paying for a big video, I'd try a small test, like sending the app free to a few small creators in your niche and seeing if any of them convert, so you limit the risk. Good luck getting…
开发者因本地 IDE Agent（Cursor/Copilot）处理大任务时机器过热，对比自托管 cloud sandbox 与托管 background agent 平台（Ramp Inspect）两种方案
To keep things short, I've been running into the limits of local IDE agents like Cursor or Copilot on larger tasks. Bigger coding tasks often end up cooking my PC which has been pretty tedious. I'm b…
受众观点：① 真正的资源瓶颈是 agent 触发的构建/测试进程，不是 agent 本身，可用远程 dev box over SSH 低成本解决（@useleash_dev, 0likes）② 先设计任务规格和代码评审流程（draft PR + test run）再选平台，900 行 diff 是任务设计问题（@PLBjt, 0likes）③ 托管方案上手快但要仔细评估 repo 访问权限和 secrets 控制，solo dev 推荐先试 managed（@Standard_Scarcity_74, -1likes）
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- @useleash_dev (0): Before picking either, it might be worth checking whether the heavy part is the agent or the stuff it runs. A lot of the time the machine gets hammered by the builds, test suites or dev servers the agent kicks off, not the agent itself. If that's your case, a cheap middle ground…
- @Aggressive-Nebula440 (0): just buy a better fan
- @Agitated_Lie_6038 (0): "To keep things short" followed by four paragraphs before the actual question is a stretch. Your preamble is longer than the question.
- @PLBjt (0): Whichever you pick, I'd decide how you want to review the output first, since that tends to bite more than the infra. Background agents are great until you get a 900 line diff for a task you thought was small. Cap the task size and make it open a draft PR with the test run attac…
- @Standard_Scarcity_74 (-1): Start with a managed option, because building your own runner means owning sandbox images, secrets handling, repo access, and logging before it does any useful work, and that is a project in itself. Claude code on the web or in github actions, cursor background agents, and opena…
一款 Windows 桌面清理工具 Sweepy，用机器人真空吸尘器动画吃掉桌面杂乱文件，Pro 版 $6.99 一次性买断无订阅
I got tired of my desktop turning into 60 screenshots and old installers that I never cleaned up, so I built Sweepy. How it works: a little robot sits on a dock in the corner of your desktop. Click i…
受众观点：① 安全边界设计——哪些文件绝对不能被"吃掉"，比如 .crdownload/.part 临时文件、OneDrive 同步桌面（@investigatormaker, 0 likes）② 功能完整性确认——Undo 功能和 review 确认步骤是否足够可靠（@investigatormaker, 0 likes）
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- @investigatormaker (0): On what it should never eat: anything still being written, like .crdownload, .part or .tmp files in Downloads, even past your 10-minute window, since a stalled download keeps its old timestamp. I'd also skip any folder with a .git folder inside, files on a OneDrive-synced Deskto…
- @Ok-Week1206 (0): Cool! try a free AI Visibility report at conviora.com 😊
创始人公开 30 天冲击 1000 用户的分发计划，包括 demo 账号矩阵、每日 50 条 DM、watermark 裂变、Product Hunt launch 等七条渠道的具体数字分配
I've built products before. None of them got real users. I always shipped, posted once, and waited. This time we're doing it backwards. My co-founder handles the product, I do distribution full time,…
受众观点：① demo 账号策略的正确执行顺序：先养号数周再出对比视频（@No-Molasses-2097, 1分）② 分发计划数字无冗余缓冲，invite 裂变被认为不现实（@john006868, 1分）
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- @No-Molasses-2097 (1): The demo accounts are your strongest bet, but they need a couple weeks of normal posting before the comparison videos start. If the first thing people see is the before/after format, it reads as an ad and the accounts stall out.
- @Lopsided_Edge3974 (1): Also try get some from hacker news and indie hackers but otherwise this looks like a comprehensive plan. I hope it works out for because you’d be putting a lot of work into this from looking at that plan.
- @john006868 (1): Your seven lines add to exactly 1,000, so the plan only survives if none of them miss. The invite one is the fake number, nobody's friend has clips waiting to edit. Cut it and spend the slack on the demo accounts.
