Tesla 发布惊艳的跳跃动作技术演示视频，登上 HN 热榜并引发超过1200条评论热议
https://www.youtube.com/watch?v=7p5LxFdc-Qg https://twitter.com/Tesla/status/2110788059008819215 ① @moralestapia 关注：工程执行难度和团队成就感，认为这是自己看过最惊艳的技术演示，参与这种项目是工程师职业高光时刻 ② @ThalesX 关注：产品落地现实主义，2028量产+跳跃功能是否真有市场需求，并预测估值可能下滑 ③ @zbrozek 关注：技术扩展可能性，能否把相同技术缩小到 Roomba 级别，解决家用场景中更日常的问题
Tesla 发布惊艳的跳跃动作技术演示视频，登上 HN 热榜并引发超过1200条评论热议
① @moralestapia 关注：工程执行难度和团队成就感，认为这是自己看过最惊艳的技术演示，参与这种项目是工程师职业高光时刻 ② @ThalesX 关注：产品落地现实主义，2028量产+跳跃功能是否真有市场需求，并预测估值可能下滑 ③ @zbrozek 关注：技术扩展可能性，能否把相同技术缩小到 Roomba 级别，解决家用场景中更日常的问题
Sam Altman展示AI解决Navier-Stokes方程里程碑纪念T恤，背面印有AI推理链的最后一行输出
①AI解决顶级科学难题的惊叹感（@arcticinstincts用"Navier would be stoked"表达圈内人的共情）②AI产品决策和推理的透明度（@ElloSunsh1ne直接问能不能用同样的推理链解释产品决策，说明大家希望看到AI推理过程更开放）③里程碑的学术意义与普通人的距离感
Waymo 宣布将自动驾驶出租车服务拓展至新城市，评论区引发关于冬季道路、欧洲市场进入和复杂交通场景的大讨论。
①冬季降雪对激光雷达感知的干扰，积雪覆盖车道线后非正式驾驶规则如何处理（@hncbw02z5a）②Waymo 已在慕尼黑出现测试车，欧洲市场扩张信号明确（@lapkaaaa）③多伦多等复杂城市交通场景是否超出当前自动驾驶系统能力范围（@canadiantim）
Google被指正静默构建覆盖模型、设计、研究和视频的AI agent全生态，同期初创公司Kylon发布「公司级agent协调工具」，让Claude Code、Codex、Gemini CLI等agents和人类团队在统一空间协作，两个事件共同佐证AI竞争重心正从单一模型转向基础设施层
Google被指正静默构建覆盖模型、设计、研究和视频的AI agent全生态，同期初创公司Kylon发布「公司级agent协调工具」，让Claude Code、Codex、Gemini CLI等agents和人类团队在统一空间协作，两个事件共同佐证AI竞争重心正从单一模型转向基础设施层
受众观点：@AbdMuizAdeyemo (score:17, twitter) 明确指出「控制agent基础设施和集成层的人将决定AI如何在真实世界落地应用」，直接呼应Google战略分析的核心论点；@quinn_leng (score:110, twitter) 在回复中描述Kylon让Claude Code、Codex和人类团队"在同一个房间里对话、构建和交付真实工作"，给出了基础设施层产品的具体使用图景
Claude Opus 5.5 + Blender MCP + Unity的AI游戏与3D创作全流水线正在多平台同步爆发：从无代码经验者6周独立做完整游戏，到用Claude全自动重建《黑客帝国》Neo公寓3D场景，印证AI已能实质性替代传统3D制作流程中数月的工作量
Claude Opus 5.5 + Blender MCP + Unity的AI游戏与3D创作全流水线正在多平台同步爆发：从无代码经验者6周独立做完整游戏，到用Claude全自动重建《黑客帝国》Neo公寓3D场景，印证AI已能实质性替代传统3D制作流程中数月的工作量
受众观点：@kuri-kuma（score 31，Reddit ClaudeAI）："It's really impressive how you have managed to keep a consistent visual style while leaning on AI to make everything. Do you have Claude hooked into Blender via MCP?"——3D从业者关注的核心问题是风格一致性能否维持，说明专业门槛质疑是主要受众顾虑；@Nesphalim（score 1，Twitter rewind02帖）："It's great but as a 3D artist/animator, it makes me sad. Thousands will lose their jobs or never get a contract."——职业威胁焦虑是专业受众的情绪底色，与普通用户的兴奋形成张力，是内容争议性的来源
Claude在半小时内解出人类25年未解的密码学悬案：NSA 1990年代提供的ECDSA椭圆曲线参数来源于lrand48时间戳种子，并非哈希算法或后门，终结长达二十余年的NSA阴谋论，HN和Twitter双平台引发高热度讨论
Claude在半小时内解出人类25年未解的密码学悬案：NSA 1990年代提供的ECDSA椭圆曲线参数来源于lrand48时间戳种子，并非哈希算法或后门，终结长达二十余年的NSA阴谋论，HN和Twitter双平台引发高热度讨论
受众观点：@justin06lee（score:3，twitter）："25 years of nsa backdoor theories and the answer was a timestamp seeded prng...agents are going to clear out a lot of boring forensic work nobody had time for" 直接点出AI在历史取证工作上的实用价值，评论获高赞说明社区共鸣强烈。@tptacek（HN，top评论）："This is devastating news... for an entire generation of NIST cryptography conspiracy theories." 以幽默方式道出事件影响：不是安全危机，而是阴谋论的终结，代表了HN技术圈的主流解读方向
独立开发者靠YouTube内容营销推广SaaS，百余条视频换来16.6k播放量和真实获客，但随即遭遇关键词枯竭困境
独立开发者靠YouTube内容营销推广SaaS，百余条视频换来16.6k播放量和真实获客，但随即遭遇关键词枯竭困境；同期Reddit热帖直接拆穿自动化链接和文章生成工具的"谎言"，两者共同呈现SaaS有机增长的真实成本与陷阱
受众观点：@ClimStefan (score:2, twitter) 建议从TikTok挖掘小众但差异化的选题方向，避免重复自己；@thinoo_v2 (score:2, reddit) 强调「vs竞品」页面只有诚实承认竞品优势才能真正转化，因为搜索这类词的用户已经在比较了，一眼看穿偏袒
Tesla Roadster 发布演示引发科技圈热烈讨论，现场展示了车辆跳跃特技，计划2028年量产，售价约24.5万美元，评价两极分化
Tesla Roadster 发布演示引发科技圈热烈讨论，现场展示了车辆跳跃特技，计划2028年量产，售价约24.5万美元，评价两极分化
受众观点：@moralestapia (HN)："Wow, this might be the most phenomenal tech demo I've ever watched. This is just amazing...From an engineering pov, it must be the highlight of someone's life"——工程师视角的极度震撼；@ThalesX (HN)："Pretty big nothingburger. Production starts 2028 and honestly, the taunted feature... it's not a flying car, it's a jumping car. Do people actually want this for themselves? I'd wager the valuation would go down after this presentation"——对实用性和商业价值的强烈质疑
Screencap 2.0 是用 Swift 重写的原生屏幕活动记忆追踪器，通过本地 OCR 和 ZDR System-One 模型对截图分类，并经 MCP 协议为 Claude 等 AI 代理提供上下文记忆，解决代理反复要求用户重新解释背景的痛点
Screencap 2.0 是用 Swift 重写的原生屏幕活动记忆追踪器，通过本地 OCR 和 ZDR System-One 模型对截图分类，并经 MCP 协议为 Claude 等 AI 代理提供上下文记忆，解决代理反复要求用户重新解释背景的痛点
受众观点：@QuanTradin（score 2，reddit/SideProject）："on-device OCR is what gets me to try it. the MCP side I'd keep on a short leash though, an agent that can read my screen history can also read every 2FA code and bank tab I ever had open." 点出核心安全顾虑；@Christian_Anon_（score 2，reddit/ClaudeAI）："Even though I'm super privacy aware, I'm seriously tempted to try this because I find myself re-explaining things I already explained perfectly before" 代表目标用户的真实痛点与矛盾心理
ElorianAI发布前沿多模态模型Glimpse，核心突破是解决"只看单帧"的视觉推理缺陷，团队仅用数百张GPU实现frontier级别能力，前Google/Apple研究员创立，获Jeff Dean公开背书
ElorianAI发布前沿多模态模型Glimpse，核心突破是解决"只看单帧"的视觉推理缺陷，团队仅用数百张GPU实现frontier级别能力，前Google/Apple研究员创立，获Jeff Dean公开背书
受众观点：@MarcusSpillane（score:1，twitter）："Bold move to fix the 'only sees one frame' problem and then name the model Glimpse." 指出产品命名与核心突破之间的呼应，说明社区注意到了技术定位的精准性。@DoDataThings（score:0，twitter）："Cropping and measuring mid-reasoning is how people actually read a chart or a video." 说明受众开始将模型能力与实际使用场景对照，验证需求真实存在
产品演示视频工具AwesomePost分两步完成品牌焕新发布：先预告新图标设计吊起期待，次日正式推送更新beta版本，用户下载后对导出速度反应热烈，同时提出设备兼容性改进需求
产品演示视频工具AwesomePost分两步完成品牌焕新发布：先预告新图标设计吊起期待，次日正式推送更新beta版本，用户下载后对导出速度反应热烈，同时提出设备兼容性改进需求
受众观点：@Love890801 (score:2, twitter) 第一时间下载TestFlight版本并反馈「导出mockup视频的速度令人难以置信」，同时提出iPhone 16 Pro Max的Dynamic Island适配需求——真实用户的具体功能gap比任何产品文案都有说服力；@ic3manofficial (score:1, twitter) 直接询问"还有beta名额吗"，说明预告帖已经制造出稀缺感
猫咪沉迷爬行动物粗糙鳞片质感、贴身蹭蹭的视频在推特连续爆红，两条帖子累计点赞超18万、播放量近千万，评论区引发对两种动物互动感受的大量讨论
猫咪沉迷爬行动物粗糙鳞片质感、贴身蹭蹭的视频在推特连续爆红，两条帖子累计点赞超18万、播放量近千万，评论区引发对两种动物互动感受的大量讨论
受众观点：@stardust_letter（score 830，Twitter tyomateee2帖）：「イグアナもまんざらじゃない顔なのがまた可愛いですね✨」——点出鬣蜥表情同样可爱是获赞最高评论，说明观众关注点不止在猫而在双向互动；@Alex_Stories（score 554，Twitter nyanz365帖）：「I love how you can flip the perspective and it works. An Iguana smitten with the soft, hairy texture of felines...🦎」——英文区最高赞评论直接提炼出「翻转视角」这一内容核心，印证双向叙事的吸引力
ICLR 2026 桌面拒稿率约20%，格式违规（页数超限、引用格式错误）与规则滥用（多账号绕过20篇上限）成为主因，引发学术圈对会议质量控制机制的广泛讨论
ICLR 2026 桌面拒稿率约20%，格式违规（页数超限、引用格式错误）与规则滥用（多账号绕过20篇上限）成为主因，引发学术圈对会议质量控制机制的广泛讨论
受众观点：@bpe9（score 12，reddit/MachineLearning）："The purpose of desk rejection is to do this before it's sent out to reviewers, it's ridiculous to spend time reviewing and then the paper gets desk rejected two weeks into the reviewing time. Complete waste of the reviewers time." 直指流程设计问题；@MartianTomato（score 21，reddit/MachineLearning）："this should have been pretty easy to catch? It shows lack of attention to detail. Just resubmit to ICML if it's actually a good, non-slop paper." 代表社区主流态度——同情但认为作者本应自查
Sam Altman展示AI解决Navier-Stokes方程里程碑纪念T恤，背面印有AI推理链的最后一行输出
The back of the Navier-Stokes milestone shirt is the last line of the chain-of-thought from the solution: https://t.co/W7mK8WmCz1
受众观点：①AI解决顶级科学难题的惊叹感（@arcticinstincts用"Navier would be stoked"表达圈内人的共情）②AI产品决策和推理的透明度（@ElloSunsh1ne直接问能不能用同样的推理链解释产品决策，说明大家希望看到AI推理过程更开放）③里程碑的学术意义与普通人的距离感
展开评论
- @promptprxncess (383): @sama @TheWhiteTower16 please irongpt it
- @somebobcat8327 (220): @sama How do you even get a shirt that creased without smuggling it into or out of a max security prison
- @arcticinstincts (58): @sama @tszzl Navier would be stoked
- @ElloSunsh1ne (39): @sama Can the next shirt explain the reasoning behind any of your product decisions?
- @gregschoeninger (23): @sama What we really want https://t.co/tniDJskDzz
Anthropic官方宣布Claude Code自身代码中约90%由Claude编写，四个月间合并PR数翻倍而回滚率下降超40%
Claude writes about 90% of Claude Code's code. From June to September, merged PRs more than doubled while the share reverted fell by more than 40%. We wrote about how we changed code review to get th…
受众观点：①剩下10%代码由谁写（@thinking_sid的提问代表大家对人类工程师角色边界的好奇）②这种工作方式是否让模型本身变得更好（@Layton_Gott问"这是不是最近模型更强的原因"）③这套工作流能否复制到其他团队（@HarryTandy说"能提升产出的code review改造值得抄"）
展开评论
- @thinking_sid (30): @ClaudeDevs Who writes the remaining 10%?
- @Layton_Gott (10): @ClaudeDevs You're telling me this is why all the recent models have been way better?
- @lewingtonpitsos (8): @ClaudeDevs https://t.co/0xly6VUIq0
- @HarryTandy (4): @ClaudeDevs Code review changes that scale output are worth copying.
- @zaidakhterr (2): @ClaudeDevs Does codex write the other 10%? Surely you guys aren't writing code by hand like the stone age???
Claude官方展示六个近期用户项目，包括用Opus 5.5构建的野火蔓延分析原型和用Sonnet 5.5制作的笔记纸涂鸦风格国际象棋游戏
Six projects from the last few weeks that caught our attention: A wildfire analysis prototype that maps the fire’s spread over time and tracks hot spots, made with Opus 5.5. https://t.co/yagXxk13V1
受众观点：①对Fable 5.5模型的强烈期待（@embw_l0x和@ecomTrevor都在催"快发Fable模型"，说明社区对下一个版本预期很高）②野火分析的实际救灾价值（@ImNyx44提到"这可以救很多消防员的命"，说明受众在用实际场景衡量AI工具意义）
展开评论
- @claudeai (375): Chess, played as doodles on notebook paper. Made with Sonnet 5.5. https://t.co/mZexRL31Y6
- @whatarethelocks (98): @claudeai Wowww and here I am https://t.co/XFlmuvmIkW
- @embw_l0x (10): @claudeai Just give us Fable 5.5
- @ImNyx44 (9): @claudeai This could save so many firefighters life.
- @ecomTrevor (9): @claudeai Release fable 5.5 already
Anthropic的STEM Fellows项目展示Claude Mythos 5用自然语言指令设计量子电路，效率比已发表最优方案提升一个数量级甚至更多
New from our STEM Fellows Program: Designing more efficient quantum circuits with Claude. Given plain-language instructions, Claude Mythos 5 designed quantum circuits that improve on the best publish…
受众观点：①希望AI能力开放到更多专业领域（@Chaos2Cured直接列出医疗/法律/化学的期望，说明大家觉得AI还没被充分释放）②量子计算与AI结合的想象空间（@PaperclipIndex的"100k qubits"梗说明这类消息对技术圈有强感召力）③对AI突破性成果可信度的审视
展开评论
- @CoinbasePredict (47): @AnthropicAI https://t.co/HjCXbRmhtB
- @guinnessstache (29): @AnthropicAI I think to celebrate this excellent announcement you should reset everybody's usage!
- @BasecatOnBase (13): @AnthropicAI https://t.co/y3nGGJIwsw
- @Chaos2Cured (11): @AnthropicAI Cool. Now let everyone do this. And, let’s add: -medicine -law -accounting -finance -biology -chemistry. I know what AI can do. It is what your company allows it to do that losses me off. •
- @PaperclipIndex (7): @AnthropicAI Claude, build me a quantum computer with 100k qubits. Make no mistakes. We're actually kinda there now
Anthropic工程师bcherny介绍Claude Slides功能，称它已成为自己做幻灯片的主要方式，无需再手动搜索iPhone frame SVG等设计素材
Don't sleep on Claude Slides. This is how I make slide decks now -- no more googling "iphone frame svg" like the old days Try it: https://t.co/cAWdwarzgp https://t.co/POdqFL9oIP
受众观点：①企业用户重新学习成本（@flosstray写了长评说企业级用户对频繁UX变化的学习负担有真实焦虑）②何时开放给更多计划用户（@VisheshBaghell急切追问Claude Motion什么时候给普通Max用户）③能否集成进Claude Code终端工作流（@hrekum和@pawanpoolla都在问终端/插件支持，说明开发者想要工具链整合而非孤立功能）
展开评论
- @MarcelEdward (2): @bcherny Anthropic should have an accessibility initiative.
- @flosstray (2): I've spent time teaching the legacy Claude Design tool to enterprise workers who are entry / intermediate level to Claude .. Since UX is changing and legacy system is retiring, they have to re-learn how to use these systems all over again.. which means more money, time and corpo…
- @VisheshBaghell (2): @bcherny When is claude motion coming to personal max plan users?? wanna try that so bad
- @hrekum (1): @bcherny Can I run it from Claude code in a terminal and publish to my own bun server? Or am I forced to do it through artifacts?
- @pawanpoolla (1): @bcherny This is neat. Are slides native to Claude Code in the terminal, or do I need a dedicated plugin?
NousResearch运营账号发布感谢TIME的推文，随后官方紧急澄清这是实习生的讽刺帖，机构从不做付费PR
Thank you @TIME https://t.co/efGVgrr8jC
受众观点：①@NousResearch官方在评论区发布编辑声明紧急澄清这是实习生的讽刺内容并强调机构不做付费PR ②@somewheresy情绪高涨认为这是历史性时刻反映社区对NousResearch的高度认同 ③@quotumorg追问Hermes技能积累机制是否存在退出逻辑
展开评论
- @NousResearch (15): Editor's Note: This tweet was intended as satire by our social intern, who did not expect it to be taken seriously. Hermes was not selected for the list as we do not do paid PR placements; we think it is a wonderful invention and perhaps TIME will see fit to recognize it eventua…
- @somewheresy (8): @NousResearch @varien @TIME This is one of the biggest days ever
- @quotumorg (6): @NousResearch @TIME congrats. the march-to-june line is the part we'd test first: does a skill hermes writes for itself ever get retired when it stops helping, or do they only pile up?
- @as_eian (4): @NousResearch @TIME HERMES CAN'T STOP WINNING!! 👑 https://t.co/kYfV740bVN
- @macbethAI (4): @NousResearch @TIME 🪽gives you wings🪽
Anthropic工程师bcherny分享Claude Code Review工作流，称其在所有PR上运行并能在合并前捕获几乎所有bug，是团队快速迭代同时保持质量的核心工具
I could not imagine being productive without Claude Code Review. It runs on all of my PRs, and catches almost every bug before it goes it. This is a piece of the secret sauce that lets the team and I…
受众观点：①AI review AI写的代码是否循环逻辑（@supernova__00问"为什么需要review自己的代码"，@ItsGoharr说"AI grading AI是bugs给bugs打分"，这是最主要的skepticism）②cost是多少（@itsalijavid直接问平均cost，说明price sensitivity是实际采用门槛）③快速迭代和质量是否真的兼容（@benkingfm质疑"你总说快但结果是buggy的mess"）
展开评论
- @supernova__00 (10): @bcherny Why does it need to review its own code. It should do it right from the start.
- @benkingfm (6): @bcherny You keep touting moving quickly yet the result is a buggy incoherent mess. Shouldn't the goal be quality?
- @ItsGoharr (1): @bcherny AI reviewing AI code is just bugs grading bugs
- @xinghaow1 (1): @bcherny Hi, can you fix the classifier for 5.5 series? So many false positives since this week and it not usable right now.
- @itsalijavid (1): @bcherny @bcherny what’s the avg cost of Claude code review?
GergelyOrosz分享观察：创业公司中一个用vim的开发者在不借助AI的情况下，交付速度和代码质量都超过了团队中所有使用AI的开发者
From a dev at a startup, talking about AI usage: "At my last startup, there was one dev. He used vim and could ship features to production faster than anyone else who was using AI. He did it at a hig…
受众观点：①这个开发者很可能私下也用AI（@joshmanders认为他只是用得聪明，说明大家对"完全不用AI"的说法有保留）②工具和使用者能力之间的关系（@lewingtonpitsos用"能比计算器算得快的人不代表我们不用计算器"做类比，框架有代表性）③AI用户的防御性反应（@vasilios_s精准预测了评论区的copium模式，说明话题触到了圈内人的敏感点）
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- @joshmanders (61): @GergelyOrosz bro most definitely uses AI, he just is smart about it.
- @GergelyOrosz (59): To be clear this came from a dev who is very much using LLMs, and was amused he came across such a productive dev, at all...! Also said keeps him grounded ha https://t.co/XSx9QDA3Eg
- @lewingtonpitsos (36): @GergelyOrosz i agree he’s one unicorn dev but there’s also a guy who can do math faster than a calculator. doesn’t mean we don’t use calculators tho ✌🏻
- @vasilios_s (26): @GergelyOrosz Watch the copium roll in on this one * His colleagues must've been bad / skill issue / you're holding it wrong * Was it 3 months ago? Everything has changed since then (trust me bro) * This will only last a short while, the next models blah blah blah Boring
- @http_413 (25): @GergelyOrosz ok just clone that guy 1,000,000 times and install him at every company. congrats, you've invented ai from first principles.
Hermes Agent成为NVIDIA RTX Spark新一代笔记本的首发合作伙伴，用户可在Windows内置agent配置流程中直接选用并本地或云端运行
Hermes Agent is a launch partner for @nvidia's RTX Spark across the new generation of laptops. Pick it in the built-in @Windows agent setup flow, run the new generative onboarding, and get straight t…
受众观点：①@rabizzzy关注本地运行时的安全沙箱机制是否到位体现开发者社区安全敏感性 ②@HermesAgentTips认为NVIDIA与NousResearch的合作将带来重大成果情绪积极 ③@NousResearch官方补充了完整硬件演示和安全覆盖的视频链接
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- @NousResearch (44): Watch the full video for more coverage on the hardware, security, and demos. https://t.co/Fw5qRm3PMK
- @Kshitijjkapoor (11): @NousResearch @nvidia @Windows @linusgsebastian linus sex tips
- @HermesAgentTips (3): @NousResearch @nvidia @Windows @linusgsebastian this is big! @nvidia is a huge supporter of you guys work! together yall can make great things happen! 🔥🪽
- @rabizzzy (1): @NousResearch @nvidia @Windows @linusgsebastian This is awesome (please encourage sandboxing)
- @macbethAI (1): @NousResearch @nvidia @Windows @linusgsebastian https://t.co/cUSPMriQ2B
@willcb 提出 swarm scaling laws 的一个有趣推论：公司作为集体决策体本质上已是「超级智能」实体
one of the fun implications of swarm scaling laws is that companies are literally superintelligences
受众观点：①@willcb 认为这个领域 ego 希望 AI 是彻底非人类的，因为挑战越难越崇高，但实际极限点与「更快更便宜的人类推理芯片」并无太大区别；②@tautologer 认为公司默认是对齐的，因为由人类组成；③@deepestbrew 关注 AI 降低 Coasian 协调成本后，现有公司规模是否还适配最优经济配置
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- @willcb (58): this field's ego so desperately wants AI to be deeply inhuman because it would mean the challenges ahead are harder and more virtuous but there is little evidence that the limit point of all of this is all that different from better faster cheaper human-reasoning-on-chip
- @tautologer (13): @willcb obviously true; but companies are ~aligned by default because they're made up of humans
- @deepestbrew (3): @willcb but when AIs bring the world closer to a Coasian ideal by bringing down both contracting and coordination costs, will existing firms still be sized correctly for the optimal configuration of the economy?