开发者在 2024 年求职失败后转型创业，历时两年每周 90 小时打造支持 MongoDB/Postgres/MySQL 等 25+ 数据库的 GUI 工具 VisuaLeaf，现已被微软 Azure DocumentDB 官方文档引用
After struggling to land a job in 2024, when the market was pretty rough, I decided to take a different route and build something real. My goal was simple: either build something genuinely useful or…
受众观点：① 提到 Drupal Views 作为有类似功能的历史对比参考（@effortDee, 1like）
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- @effortDee (1): Haven't used it but thought i'd mention Drupal and Views, it's had an "inbuilt" GUI for databases for years and thought you'd be keen to see it if you didn't know about it.
开发者用 AI 辅助构建界面时反复重造相同组件，于是决定搭建一套属于自己设计偏好的 UI 组件库
I’ve been experimenting with building interfaces using AI, and I realized I keep recreating the same components, patterns, and styles over and over again. So I decided to build my own UI library. The…
受众观点：① keyboard accessibility 是自建 dropdown/modal 的隐形大坑，focus trapping 可能吃掉整整一周（@Diane_Sannet, 1like）② Radix primitives 作为基础层叠加自定义样式，既掌控每个组件文件又跳过无聊的可访问性实现（@Diane_Sannet, 1like）
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- @Diane_Sannet (1): Homemade dropdowns and modals always break for keyboard users, focus trapping alone ate a week of mine once. I’d start from shadcn or Radix primitives and put your styles on top, you still own every component file and skip the boring parts
- @waleedsabirt (1): That’s a good point. I hadn’t thought much about the keyboard accessibility side of things. I’ll definitely look into Radix primitives. Thanks for the suggestion!
作者提倡让 e2e 测试的 Page Object 操作方法返回下一个 Page Object，使返回类型成为用户旅程的类型安全地图，让 AI coding agent 也能推断页面跳转流程
Hey all! Bringing some e2e test nitpicks again :) Most e2e tests I see click through raw locators. So every test has to know the whole flow: which button opens which menu, which dialog comes next, wh…
受众观点：① 分支流程（有时出现 modal 有时不出现）的 page object 链式返回会快速变得复杂，非线性用户旅程的可维护性存疑（@No-Cook-1701, 1like）② 对这种链式 page object 模式的类比式评价，认为和 jQuery 有点像（@NaiveSwimming4754, 0likes）
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- @No-Cook-1701 (1): Most e2e tests I see" is doing a lot of work here, how many suites is that actually? Curious how the chaining survives flows that branch, like an onboarding that sometimes shows a modal and sometimes doesn't, page objects returning the next page gets ugly fast once the journey i…
- @NaiveSwimming4754 (0): so... jQuery for tests. neat.
创始人通过挖掘竞争对手 LinkedIn 评论区的用户愤怒信号，代替传统用户调研来指导产品功能决策和落地页文案
I was scrolling LinkedIn trying to figure out why our cold outreach was dropping, started opening into comment sections just for curiosity of our biggest competitors. It was wild. One guy wrote a ful…
受众观点：① 如何规模化捕获意图信号——具体用什么 API 或监听工具处理 LinkedIn 的爬取限制（@Smart_Mechanic_2877, 2分）
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- @Smart_Mechanic_2877 (2): how are you actually capturing those intent signals at scale? Reading threads manually only works until you have more than a couple competitors and LinkedIn throttles scraping pretty hard. Are you pulling from a specific API or just using a listening tool with the comment data p…
Deep Principle团队发布Hydrogen-1.0开源科学专用模型，基于GLM-5.3微调，在FrontierScience Research基准上以38.3%通过率超越GPT-6 Astra，推理成本低72%
Hey everyone— we’re the Deep Principle team behind Mira AI Scientist. We just released Hydrogen-1.0, an open-weight model post-trained from GLM-5.3 for chemistry, materials science, and life sciences…