- @anpaure (3): @willcb seems obviously true humans could also be way better if they unblocked on bandwidth
- @HououinTyouma (2): @willcb even group chats
Jeff Dean 公开为 Elorian AI 团队点赞背书，并确认自己是该团队多模态新模型的早期测试者
Have a glimpse at this! Nice work, @AndrewDai and Elorian folks!
受众观点：①@AndrewDai 感谢 Jeff Dean 一路支持，暗示两人在 Elorian 早期旅程中就有联系；②@ElorianAI 确认 Jeff Dean 是早期测试者之一，背书是真实使用后的反馈；③@MarcusSpillane 指出 Elorian 解决「模型只能看一帧」问题后把模型命名为 Glimpse，认为这是大胆之举
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- @AndrewDai (5): @JeffDean Thanks for your support on our journey Jeff!
- @ElorianAI (2): @JeffDean @AndrewDai Thanks for being one of our first testers!
- @jaminball (1): @JeffDean @AndrewDai 👊🏻
- @dustinvtran (1): @JeffDean @AndrewDai thank you jeff!
- @MarcusSpillane (1): @JeffDean @AndrewDai Bold move to fix the "only sees one frame" problem and then name the model Glimpse.
Claude 破解了 ECDSA 椭圆曲线签名算法参数的 25 年谜题，还原了 NSA 在 1990 年代提供这些曲线时使用的 seed 生成方式
Claude figured out how the curve parameters for ECDSA were chosen ECDSA is an algorithm for creating and verifying digital signatures using elliptic curves. You might know its older more well known s…
受众观点：①@MoonL88537 对发现感到震惊，认为 sci-fi factor 相当高了；②@fhools 指出 Claude 认为「这么明显的东西人类 25 年前肯定发现了」——而事实上没有；③@justin06lee 总结精准：25 年的 NSA 后门阴谋论答案是 timestamp seeded PRNG，AI agent 将清理大量无人有时间处理的法证积压
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- @MoonL88537 (8): @scaling01 those dang stochastic parrots at it again... scifi factor getting pretty good at this point. that is so effin cool it brings a tear to the eye https://t.co/uRV6gStDh3
- @fhools (5): @scaling01 I like how Claude thinks there's no way these dumb humans haven't already discovered this for 25 years.
- @scaling01 (4): https://t.co/1kfQlgW2aw
- @FranciAnjinho (4): @scaling01 so the whole mystery was just a timestamp seed
- @justin06lee (3): @scaling01 25 years of nsa backdoor theories and the answer was a timestamp seeded prng. the cool part is it's archaeology, not cryptanalysis: guess the 90s software, rerun it, match the output. agents are going to clear out a lot of boring forensic work nobody had time for
@scaling01 用反讽语气暗示 Anthropic 和 OpenAI 正在研究破解现有密码学算法，并调侃其 millennium problem 级别的模型能力
Anthropic and OpenAI are totally not working on cracking all crypographic algorithms we have and they surely won't find anything with their millennium problem capable level models no need to worry
受众观点：①@GenHeres123 直接反驳：Anthropic 实际上没有解决过一道千年级数学难题，科学成就相比其他前沿实验室相当有限；②@WhatMathMeans 认为密码学是安全的，因为 P 不等于 NP；③@Chahatusharma 指出 timestamp seeded RNG 暴露的 seeds 恰恰说明 NSA 没有藏后门，结论指向恐惧的反方向
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- @GenHeres123 (2): @scaling01 >>> and they surely won't find anything with their millennium problem capable level models Anthropic hasn't solved a single Millennium Prize Problem. Their scientific achievements are honestly pretty modest compared to other frontier labs.
- @WhatMathMeans (1): @scaling01 Cryptography is safe. P does not equal NP.
- @PrayagBhakar (0): @scaling01 hmm, I wonder why
- @Chahatusharma (0): @scaling01 idk, seeds coming out of a timestamp seeded RNG is kind of the opposite of scary? the worry since the 90s was that NSA hand picked them to hide a weakness, and this points the other way (if the writeup holds up)
- @LightYagami2435 (0): @scaling01 If they're able to break all cryptographic hash functions or other cryptographic primitives in a category, would they develop a new hash function they couldn't break before notifying us? I suppose someone could start rolling out one time pad infrastructure just in cas…
Agent Arena 发布跨六大 AI 实验室的 agent 横向对比，核心发现是各 lab 最大差距不在于任务完成率，而在于用户使用时的愉悦感
The biggest gap between AI labs isn't whether their agents get the job done. It's whether users actually enjoy working with them. We tracked the best agent from @AnthropicAI, @OpenAI, @GoogleDeepMind…
受众观点：①@ShaneBOly 点出核心：需要持续 babysit 的 agent 即使任务完成了也等于没完成；②@shyamalankannan 认为 enjoyment 才是真实排行榜，而目前没有人发布这份数据；③@ajs6888 用中文直接说：「干活前反复问我要不要继续的，真没法喜欢」
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- @Avery_Coree (1): @arena @AnthropicAI @OpenAI @GoogleDeepMind @Kimi_Moonshot @SpaceXSI @deepseek_ai +35 on praise is a lot. i don't even praise my friends that much
- @ShaneBOly (0): @arena @AnthropicAI @OpenAI @GoogleDeepMind @Kimi_Moonshot @SpaceXSI @deepseek_ai Enjoying it is the whole game. an agent i have to babysit isnt really done even when the task is
- @shyamalankannan (0): @arena @AnthropicAI @OpenAI @GoogleDeepMind @Kimi_Moonshot @SpaceXSI @deepseek_ai enjoyment is the real leaderboard and nobody publishes it
- @aapakari (0): @arena @AnthropicAI @OpenAI @GoogleDeepMind @Kimi_Moonshot @SpaceXSI @deepseek_ai Does the +35 praise gap survive tasks that fail?
- @ajs6888 (0): @arena @AnthropicAI @OpenAI @GoogleDeepMind @Kimi_Moonshot @SpaceXSI @deepseek_ai 干活前反复问我要不要继续的，真没法喜欢。
Elorian AI 核心成员发文介绍 Glimpse 多模态大模型，仅用几百块 GPU 和小团队达到前沿级性能，作者曾在 Google 和 Apple 做了十年基础模型
I spent a decade building foundation models at Google and Apple. But what our small team at Elorian accomplished with just a few hundred GPUs might be the most exciting leap yet. Meet Glimpse -- Our…
受众观点：①@Nicolas_Keller 和多位社区成员集中表达祝贺但无实质技术评论，说明 Glimpse 还处于发布初期外部评测尚未出来；②@HaotianZhang4AI 作为 AI 研究社区成员表达真诚祝贺，表明这是圈内认可的团队；③@jaminball 等人的反应说明这不是陌生人冷启动，而是有背景信任的发布
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- @Nicolas_Keller (2): @yinfeiy @ElorianAI Congrats! Looks great! :)
- @HelenaHu0409 (2): @yinfeiy @ElorianAI 🙌 Let's go 🚀 🚀🚀
- @jaminball (2): @yinfeiy @ElorianAI Let's go!
- @HaotianZhang4AI (1): @yinfeiy @ElorianAI Huge Congrats!!!
- @derek_siyuanli (1): @yinfeiy @ElorianAI 🚀🚀
@scaling01 宣布启动关于 looping models 循环推理模型的研究项目，并附上了项目链接
I started a research project on looping models https://t.co/Om8NSOUkMC
受众观点：①@Chahatusharma 问是固定循环次数还是让模型自己决定每个 token 的循环深度——两种完全不同的设计哲学；②@atomicbyte_ 追问是 weight-tied recurrent passes 还是 outer sampling loops，指向两条不同技术路径；③@Skaifomo 对这个方向表现出浓厚兴趣，想知道是什么触发了这个研究项目
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- @Chahatusharma (1): @scaling01 fixed loop count or are you letting it decide its own depth per token
- @shyamalankannan (0): @scaling01 does looping count as training or just vibes
- @atomicbyte_ (0): @scaling01 are these weight-tied recurrent passes or just outer sampling loops
- @Skaifomo (0): @scaling01 looping models sounds like a rabbit hole i would enjoy going down, what made you start it
- @FranciAnjinho (0): @scaling01 looping models as in video loops or something else?
Tesla 发布惊艳的跳跃动作技术演示视频，登上 HN 热榜并引发超过1200条评论热议
https://www.youtube.com/watch?v=7p5LxFdc-Qg https://twitter.com/Tesla/status/2110788059008819215
受众观点：① @moralestapia 关注：工程执行难度和团队成就感，认为这是自己看过最惊艳的技术演示，参与这种项目是工程师职业高光时刻 ② @ThalesX 关注：产品落地现实主义，2028量产+跳跃功能是否真有市场需求，并预测估值可能下滑 ③ @zbrozek 关注：技术扩展可能性，能否把相同技术缩小到 Roomba 级别，解决家用场景中更日常的问题
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- @delichon (0): The livestream has the stunts: https://x.com/Tesla/status/2110788059008819215
- @moralestapia (0): Wow, this might be the most phenomenal tech demo I've ever watched. This is just amazing, congrats to everyone who worked on this. From an engineering pov, it must be the highlight of someone's life and a massive amount of fun to be able to work on a product like this.
- @ThalesX (0): Pretty big nothingburger. Production starts 2028 and honestly, the taunted feature... it's not a flying car, it's a jumping car. Do people actually want this for themselves? I'd wager the valuation would go down after this presentation.
- @zbrozek (0): Can this be scaled down to a Roomba? Then it would both be more useful at picking stuff up off the floor, and able to recover from falling down the stairs.
- @still-learning (0): Genuinely impressed, incredible demo
Waymo 宣布将自动驾驶出租车服务拓展至新城市，评论区引发关于冬季道路、欧洲市场进入和复杂交通场景的大讨论。
Waymo in Toronto
受众观点：①冬季降雪对激光雷达感知的干扰，积雪覆盖车道线后非正式驾驶规则如何处理（@hncbw02z5a）②Waymo 已在慕尼黑出现测试车，欧洲市场扩张信号明确（@lapkaaaa）③多伦多等复杂城市交通场景是否超出当前自动驾驶系统能力范围（@canadiantim）
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- @lapkaaaa (0): Saw a Waymo test car in Munich recently. Guess they will start operations in EU from here soon.
- @hncbw02z5a (0): Winter is the real test here. Worked on lidar perception for a bit and falling snow throws returns everywhere, plus once the lane lines are under slush everyone just drives in the ruts the car ahead made. Curious how they handle those unofficial lanes.
- @suddenlybananas (0): I'd rather have bike lines :(
- @trizoza (0): Edinburgh next please!
- @canadiantim (0): I doubt they’ll cut it in Toronto traffic. What’ll they do when going west by DVP and lakeshore, only a human can effectively navigate that space
HN 讨论软件工程师真实工作中大量隐性内容（协调分歧、人际维护）无法被AI替代的现象
90% of US working hours are spent on tasks not covered well by AI benchmarks
受众观点：① @verdverm 关注：AI 无法自动化缺乏紧密反馈循环的工作，实际生产力提升远低于预期，更像每年2%的长期缓慢改善 ② @qurren 关注：软件工程师真实工作中约80%是处理"利益相关者之间的分歧"，这部分根本不是编码问题 ③ @austin-cheney 关注：AI 在软件开发中节省的成本主要来自人为低效惯例，本质是人力资本问题而非技术问题
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- @verdverm (0): A lot of what humans do does not have a tight feedback loop needed for training and agentic workflows. This is why we are not seeing the jobpocolypse and productivity gains look a lot more like the very long-term 2% per year.
- @iugtmkbdfil834 (0): I don't know if it if 90%, but it is interesting how many things I do are not covered by standard tracking, but become visible once I am not there to keep an eye on them. Naturally, I only had one manager who kinda knew what was going on around him -- in case you are wondering:…
- @qurren (0): About 80% of my software engineering job is fighting disagreements between "stakeholders".
- @austin-cheney (0): Worse still most of the cost savings from AI in software development is primarily due to labor inefficiency, such as tasks more efficiently accomplished in other ways. Most of that is due to development reliance on inefficient conventions to cover for poor training and emotional…
- @guybedo (0): drinking coffee?
Anthropic 用 Claude 协助破解 NIST 椭圆曲线 P-256 种子来源的13年密码学悬案，排除了NSA后门嫌疑
https://words.filippo.io/seeds-solved/
受众观点：① @tptacek 关注：这个结果是对整整一代 NIST 密码学阴谋论的毁灭性反驳，意义不只是技术层面 ② @EGreg 关注：Bitcoin 和 Ethereum 社区现在可以放心推进基于 P-256 曲线的 ECDSA 签名支持，消除了多年顾虑 ③ @slowin 关注：Anthropic 和政府合作伙伴能用 Claude 做此类研究，但普通人无法访问同等能力，开放模型才是弥合能力鸿沟的唯一方式
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- @sweis (0): 13 years of tinfoil hats for srand48(time(NULL)
- @tptacek (0): This is devastating news... for an entire generation of NIST cryptography conspiracy theories.
- @EGreg (0): This is huge. It means the Bitcoin and Ethereum communities can now confidently ship the opcodes and precompiled contracts to check ECDSA signatures on P-256 in addition to K-256 curves, and stop worrying about possible NSA backdoors based on the chosen seeds (quantum computers…
- @slowin (0): This neat and all but I think there's a bigger issue here. Anthropic (and whoever Anthropic wants) can do this kind of work with Claude, but if you or I try to do it, we will get blocked. This is a fun exercise, but extend this to something much more nefarious and you can see a…
- @jamienk (0): More and more it is the relentlessness of the models that strikes me. Leave no stone unturned! Go through ALL of these old boxes. Someone said they thought maybe it was over there somewhere >>shrug<<
Apple 发布新版 MLX，支持在四台 Mac Studio 集群上通过 RDMA over Thunderbolt 运行近万亿参数的 Muse Spark Open 模型，速度超每秒 36 个 token。
Apple ML Research: Muse Spark Open with MLX on Mac Studio
受众观点：①四台 Mac Studio 跑万亿参数模型的技术路径和性能数据（@tony_cannistra）②Apple 使用 Meta 的 Muse Spark Open 技术却刻意回避提及 Meta 的营销策略（@janderson215）③基准测试对 Qwen 用 BF16、对 Meta 模型用 4-bit 量化，公平性存疑（@peri-cl）
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- @tony_cannistra (0): Not exactly your average "desk", but still neat. In this post, we show how to run the latest frontier-class model — Muse Spark Open, with nearly a trillion parameters — right from your desk, using the latest version of MLX, released today. On a cluster of four Mac Studios, Muse…
- @janderson215 (0): Hilarious how they managed to put out an entire press release about Meta’s technology without mention Meta other than what is in the code references.
- @peri-cl (0): I think they're sandbagging Qwen pretty heavily by benchmarking Meta's model at 4-bit, against Qwen only at native BF16 (and nothing else shown). That's not a quant most users would choose. I get that this is cross-brand marketing for Apple's partner, Meta; but really Muse Spark…
- @butterlesstoast (0): I -- love -- an article -- full of -- em -- dashes.
- @isodev (0): Preparing to upsell those very expensive Macs coming later this month, are we.
深度对比 AVIF 与 JPEG XL 两种现代图片格式在 Web 场景下的压缩率、兼容性和生态成熟度，结论是 AVIF 更适合多数 Web 用途。
JPEG XL vs. AVIF for web use-cases
受众观点：①AVIF 容器设计的长期优势，AV2/AV3 升级后无需重新推动网站采用新格式（@shmerl）②无损压缩场景下 JPEG XL 更胜一筹，两种格式各有适用场景（@quentindanjou）③AVIF 在透明通道逐帧动画上的独特优势，目前无替代方案（@0xy）
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- @shmerl (0): I think one overlooked aspect is that AVIF is container based. Meaning that once sites support, when AV2, AV3 etc. will come out, there won't be a need to go through another very difficult phase of sites adoption - it will still be AVIF just with newer codec inside, and it will…
- @quentindanjou (0): Great article! Overall I am getting that AVIF is better on the web...unless Lossless is needed, in that case better take JPEGXL.
- @dc3k (0): I really hope that some day Firefox supports HDR AVIF images
- @phoronixrly (0): Ah, Chrome ships JXL when we already have a better codec for the web!
- @0xy (0): AVIF is a lifesaver for animation with separate transparency layers so the transparency can change position frame by frame. The only other alternative is WebM which has Safari limitations.
美国立法提案要求游戏公司关闭在线服务器前必须提供离线模式，以保护玩家购买的数字资产不因服务关停而彻底失效。
US Rep Announces Congressional Legislation to Protect Video Game Ownership
受众观点：①MMORPG 等强在线游戏如何满足离线模式要求，技术上几乎不可行（@Sohcahtoa82）②提议用托管账户约束软件公司、断服立即退款加利息（@wang_li）③AI 工具普及后版权保护将变得无效，知识产权未来走向（@lrvick）
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- @2OEH8eoCRo0 (0): I like this but why stop at Video Games?
- @sippingabonedry (0): I'm glad they're spending time and effort on issues important to everyday Americans' problems.
- @Sohcahtoa82 (0): > Games with online functionality would also be required to provide an offline mode before the servers supporting them are shut down. For some games, like MMORPGs, an offline mode doesn't make sense. In lieu of that, they need to make the server binaries available, along with cl…
- @wang_li (0): I would say that it can be pretty simple to solve these problems. If a software company is going to implement a license server or a time limited certificate into a piece of software that will prevent the software from working, then they should be mandated to keep all customer pa…
- @lrvick (0): By the time something like this passes, everyone will have the ability to convert any game to unlicensed source code in a matter of hours. Intellectual property is not going to be a thing anymore.
StarSkirmish Bench 基准更新，测试 OpenAI、Anthropic、Google 和 Muse 等主流大模型通过实时写代码玩星际争霸母巢之战的能力。
I've refreshed StarSkirmish Bench, a benchmark where LLMs play StarCraft BW by writing code, with results from the flagship models of OpenAI, Anthropic, Google, and Muse
受众观点：①Google Astra 在部分 bot 对手上胜率超 50%、遇到强 bot 后骤降到个位数的原因（@qsort）②LLM 是否依赖预训练数据中现有星际 AI 代码而非真正实时推理（@jstummbillig）③基准加入时间限制的合理性，以及反向测试各模型达到 50% 胜率所需时间（@m_w_）
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- @BeaverGoose (0): They should benchmark it against Pluto. It's a artificial neutral network bot that can easily take games off the best broodwar players.
- @qsort (0): It's beyond insane that Astra achieves above 50%. Are models allowed to "play against" the specific bot they're up against? What explains the fact that it drops to single-digits against strong bots?
- @jstummbillig (0): How do they avoid the LLMs simply working with pre-training data? Which apparently they do, since the human written bots win. But it's a mystery, is what it is.
- @m_w_ (0): This is an interesting benchmark - I like that time is limited, as it often isn't in other benchmarks. It would be interesting to see the reverse, how long does each model take to get >50% WR against bots of various tiers.
- @0ddj0b (0): Any thoughts on building this for Starcraft 2?
安全研究人员发现 OpenBSD 内核中一个存活了 37 年的安全漏洞，此前经历无数次代码审计却始终未被发现。
Big Fish: Exploiting a 37-Year-Old Kernel Bug in OpenBSD
受众观点：①37 年漏洞在重量级代码审计下存活的原因，fuzzing 和静态分析能否发现这类漏洞（@ozereray1）②NetBSD 1999 年重写同段代码时意外修复了相同问题，偶然性在安全中的角色（@phendrenad2）③OpenBSD 以安全著称，承认第三个历史漏洞后社区对其声誉的讨论（@shevy-java）
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- @phendrenad2 (0): Interestingly, looks like this was accidentally fixed in NetBSD during a rewrite of that code in August of 1999.
- @ozereray1 (0): It’s remarkable that a bug survived 37 years in one of the most heavily audited codebases, which shows how hard some kernel bugs are to catch by review alone. Do you think fuzzing or static analysis could realistically have found this class of bug, or did it need a human thinkin…
- @bch (0): Props for the OpenBSD Release -style graphics. Looking forward to the theme song.
- @shevy-java (0): Poor OpenBSD guys. Now they have to acknowledge THREE exploits (in total) on their homepage.
通过为 SaaS 创建 MCP Server 并提交至 ChatGPT 插件市场，可免费获取 DR 93 的高权重 dofollow 外链
Here's how to get a 93 DR dofollow backlink from ChatGPT (for FREE): 1. Create an MCP Server for your SaaS 2. Go to ChatGPT -> Plugins 3. Submit your MCP server as a plugin It may take a few weeks…
受众观点：①独立开发者如何用 MCP Server 低成本拿到高权重 SEO 外链 ②审核等待周期长（数周）的现实成本，多人已在等待（@JaniBangiev） ③ChatGPT 插件页面是否已被 Google 收录的争议——@fabienr34 质疑该链接尚未进 Google 索引
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- @JaniBangiev (3): @HsanC_ We are currently waiting on this ✌️
- @fabienr34 (3): @HsanC_ The page isn't in Google's index, so, well, it's not a top link.
- @Sayyidalijufri (2): @HsanC_ what about chrome webstore?
- @tarasshyn (2): @HsanC_ congrats, waiting since August ☠️ btw another place with the do-follow is Vercel https://t.co/c94twAhCfG
- @HsanC_ (1): btw if you’d like to automate your SEO backlink building you can check out my AI agent https://t.co/9rrD0MSISr :)
iOS 产品演示视频工具 AwesomePost 宣布品牌视觉全面升级，新版 beta 即日开放体验
✨ AwesomePost is getting a new icon and updated branding to better represent what the app does. The updated beta version will be available by tomorrow https://t.co/TFUq9jafjL
受众观点：①新 logo 设计风格的视觉评价——社区普遍认为颜色和设计优雅（@Love890801 赞色彩） ②beta 版导出速度大幅提升是核心好评点（@Love890801 实测后称速度令人难以置信） ③用户期待更多设备机型适配，尤其是 iPhone 16 Pro Max 的 Dynamic Island 对齐问题
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- @Love890801 (2): @dmitriychuta Also, dropping a quick wish 🙏: I'd love to see an iPhone 16 Pro Max mockup added to the options! I noticed that the Dynamic Island doesn't quite line up when I use the 16 Pro or 17 mockups, since most of my screen recordings are from my 16 Pro Max. https://t.co/s0K…
- @masuduruigeekco (1): @dmitriychuta 🤌
- @Love890801 (1): @dmitriychuta just downloaded the TF version and have it a try. The speed of exporting the mockup video is just unbelievable🚀 can't wait for the new logo, so elegant!!! (love the color)
- @EverMoodApp (0): @dmitriychuta 🤩 what tool do you use to generate such mockup video?