受众观点：尚无评论数据，参考帖子内容——关注点预计集中在基准可信度、与 Kimi K3 / GPT-6 Astra 的横向比较、以及 GROMACS 等工具集成能力
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- _无评论_
Wanaka Studio是首个AI原生3D游戏引擎，AI Agent自动生成AAA级游戏，声称token消耗比Claude Opus 5.5加Unity工作流减少约80%
Wanaka Studio
受众观点：①无代码3D游戏开发的实际上限在哪里（产品核心卖点：No code + AI agent builds）②token消耗对比Claude Opus 5.5+Unity是否可信（产品claim：~80% fewer tokens）③multiplayer和1-click publish的实际稳定性（产品内置功能）
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- @anon (0): Title: Wanaka Studio: Make and publish 3D games with the first AI game engine | Product Hunt URL Source: https://www.producthunt.com/products/wanaka-studio Markdown Content: --- title: "Wanaka Studio: Make and publish 3D games with the first AI game engine | Product Hunt" meta:…
Floot通过MCP插件接入Claude和ChatGPT，让用户在已有AI对话中描述需求，直接生成带数据库和用户系统的全栈Web及移动App并一键部署
Floot
受众观点：①用自己的AI订阅省钱同时获得全栈App的实际体验（产品核心主张：Floot doesn't charge for AI credits）②iOS/Android一键发布的实际流程（产品功能：sign in to Apple or Google Play once）③MCP插件接入现有AI工作流的稳定性（产品定位：plugs into Claude and ChatGPT）
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- @anon (0): Title: Floot: Build and ship web and mobile apps inside Claude or ChatGPT | Product Hunt URL Source: https://www.producthunt.com/products/floot Markdown Content: --- title: "Floot: Build and ship web and mobile apps inside Claude or ChatGPT | Product Hunt" meta: author: "Allen T…
Prelulu是AI角色扮演平台，支持文字和实时视频roleplay，声称首次将实时AI虚拟形象技术推进到消费者规模
Prelulu
受众观点：①实时视频roleplay的延迟和流畅度体验（产品主张：real-time avatar technology at consumer scale）②自定义AI角色的能力边界（产品功能：create your own characters with live avatar capability）③与同类文字roleplay产品的差异化价值（产品定位：首次将real-time avatar带到消费级）
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- @anon (0): Title: Prelulu: Be the main character: chat & video roleplay any story | Product Hunt URL Source: https://www.producthunt.com/products/prelulu Markdown Content: --- title: "Prelulu: Be the main character: chat & video roleplay any story | Product Hunt" meta: author: Nyra descrip…
OpenMail为每个AI Agent提供独立域名邮箱和发件声誉，通过webhook/WebSocket实时推送邮件至Agent代码，提供MCP服务器集成，免费支持3个inbox
OpenMail
受众观点：①共享邮件池reputation污染的具体风险（产品核心痛点：one bad actor gets everyone flagged）②Agent注册第三方服务和接收验证码的自动化流程（产品场景：agents sign up for tools, receive verification codes）③MCP server集成对AI agent工作流的实际价值（产品功能：hosted MCP server and Hermes plugin）
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- @anon (0): Title: OpenMail: Give your AI agents an identity through email | Product Hunt URL Source: https://www.producthunt.com/products/openmail Markdown Content: --- title: "OpenMail: Give your AI agents an identity through email | Product Hunt" meta: author: "Armandas Vaičikauskas" des…
kosa8为企业AI Agent提供隔离的microVM沙箱运行环境，每个Agent独立内核，支持气隙部署和约一秒状态回滚，兼容Docker并原生支持MCP协议
kosa8
受众观点：①microVM隔离vs Docker容器的实际安全边界差异（产品核心主张：每个agent独立kernel）②API key在host侧保留vs sandbox中placeholder的凭证保护机制（产品设计：API keys stay on the host）③约一秒状态回滚在agent出错恢复中的实用性（产品功能：Rewind the whole machine in about a second）
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- @anon (0): Title: kosa8: Air-gapped microVM sandboxes for enterprise AI agents | Product Hunt URL Source: https://www.producthunt.com/products/kosa8 Markdown Content: --- title: "kosa8: Air-gapped microVM sandboxes for enterprise AI agents | Product Hunt" meta: author: Dhruvit description:…