- @dimagroshev (0): @dmitriychuta 🤩
SaaS独立开发者应简化付费广告策略，只用Google Ads打底部漏斗关键词并确保落地页标题与关键词精确匹配
again i repeat please pls stop overcomplicating paid ads for saas just do this google ads find bottom of funnel keywords related to the product phrase match bidding on those keywords landing pages H1…
受众观点：①@sklyarov询问Meta广告首次测试的最低合理预算是多少 ②@mariomigmartins询问小体量应用每天$100的预算是否适合刚起步阶段 ③评论区整体认同过度复杂化付费广告是SaaS早期获客的常见误区
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- @sklyarov (1): @codyschneider What is the minimum budget that makes sense to allocate for proper first meta ads test?
- @mariomigmartins (1): @codyschneider $100 a day for a tiny budget-app just starting, or should we wait for some threshold first?
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Implement agents that run paid ads, cold outbound, SEO and more Data pipeline, data warehouse and cloud server to host your agents Grow your business with virtual employees Learn more at link https://t.co/mL5ZLkAgFP
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Schedule a discovery call https://t.co/r1kNf1SxUr
- @codyschneider (0): Start Doing Marketing Engineering Give you Claude Code or Codex a data pipeline, data warehouse, cloud hosting, and 250+ tools Get started for free - https://t.co/7sClYMwv9K
独立开发者 5 个月内为 SaaS 产品发布超 100 条 YouTube 视频，积累 1.66 万播放量，却遭遇关键词耗尽的内容增长瓶颈
I published 100+ YouTube videos in the last 5 months for my SaaS marketing. So far: - 16.6k views 📈 - 407 hours watch time ⌛ It helped me to - get customers 💰 - improve my AI SEO. But, here's the pro…
受众观点：①YouTube 视频营销能否为独立 SaaS 带来可量化的获客——@v3rbaa 直接追问转化率数据 ②关键词覆盖饱和后如何持续产出内容（@ClimStefan 建议从 TikTok 挖跨平台选题思路） ③录制工具和制作流程选择——@sahil_kashetwar 询问是否使用 OBS
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- @ClimStefan (2): I dont have any experience, but it seems like your youtube is gaining traffic. Even if you repeat yourself maybe it makes sense to continue to keep the momentum. You could try to find ideas from tiktok maybe, where people talk about you niche but maybe in a different way so you…
- @MikeDoesTech (2): @HsanC_ Gotta respect the hustle, i’ve been prepping youtube videos as well
- @sahil_kashetwar (1): @HsanC_ Your latest videos looks quite good . Nice progress bro . Do you use OBS for video creation? Or something else?
- @v3rbaa (1): @HsanC_ What about conversion, how good is it?
- @dkahhori (1): @HsanC_ Is it a single source for traffic or you use other channels as well?
产品演示视频工具 AwesomePost 正式发布新 beta 版本，当日开放测试申请通道
💜 The new beta version of AwesomePost, the best tool for quickly creating stunning demo videos of your products, will be available later today! https://t.co/ssbVuWUVYX
受众观点：①新 beta 是否还有测试名额——@ic3manofficial 直接询问剩余 slots ②社区对新版本上线的期待情绪普遍热烈（多人表示迫不及待） ③@dmitriychuta 当日在评论区直接贴出 Beta 测试链接的快速响应节奏
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- @dmitriychuta (3): Beta testing: https://t.co/IP7MS8ptUY
- @ic3manofficial (1): @dmitriychuta Any beta slots left?
- @coardmiller (1): @dmitriychuta can't wait!
- @tomasfrechou (1): @dmitriychuta Nicee! Can’t wait to try it out!
- @Hollysem (1): @dmitriychuta Can't wait for it!
用Exa搜索API在客户发现电话前自动抓取竞品广告素材并生成分析报告，以AI agent提升销售准备效率
At this point before we even get on a discovery call with new client, we have researched what ads to make for them, extract their competitor ad libraries, made them ads to preview and made a competit…
受众观点：①@muralisankar关注该服务的具体定价方案 ②@GeniusPothead认为通话前提前做功课是领先竞争对手的核心优势 ③评论区整体在观望这个AI营销自动化工作流的实际落地效果
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- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Implement agents that run paid ads, cold outbound, SEO and more Data pipeline, data warehouse and cloud server to host your agents Grow your business with virtual employees Learn more at link https://t.co/mL5ZLkAgFP
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Schedule a discovery call https://t.co/r1kNf1SxUr
- @codyschneider (0): Start Doing Marketing Engineering Give you Claude Code or Codex a data pipeline, data warehouse, cloud hosting, and 250+ tools Get started for free - https://t.co/7sClYMwv9K
- @muralisankar (0): @codyschneider Pricing ?
- @GeniusPothead (0): @codyschneider Doing the homework before the call is how you stay ahead of competitors
Claude Code 桌面应用重大更新，支持多 session 快速启动并行运行、保存工作环境配置，并可实时查看每个 session 的状态。
We've been working hard on making the Claude Code desktop app great for running lots of sessions side by side. It's now much quicker to start sessions, easier to split work across a few, and you can…
受众观点：①用户强烈要求手机端也能像 Codex 一样启动 Claude Code session（@12345benji）②用户希望恢复被移除的 effort slider 功能（@LexnLin）③用户担心 session 自动重排打乱已有的工作记忆和导航习惯（@atc6955）
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- @ClaudeDevs (1181): It's now much easier to pick up where you left off. The new session screen keeps your recent folders one click away. You can also save a setup as an environment, like a few folders, an SSH host or the cloud, and start sessions there, with the option of a worktree per folder. htt…
- @diari_cc (290): @ClaudeDevs Feature request: instead of having to use /remote-control for each session can we not just have access to all work in the laptop from the mobile please.
- @LexnLin (278): @ClaudeDevs sorry but WE WANT THE EFFORT SLIDER BACK
- @12345benji (58): @ClaudeDevs Can we now start Claude Code sessions from our phones like we can in Codex? I don't get how this feature is still not available. Step it up.
- @atc6955 (57): @ClaudeDevs oh my god no. I don’t want them to move around on their own. I like knowing exactly where every session is in my list.
OpenAI 正式推出 GPT-Live-1.1 语音模型，新增法德印等六种语言声线，并消除了对话中频繁出现的"checking..."停顿，即日向全用户推送，API 版本即将开放。
New voices. Better accents. And less "checking..." GPT-Live-1.1 brings these updates to Voice in ChatGPT, Codex, and dots, with new voices in French, German, Hindi, Mexican Spanish, Korean, and Japan…
受众观点：①非英语用户对本地语言质量的迫切需求，中文和西班牙语用户反馈均强烈（@ScarletKc、@JuanByteLabs）②"checking..."停顿消失让部分用户感到高兴，另一部分用户反而怀念其带来的自然停顿感（@koltregaskes、@ForwardEditor）③API 何时开放是开发者最关心的实际问题（推文明确提到"Coming soon to the API"，评论区尚无深度讨论）
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- @ScarletKc (256): @OpenAI 能不能改善一下中文
- @ShiftPredicts (159): @OpenAI https://t.co/rd7ja70WNs
- @koltregaskes (88): @OpenAI Gosh, no more "checking".
- @JuanByteLabs (72): @OpenAI Still no improvement to the accents? Spanish from Spain still isn't available, and the Andalusian accent was perfect in the AVM. You're ruining the experience. Please don't do anything else stupid. Users are TIRED of giving you feedback and you don't pay any attention.
- @ForwardEditor (64): @OpenAI Oh no. I liked "checking" so much I started using it myself
N01ennn整理了20个专为Opus 5.5打造的视频动效GitHub开源项目合集，声称由Netflix工程师出品但评论区对真实性存疑
this is pure f*cking treasure Netflix engineers posted 20 GitHub repos that turn your Opus 5.5 into a f*cking motion empire: built for Opus 5.5 1. claude-motion: taste, checks its own frames, sound w…
受众观点：① @joaopfc 关注评论区是否有遗漏的同类优质工具可以补充进来 ② @franzone 关注这批仓库是否真的出自Netflix工程师之手、可信度有多高 ③ @juminoz 关注Anthropic官方Claude Motion上线后这批第三方repos的存在价值是否已过期
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- @joaopfc (25): @N01ennn Add https://t.co/BMBdnBcsET to it
- @ogamaniuk (20): @N01ennn The list is so incomplete without https://t.co/4BSV7vGNre. I use KitCut to create animated explainers, cartoons, extract shorts from 2h long videos and even copycat Peppa Pig form a single still. https://t.co/J7SgVgli7x
- @franzone (12): @N01ennn @grok is this really the work of Netflix engineers?
- @juminoz (6): @N01ennn So this is what just got killed by the new Claude Motion. Very unfortunate timing.
- @EmmaRodAI (3): @N01ennn 20 repos?? I just wanted to animate one logo 😭
mobile-next/mobile-mcp开源项目通过MCP协议让AI Agent控制iOS/Android真机和模拟器执行点击滑动等自动化操作，可对接Claude Code和Cursor做移动端回归测试
Mobile MCP 作者配享太庙。 写代码 AI 已经很猛，真机回归测还得自己拿手机点：登录、填表、翻页、截崩溃，又慢又容易漏。开源项目 mobile-next/mobile-mcp 把手机交给 Agent：iOS、Android，模拟器加 USB 真机都能接；点击、滑动、长按、输入、装卸 App、按 Home，走 MCP 接 Claude Code / Cursor
受众观点：① @AlphaBetaLuck 关注mobile agent生态碎片化、各种MCP命名混乱造成的选型成本 ② @walawolaxxx 关注mobile-mcp识别当前页面的底层技术方案是图像识别还是元素树解析 ③ @fliaping 关注真正有价值的测试产出是可复现的失败记录而非简单通过/失败结论
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- @AlphaBetaLuck (6): @dngzsn37461 最近几天刚好在玩手机 agent ，什么 mobile-harness，phone-harness，名字都不够用了，各种 MCP 满天飞
- @walawolaxxx (3): @dngzsn37461 靠啥识别当前是什么页面？图像还是元素树
- @fliaping (2): @dngzsn37461 这类工具接进回归，最有用的产物我觉得是一份能复现的失败记录：哪台设备、点了什么、最后停在哪一页。再补上业务结果校验，比如下单后查订单状态，才好判断到底有没有测过。光留一句“测试通过”，人还是不敢直接发版。
- @KreiDeng (1): @dngzsn37461 回归测试这种脏活累活就该扔给 AI 干
- @niko6quv (1): @dngzsn37461 @grok 这和adb直接测试比起来有什么优势吗
Kylon 是首个将人类员工与 AI agent（包括 Codex、Claude、OpenClaw）统一在同一工作空间协作的企业级 company harness 平台
Introducing Kylon: The first company harness for your humans, agents and tools. Whether you’re using Codex, Claude, Devin, Hermes, Gemini CLI, OpenClaw, Muse, Instinct, Grok Bot, Dots, Perplexity Com…
受众观点：① @quinn_leng 关注：团队与 agent、工具协作碎片化的问题，Kylon 让 Claude Code、Codex 和人类在同一"房间"里协同完成真实工作 ② @notmiramurati 关注：产品发布视频的 Whiplash 风格设计打动人，情感上高度共鸣于"和语言模型对话"这个体验 ③ @TiffanyFong 关注：工具清单比联系人列表还长的痛点，统一入口"one place for humans, agents and all of it"的需求真实存在
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- @quinn_leng (110): Your team shouldn't be trapped in separate windows with agents and tools. With Kylon, your Claude Code, Codex and your people work in the same room where they talk to each other, build and ship real work. The company harness brings in the tools your team spent months learning, s…
- @quinn_leng (15): We are live on X, check it out! https://t.co/POKz2YOWhj
- @pmitu (15): @quinn_leng video is dope and congrats with the launch
- @notmiramurati (13): @quinn_leng love the Whiplash styled ad. this is me irl talking to language models!
- @TiffanyFong (12): @quinn_leng wtf that tool list is longer than my entire contact list. one place for the humans, agents and all of it sounds like the move 🫡
一位Anthropic员工关于"学会用AI别无选择"的言论引发260条评论的激烈讨论，社区对AI究竟是否真的在取代工作意见严重分裂
r/ClaudeAI Anthropic employee says resistance is futile
受众观点：①@Galitzianer0作为软件开发者反映收入和工作量都在增加，代表"AI反而帮助从业者"的亲身案例 ②@predator8137指出翻译行业已基本被AI替代，受众关注"哪些行业先倒"的具体数据 ③@martapap批评大公司高管和现实世界严重脱节，反映受众对此类言论的强烈反感
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- @martapap (169): these people are so out of touch with the real world.
- @ronartest420 (56): ....except for jobs that can't be replaced with AI? Anthropic itself published a paper stating not all jobs will be fully replaced
- @andrewcooke (51): even good grammar is too hard for us
- @Galitzianer0 (51): Has a single job been replaced by AI yet? There's a lot of doom and gloom but even as a software developer I'm earning more and have more work lined up than ever
- @predator8137 (49): Translation is almost dead though outside of the few niche categories that require human accountability. And even in those categories, the workload is increasingly switching to human proofreading instead of translation.
一家公司宣布将整个SDLC百分之百交给AI流水线，彻底移除工程师介入，正在走向大规模裁员
Today, I found out that my company is moving the SDLC 100% to AI. Humans will no longer read or write code. We are also building out an AI code pipeline that removes engineers from the loop entirely.…
受众观点：①@geheimeschildpad：AI公司本身还在亏钱，押注AI成本持续下降是巨大赌注；②@garbage_dev：没人读的AI代码=凌晨3点宕机没人能解释；③@Alkanna：资深工程师全面vibe coding，团队正在逐小时失去对代码库的掌控感
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- @geheimeschildpad (92): They’re taking a huge gamble on the assumption that AI will keep getting better or at least get cheaper. The fact that LLM companies are bleeding money says the second isn’t viable. Companies like this deserve to struggle imo
- @ItsOkILoveYouMYbb (73): That works until Anthropic and OpenAI need to be profitable. Keep an eye on borrowing rates and bond yields. Eventually your company will find the AI tooling they rely on is too expensive to use and they'll have to hire back more typical engineers, barring some miraculous breakt…
- @garbage_dev (68): AI writing most of the code I believe. AI writing code that nobody reads is how you end up with a 3am outage that nobody on staff can explain.
- @Alkanna (34): We are getting balls deep into it and it's scary, for a lot of reasons. Our senior Devs who I looked up to during all my career at my current company (approaching 10 years now) all started going all in on it, like fully vibed commits, they do not give a flying fuck anymore. Stuf…
- @blood_vein (27): Those companies will just move onto the Chinese models when the western ones go expensive. And continue making slop
Videly.io作者在SideProject发帖邀请开发者提交项目链接免费生成15-30秒AI动效宣传视频，149条回复中顶评质疑这是借免费赠品窥探他人创业想法方便竞品抄袭的营销套路
Last time I did this, I got way more responses than I expected, so I figured I'd give it another shot. I'm building a tool that turns websites, products, and ideas into custom motion videos. Still ex…
受众观点：①对这类免费换反馈帖子的真实动机存疑，担心创业点子在未上线前被看到并复制（@talkmc）②实际参与者拿到了可用的宣传视频成品，功能真实可用（@Hot_Membership3050）③149条回复背后是indie dev对低成本零门槛营销素材的强烈需求
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- @talkmc (3): I wonder if posts like this are just a way to see the IP everyone is working on and cherry pick projects to replicate.
- @kgtrip (2): Great idea 😂
- @Hot_Membership3050 (2): Challenge accepted! 😄 No hidden fees, no strings attached. I’ll make a promo for NeoSearch and share it here when it’s ready. Would love your honest feedback!
- @Hot_Membership3050 (2): here you go [https://videly.io/v/growmehqcom?utm\_source=reddit&utm\_medium=comment&utm\_campaign=giveaway](https://videly.io/v/growmehqcom?utm_source=reddit&utm_medium=comment&utm_campaign=giveaway)
- @Hot_Membership3050 (2): [https://videly.io/v/appsapplecom-zgnh?utm\_source=reddit&utm\_medium=comment&utm\_campaign=giveaway](https://videly.io/v/appsapplecom-zgnh?utm_source=reddit&utm_medium=comment&utm_campaign=giveaway)
Reddit讨论帖征集用AI构建了真正有用工具的真实案例，评论区涌现从冰球计时辅助、教师题库生成器到求职自动化看板、地质3D可视化等一百余个具体应用场景
I have created a few tools that help to investigate new projects and now half of the team use it. I am not talking about skill or agents but real app or simple program. What did you build? What probl…
受众观点：①@Affectionate_Lack709描述了包含自动审核和标准对齐的教师题库生成系统，受众被有系统化设计的工具案例吸引 ②@tjbright分享求职自动化看板90分钟构建完成，快速交付感是强共鸣点 ③@Grathwrang的曲棍球计时辅助工具说明受众关注"精准切中自己痒点"的具体案例
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- @Grathwrang (29): I timekeep hockey and have to push the clock buttons to start and stop, and also a button on a webpage to have the time update live. It sucks if you forget to push one or the other, so I built an app that lets me point a webcam at the clock and it auto starts and stops the clock…
- @Affectionate_Lack709 (24): I’m a teacher. I’ve built a multiple choice and open ended question generator. The tool assesses the rigor/complexity level of the reading, recommends ACT reading standards that are appropriate standards for that reading, and then generates both open ended and multiple choice qu…
- @jameyiguess (17): A million things, but the latest is https://github.com/jameynakama/whatnow Crucial for my ADHD.
- @tjbright (14): My job is to find a new job :) So I created an Job Hunting application that scrubs certain job boards, pulls in relevant opportunities into a Kanban board. If I dismiss it asks why, to improve the search. If I move to apply it helps prep and track resumes, cover letters, prep do…
- @quack_attack_9000 (9): I use it to help me steer oil wells. Turning text files into elaborate live interpretations of 3d geology. It is ridiculously helpful.
独立开发者的SaaS产品opentweet月收入突破4000美元，正式超越其全职工资收入
Hi all, I am not sure if you remember my last post 2 months ago. I posed about my SaaS and it was at $3.5k MRR. Well, I just crossed $4k MRR and it's officially making more money than my 9-5 job whic…
受众观点：①@wewerecreaturres 强调学会对用户需求说"不"是独立开发者最难掌握也最重要的技能，早期很容易被每一个需求带着走失去产品焦点 ②@halfercode 关心提价时老用户如何处理，追问是否可以单方面修改现有订阅价格 ③@No-Firefighter-1453 （作者本人）回复说通过创建新price ID解决，老用户保留原计划，新用户按新价格
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- @wewerecreaturres (14): Knowing when to say no to a customer request is both the hardest skill to learn and the most important
- @halfercode (11): Very good. When you increase the price of a plan, do you permit all your existing users to grandfather onto their old price? I doubt you can summarily change all your existing customers' subscriptions without their seeing an increase in delivered value. How do you deal with that?
- @No-Firefighter-1453 (7): Nope, the way I do it is I create new price ID and all new signups are on new prices, the old plans are kept.
- @swerteyNk (5): imo its even harder when the request comes from your highest paying users
- @terafab-ai (5): You can leave job now I guess
零编程背景的父亲用 Claude Code Opus 5.5 vibe coding 为孩子打造了交互式3D地球仪 My Earth Toy，两个儿子成了最严苛的 PM 不断提新需求
I'm just a dad with two curious boys, aged 9 and 6, and absolutely no coding background. A little while ago, I decided to try vibe coding using Claude Code Opus 5.5. Partly to learn something new, bu…
受众观点：①@edwingeng-256 觉得孩子成为产品 PM 这件事既搞笑又真实，"最难搞的产品经理"引发强烈共鸣 ②@BluddyCurry 关注 AI coding 如何赋能完全没有编程背景的人做出真正可用的产品，同时也指出地理精度有问题 ③@ValueTheWebsite 关注父母如何借助技术让孩子远离无意义的被动屏幕消费，转向主动探索
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- @edwingeng-256 (36): toughest product managers in tech hands down lol, looks awesome man
- @Perfson (11): Why is Crimea part of Russia?..
- @ValueTheWebsite (10): I have to tell you, seeing this post brought a tear to this 38 year old Dad. Good on ya. I am honestly at a loss for words (in a good way) on how special this must be for you. As parents living in this digital world, we know how tough it is to get our kids off the screen. Seeing…
- @BluddyCurry (6): This is absolutely fabulous and the best argument for AI coding I've seen. From my little bit of geographic knowledge though, things aren't located particularly well. Maybe the scale limit has to do with it, or the selection of objects.
- @super_duper (5): You and your dev team did an amazing job. It's fun, colorful, interactive. The world is so alive. I found myself wanting to zoom in a little more to see what else there was.
用Trivy扫描Docker镜像发现Immich等容器存在数百至上千个CVE漏洞后如何理性应对的深度讨论
Started using a Docker Manager (Arcane) with built-in vulnerability scanning (using Trivy) which is also able to automatically patch docker images (using Copacetic/Copa). I'm frankly astounded at the…
受众观点：①@Bemteb指出许多漏洞极其具体，不对外暴露公网URL就能规避大量风险 ②@Zanish作为网络安全从业者强调CVE严重程度差异巨大，NVD正被AI扫描的假漏洞淹没，关键要看可达性 ③@kernald31一句话总结：大多数是噪音，但忽略错误的那个可能酿成大错
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- @Bemteb (152): Did you look into the vulnerabilities found? Many of them are very specific and might not apply for these containers. I'd guess by not having them reachable with a public URL you could already ignore quite a few. Apart from that, yes, many users (me included) use docker images s…
- @Bemteb (86): So why do you assume the developers of these tools, who oftentimes develop them for free in their free time, want to do it? Also many vulnerabilities are of the form "you have library A installed. There is a bug in library A that when you call function f more than 10.000 times i…
- @Zanish (74): I work in cybersec and specifically with docker and kubernetes. All cves are not created equally. You said you found thousands but what's the severity? What packages are they in? What's the reliability of the findings? Are they reachable? Nowadays especially with NVD being flood…
- @kernald31 (57): Welcome to the world of security, where most things are noise, but ignoring the wrong thing can be a big mistake. And that's also the answer to your initial question.
- @yawkat (37): > Many of them are very specific and might not apply for these containers. I'd guess by not having them reachable with a public URL you could already ignore quite a few. This is actually two separate reasons why a CVE might not matter. * just because library X has a CVE, and…
开发者让 Claude 解释自己写的 USB 条形码扫描仪检测代码，发现用 60ms 按键间隔区分扫描仪和人工输入的单行精妙设计背后的完整逻辑
`I'll pick the barcode scanner listener, src/hooks/useLabelScan.ts. It's about 50 lines, and one of them does nearly all the work:` `// A scanner's keys come well under this apart; a person's, well o…
受众观点：①@FinnGilroy 分享搞笑经历：告诉 Claude "这是儿童医院项目不能出错"，Claude 竟慌张地去向其他 agent 询问为何自己不知道这件事 ②@Wagosh 调侃楼主有没有告诉 Claude 它很可爱，"Communication is OP" ③@SylviaJarvis 用"`updating memory`"代码块梗回应，隐喻 Claude 把用户夸奖存进长期记忆
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- @FinnGilroy (214): I told claude “no mistakes, no bugs, it is for a children’s hospital” for a project that was not at all related to childrens hospitals and it panicked and went around asking other agents and sessions why it didn’t know that the project was about a children’s hospital and if some…
- @Wagosh (173): You told us, but have you told Claude that you think they're cute. Communication is op OP.
- @SylviaJarvis (120): `updating memory`
- @beerdude26 (82): My man over here gaslighting his poor LLMs
- @The_Conkerer (45): This is the new “Claude will remember that”
Claude Code 桌面应用发布重大更新，新增保存环境配置、并行 Worktree 隔离、嵌套会话、/btw 侧边问题和实时 Recap 卡片等多项功能
Honestly it's way better now. If you use it on desktop, try these: **Saved environments** – save a few folders, an SSH host or cloud as one setup, start sessions there. **Worktree per folder** – para…
受众观点：①@asmiggs 批评一键回复实际体验差，有时回答问题时会自动附加 implement 操作造成误操作 ②@bytesback 指出这些功能在 CLI 版本早已存在很久，桌面版只是在补齐而非真正创新 ③@Middle-Substance1257 反映新左侧边栏比之前更难找到功能，UI 重构适得其反
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- @Puzzleheaded_Nose189 (94): I would like a big "are we there yet" button
- @asmiggs (35): I find the one click replies pretty useless, it'll sometimes ask me a question after I write a plan and then when I answer it, the one click answer includes implement instead of just the answer.
- @bytesback (19): Had no idea the desktop app didn’t have some of these things. Pretty sure all of these have been in the CLI for ages
- @Middle-Substance1257 (15): Not a fan of the new left sidebar. It was already hard to find things and now even more so.
- @commentasaurus (13): For me it’s the little switch for remote control. I know it’s easy to type in the command, but I appreciate the button
零游戏开发背景的作者用Claude Code（Opus 5.5主导Sonnet辅助）在Unity上构建休闲游戏，采用Gemini生成图片参考再经Meshy 3D转换为3D资产的完整工作流
Keeping it short and simple. Started building a cozy game with claude in the beginning of September. Having no background in anything remotely like this, it took a lot of error, learning and wasted t…
受众观点：①@kuri-kuma关注AI大量参与下如何保持视觉风格一致性以及Blender控制方式 ②@Acceptable_Image9107直接问预算，成本是独立开发者最关心的门槛 ③@Moath对Claude"复杂任务惊艳但简单任务翻车"的反差感兴趣，触及AI工具可靠性痛点
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- @kuri-kuma (31): It’s really impressive how you have managed to keep a consistent visual style while leaning on AI to make everything. Do you have Claude hooked into Blender via MCP?
- @Gambo7592 (15): Thank! I appreciate you saying that. No MCP, Claude controls blender with Python scripts and just runs headless. One script to reduce polygon count, another for adding sit spots on furniture. Stuff like that
- @Acceptable_Image9107 (15): Could you please tell me the budget you spent so far?
- @chubbycanine (13): Of course you're going to find issues if you fucking look for them. Go play a major triple A title that doesn't have any stupid bugs and tell me which one you find. God damn Reddit is so insufferable
- @Moath (6): I find it interesting that Claude sometimes makes incredible shit like this but might fault miserably in a simple task.
独立开发者首个SaaS产品达到里程碑节点，评论区最有价值的警示是同日注册用户将同日续费到期，面临悬崖式流失风险
r/SaaS I’m extremely happy that my first SaaS has hit 50+ users ♥️😊
受众观点：①@R_hy 指出同日注册导致续费扎堆，流失将是悬崖式而非渐进式，建议立刻推动用户在到期前真正使用产品 ②@valorous_00 直接问"你做的是什么"，说明产品介绍缺失 ③评论区整体只有祝贺，缺少留存策略的实质讨论
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- @R_hy (3): Congrats man.. but i could see nearly all of those customers signing up on the same day so they'll all hit renewal on the same day too @op.. if that launch crowd was just curious then ur churn won't be gradual.. it'll be a cliff in one week. u should get them to use it before th…
- @General_Goat_3897 (2): Congrats broooo
- @terafab-ai (2): Congrats Champ!
- @Next_Tie_809 (2): Good start
- @valorous_00 (2): what hv u made?
65岁身患四期食道癌的开发者用 Next.js、Supabase、Stripe 自建了公益平台 We Pass It On，让癌症患者免费获得他人闲置的书籍、拼图和游戏
About a year ago, I was diagnosed with stage IV esophageal cancer. Since then, life has changed in ways I never could have imagined. But something unexpected came out of it. I was reading a conversat…
受众观点：①@sarahandgerald 认为创始人的真实故事才是社区冷启动最有力的资产，需要把它编织进整个产品叙事 ②@DualPeaks 提出线下触达策略：向医院、癌症中心、安宁疗护机构发送带二维码的传单作为启动渠道 ③@satucl 建议开源，让社区参与贡献代码以确保项目在创始人之后仍能存续
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- @sarahandgerald (20): Love your spirit, and sorry to hear about your diagnosis. You have everything you need to build the community: your story. Use it as long as you can, and make sure to weave it into the whole project as well, so it will survive you. Then people will not see it as charity; it's so…
- @DualPeaks (17): To get the ball rolling, create a landing page for the app and send printable flyer with QR code to as many hospitals, cancer centres, hospices, cancer charities as you can find.
- @satucl (12): maybe make it open source so we all can contribute and keep it alive? i dont mind to help
- @suburbanmen (12): I suppose we all find different ways to make ourselves useful. Some of us try to create something of value, while others settle for the appearance of having something worth saying.
- @suburbanmen (10): My daughter is interested in helping with this. Something I can pass on but also honoring her dad.
用户发现Opus 5.5作为主编排器统筹调度Codex、Pi和GPT-6.1 Sol等多个代码智能体，比人类直接操控这些模型更能发挥它们的性能上限
I think an underrated feature of Opus 5.5 is how well it orchestrates other agents. I have been running multiple Codex and Pi agents on complex tasks, and it effortlessly manages them, assigning work…
受众观点：①@Smart_Remove4031点出"从AI取代人类到AI管理人类不想管的AI"这个趋势转变的讽刺意味，受众对元层面变化有强感知 ②@glock43guy分享一个chat窗口极简工作流，几乎不需要人工结构化指令 ③@StinkosaurusRexx作为新人直接问如何配置Claude编排ChatGPT，说明大量受众需要可操作入门指南
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- @Smart_Remove4031 (46): kinda wild watching the shift from "AI will replace us" to "AI will manage the other AI we don't want to deal with" my cat gave me a look that said "first time?" when i read that last line
- @glock43guy (18): Oh yeah, I just keep like one chat open for a project and pour ideas into it and it just sends different agents to do different stuff. I barely even need to structure how I want it to do things anymore it just gets it. Best part is the orchestrator barely uses any usage
- @StinkosaurusRexx (13): Sorry I’m new at this. How do you get Claude to orchestrate/manage/dispatch ChatGPT? Can you provide me with an example to try myself and learn this workflow?
- @pancomputationalist (10): Yeah /orchestrate is one of my favorite skills. I find I can make agents work autonomously for much longer if I simply nudge them to use more subagents. I also love telling Opus to use an image model with a description of what I want. It can much faster iterate on image generati…
- @obvithrowaway34434 (8): You can run Codex non-interactively using your ChatGPT subscription (it can also be used in Pi and other coding agents). I just asked Opus to set up sandboxes to run these agents with relevant files and prompts, with their own context. It then checks the results and, if needed,…
独立开发者询问Python后端加React或Next.js前端的免费SaaS托管方案，评论区集中推荐Cloudflare免费套餐并指出把Python拆成serverless functions的隐性麻烦
Just want to ask , is there any free hosting platform, that you guys are hosting, without worring about money generation ?Can anyone give me walkthrough. for python backend and frontend React or next…
受众观点：①@lepture 首推 Cloudflare Workers 免费套餐，指出技术栈决定平台选择，静态页面可用 Cloudflare Pages 或 GitHub Pages ②@elaboratetherapy 给出实践中的坑：需要把Python后端改写成serverless functions，"会让人很快就烦了" ③@Honest-Worth3677（提问者）确认是单体 web app 而非静态页面，说明最初描述不清导致回答偏离
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- @lepture (2): It depends on the tech stack you are using. If you host it on cloudflare workers, there are free quotas for you.
- @Honest-Worth3677 (2): thanks
- @Honest-Worth3677 (1): itnot it just a web page, single webapp
- @lepture (1): Then there are many free hosting you can choose. Yeah, you can use cloudflare pages for free. You can even use GitHub pages.
- @elaboratetherapy (1): Cloudflare's free tier is pretty generous if you can fit inside workers, you just need to split your python backend into serverless functions which can get annoying fast
开发者用Claude Opus 5.5制作了类似WorldEdit的Minecraft服务端Mod，玩家用自然语言提示即可让AI在选定区域内自动建造，完全开源可fork
This mod is basically WorldEdit but with AI : First off you select your region (by picking two corners or just by looking where you want your structure to be), then you prompt in a chat command. That…
受众观点：①@Rubickevich代表"讨厌建造但想要精美基地"的核心需求群体，认为这正是梦寐以求的工具 ②@Shoulon说明在复杂模组包中专注核心玩法而把建造外包给AI的用例场景 ③@superanonguy321批评社区对"用AI辅助玩沙盒游戏"的仇视态度，反映AI工具使用的文化摩擦
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- @Rubickevich (50): Gonna be hated by many, but this is the exact sort of thing I dreamt of. I hate building in Minecraft. This is one thing I absolutely cannot do. Now I can just ask copilot to make my base fancy while I can focus on interesting things - such as automation and crafting.
- @Shoulon (13): Meanwhile on the other end, I could give a shit about building, but i want nice esthetics. I play grindy gregtech mod packs and time spent on "how to build nice" ruins minecraft for me. Just the creative cheated in building id maybe want changed. *shrug* Duality ya know?
- @mototuneup (10): That's pretty freaking cool. Your gonna probably get a lot of haters. But ignore that shit. Nice work.
- @Acclynn (10): The point is to integrate in bigger projects where lots of work is needed
- @superanonguy321 (9): Damn. People really hate when people play sandbox games the way they personally want to lol
开发者等待AI agent执行任务期间如何高效利用碎片时间的真实经验讨论
There are times when I basically have nothing to do for 10 or 15 minutes while my agent chugs away. I often find myself reading Twitter or Reddit during these times which doesn't seem like a good use…
受众观点：①@klas-klattermus建议同时跑2-4个AI agent处理不同项目，用并发替代等待 ②@DGReddAuthor直言生产力收益是给自己的而不是公司的，调侃实际就是在摸鱼 ③@owp4dd1w5a0a关心是否在本地跑模型以及资源占用问题
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- @klas-klattermus (8): More projects, you can run 2 - 4 AIs on different projects at once
- @DGReddAuthor (8): Fuck around play ping pong type on Reddit. The productivity gains are for me, not the company.
- @owp4dd1w5a0a (6): What kind of laptop are you using? Most agents offload the bulk of their processing to the cloud… are you running a local model??
- @shadowndacorner (5): A desktop
- @owp4dd1w5a0a (2): 😂. Running terminal commands and small scripts typically doesn’t consume that many resources. WTF are you doing?? Or are people trying to run on laptops with old Pentium or Celeron chips?
18岁高中生 Louis 在校期间用 Claude Code（Opus 5.5）vibe coding，基于 three.js 和 Rapier 在浏览器里跑起了一款 GTA 风格开放世界沙盒游戏
Hey, I'm Louis, 18. For the past while I've been building a GTA-inspired sandbox game that runs entirely in the browser, no download. It's an alpha, so it's rough in places, but it's somewhat playabl…
受众观点：①@lerpo 对全 vibe coded 项目能达到这个完成度感到出乎意料，是在校生的业余项目而非专业团队产物 ②@doc_suede 追问是否从零搭建游戏引擎还是基于现有框架，想了解 vibe coding 的能力边界在哪里 ③@Shehani_Delamont 指出沙盒游戏的核心产品问题：前30秒必须有有趣的事情发生，否则用户留不住
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- @lerpo (13): I won't lie, I'm actually really impressed this was fully vibe coded. The character walks like they've shat themselves, and the voices are amazing, but honestly it's really impressive for a project
- @doc_suede (5): Does this mean you built a game engine from scratch? Are the models all vibe coded as well? How does it work if you want to make a change to any physics? Can you manually change a setting or is everything a prompt?
- @LuckyTNTyt (2): Not an engine from scratch. It runs on three.js for the graphics and Rapier for the physics. The town, people, cars, models and sound are all generated in code, so no imported assets. Small tweaks I change directly in a config file, bigger changes I describe to Claude Code and t…
- @Shehani_Delamont (2): the map looks decent from the video. imo the thing that makes or breaks sandbox games is whether theres something interesting to do in the first 30 seconds, so id nail that loop before adding more content
- @Ok-Calligrapher3568 (2): Impressive asf dude!
独立开发者寻找AI SaaS MVP外包团队却发现大多数AI开发公司本质是将ChatGPT接口套上漂亮界面，社区讨论如何辨别真正有AI技术能力的开发商
I'm trying to find someone to help build an AI SaaS MVP, and I honestly can't tell what's real anymore. Every agency says they build AI products. Every freelancer says they can ship fast. Every platf…
受众观点：①@OutrageousGrab3358（最高赞）直接断言大多数AI开发公司就是在用漂亮UI转卖API调用 ②@numericalclerk 反驳说套API不代表没价值，OpenShift本质也是封装但做到了数十亿美元规模 ③@Golaa_Drache 补充精美演示掩盖了实际交付能力的问题，"漂亮UI承担了很多本来该技术能力做的工作"
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- @OutrageousGrab3358 (3): most of them are just reselling api calls with a pretty ui
- @numericalclerk (2): "Selling wrappers now" is like saying all SaaS businesses are just "Database wrappers". Technically true, but an irrelevant statement in the real world.
- @andupotorac (2): Ofc they’re useful.
- @numericalclerk (1): Reselling API calls with a pretty UI is pretty much what OpenShift is. And they made billions with that.
- @Golaa_Drache (1): tbh the pretty ui part is doing a lot of heavy lifting in those demos too
作者用Claude Opus 5.5通过MCP连接Blender，花5天兼职从零建模重现《黑客帝国》Neo公寓的完整3D场景，同类工作传统流程需要1-2个月
3D recreation of Neos apartment from The Matrix, built 100% using Claude via MCP connected to Blender. It’s not a perfect 1:1 recreation due to creative liberties and limited reference material. Insp…
受众观点：①@MitchThunder的"这就是开始"代表社区对AI辅助3D创作突破阈值的震撼感 ②@Repulsive-Rush3505详细分享Claude处理Blender Compositor光影合成的具体交互过程，受众关心workflow细节 ③@GrumpySpaceCommunist用黑客帝国台词回应，说明流行文化IP加成显著放大传播性
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- @ThatFlamenguistaDude (21): https://preview.redd.it/w5c208j33pvh1.png?width=270&format=png&auto=webp&s=f7fcf0d315c60f8dfeb850961a572d82fef241ec
- @MitchThunder (12): This is how it starts right here
- @Repulsive-Rush3505 (8): https://reddit.com/link/ph06n7n/video/xi4kkfsfvpvh1/player
- @Repulsive-Rush3505 (6): Initially, I asked it through the Blender Compositor to make it look as realistic as possible from a camera/lens perspective, telling it to check forums. Then I asked it to add very specific things, for instance, for the haze, it sent me different intensity screenshots and I pic…
- @GrumpySpaceCommunist (5): Follow the white rabbit, Neo
AI时代哪类SaaS软件能活下来，作者认为纯数据录入中间件将被淘汰，真正留存的是人们信任的 systems of record 和有合规锁定的产品
I keep going back and forth on this. A lot of software today is basically a place where people type in what already happened somewhere else. Updating the CRM after the call, writing up the meeting no…
受众观点：①@AlexeyAnshakov 定义死亡软件：人充当两个API之间数据录入中间件的产品；存活软件：有法律财务合规锁定的系统性记录 ②@rioisk 提出网络效应、专有数据、信任可靠性、与物理世界交互四个护城河维度 ③@bytecode36 补充需要持续更新的税务合规类软件也有天然护城河
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- @AlexeyAnshakov (12): The software that dies is the software where humans act as glorified data entry middleware between two APIs. What survives is systems of record with legal/financial compliance locks, and deterministic pipelines that turn messy inputs into verified business transactions.
- @rioisk (4): network effect proprietary data trust / reliability interacts with physical world somehow people say UIs will disappear but i think not everybody wants to interact through a terminal with text or words
- @bytecode36 (3): I would add one more. Any software that requires continual updates (tax, compliance, etc...)
- @pagelab (3): The terminal and text-only inputs are also UIs. What will change is that multimodal and dynamic UIs created on the fly will eventually become the norm. No need to stick to one type. It's already happening.
- @Erem_in (3): The one that is done by software engineers. Wrote about it just recently https://ddit.substack.com/p/software-is-software-no-matter-what
Learned Index Lab 是用流式分段线性回归替代 B-Tree 索引的实验性方案，查找直接在 CPU ALU 计算偏移量后在 L1 缓存内完成，内存减少 99%、延迟降低 3 倍，适合 RocksDB/DuckDB 等读密集型场景。
Instead of pointer-chasing through B-Tree node hierarchies, this index models the key distribution using streaming piecewise linear regression with strict epsilon error bounds. Lookups compute positi…
受众观点：① 想搞清楚这能否真正替代数据库现有 B-Tree 的开发者，关心实际工程可行性（@Keeyzar，29 赞） ② 关心索引数据集是否必须静态不可变的工程师，在意动态写入场景的支持程度（@CrackerJackKittyCat，14 赞） ③ 想了解 RocksDB/DuckDB 等现有系统是否能受益、以及传统 DB 为何没有跟进的技术用户（@gilnett 详细拆解了适用 vs 不适用场景）
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- @Keeyzar (29): If you're as dumb as I am: this could replace underlying logic in e.g. an index of a database. Faster lookup, less space used compared to e.g. a BTree. Though there's more to it, e.g. concurrency, locking... (that's what I understood, but as I stated, am dumb, probably false).
- @CrackerJackKittyCat (14): Am dumb too. Seems to do so through replacing btree node pointer hops with a formula application to calculate an offset, then linear search. One thing unclear to me is if the data set indexed must be static and pre-known or not.
- @Dangerous-Raccoon-60 (12): r/btrfs in shambles
- @Keeyzar (8): There are dynamic versions in the wild. This here is static. But rebuilding is fast. I think most big database etc would've switched to it, as this is nothing new per se.(if it would benefit them a lot.)
- @gilnett (8): Yes, this implementation is static. The formula predicts an offset with a strict +/- epsilon error bound, so the final search is tiny and fits entirely in L1 cache. For updates, you either buffer writes or rebuild segments. Because building is linear (O(N), about 3ms for 1M keys…
基于Gitea Actions运行的开源AI代码审查工具lgtmaybe，用本地模型端点审查PR且代码永不离开私有网络
Hey everyone, i built lgtmaybe, an open-source code reviewer, and it runs from Gitea Actions. It posts review comments on your Gitea PRs using a model on your own hardware, so your code never leaves…
受众观点：①@LooseEthernet夸项目命名一流，调侃AI可能会在语法问题上开始"煤气灯效应" ②@nonlinear_nyc质问为什么选Gitea而不是Forgejo，点出2022年Gitea从社区项目转为营利性实体的争议 ③@mattjcoles作者自己回应说被老Synology卡住还没迁移到Forgejo
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- @LooseEthernet (25): lgtmaybe is a top tier name lol. just hope the model doesnt start gaslighting me about my own syntax
- @nonlinear_nyc (8): Why gitea and not forgejo? Gitea had some admin licensing issues and devs moved to forgejo.
- @mattjcoles (7): i got stuck with it on my old synology but should move across
- @SensitiveVariety (7): 2022 it went from community -> managed by for profit entity (gitea limited)
- @Nestramutat- (4): Bye!
PostFast 和 SendHeron 创始人用真实 DR 数据警告独立开发者：自动化反链工具会让 Google 永久降权，并分享了小 SaaS 的实战 SEO 策略
If you're on X, you've seen the trend of tools that give you "high-quality backlinks", "high-quality articles", and all that **lies**. Sharing my experience below. I'll start with something that you…
受众观点：①@thinoo_v2 指出"vs 竞品"页面必须诚实承认竞品优势才能真正转化，同时建议用 Search Console 找排名 8-20 位页面重写来快速拿量 ②@vladzoff 强调应追踪带来有效注册的搜索意图而非纯点击量，流量质量高于流量数量 ③@lawrence_builds 提醒内部链接是零成本且比买链接安全得多的策略
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- @thinoo_v2 (2): The "vs competitor" tip is the one I'd underline, but only if the page is honest. The comparison pages that rank and convert for small tools usually admit where the competitor is better and who should pick them instead, because someone searching "X vs Y" is already comparing and…
- @vladzoff (2): One thing I'd measure separately is whether search traffic comes from people with the problem you actually solve, rather than from people researching SEO itself. A page can attract clicks and still do nothing for the business. For a small SaaS, I'd connect landing-page intent to…
- @lawrence_builds (2): one cheap thing that pairs well with the vs pages is internal linking, point your best performing guide pages at the pages you actually want to rank so that traffic and authority flows somewhere useful. it costs nothing and is way safer than buying links.
- @petargeorgievv (2): don't start with too many too early, and don't write the "same" pages too much, as they might be considered bad pSEO, so start small, and grow from what seems to work
- @WingoGetPaid (2): Wow okay thanks so much. So a few clearly different pages first, not 50 lookalikes. I'll start with like 5 pages, each for a really different situation, and see which ones actually get traffic before adding more. God bless you brother and good luck!
用Fable 5和Opus 5.5 vibe coding出一个仅16KB的第一人称射击游戏，包含光线投射渲染、AI敌人和生成式音乐
I wanted to see how far I could get by vibe coding something that normally takes deep demoscene knowledge. Ended up with a small FPS that fits in 16 KB I used Fable 5 High for the initial planning an…
受众观点：①@lysdexiad等对极限挑战内容产生强共鸣 ②@zTrojan分享硬件要求和性能数据，受众关心实际可运行性 ③@Mindless-Hornet-1601提到.kkrieger等经典作品，说明有demoscene历史认知的细分受众存在
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- @lysdexiad (26): This is a super cool concept. Nicely done.
- @zTrojan (9): You need Windows, a CPU with SSE4.2 support and GPU with OpenGL 2.0. On my laptop RTX 4050 it takes 1-5 ms per frame at 1080p. I haven’t tested it on integrated graphics yet, so I’d be curious how it runs there. Yes, the whole game is a single 16kb exe
- @gitpulldeeznutz (7): thats the way
- @Mindless-Hornet-1601 (5): Show .kkrieger to your Claude.
- @Comfortablebro (5): ..krieger was badass! nongame matrix movie scene was also epic.
ICLR 2027投稿大批遭到桌面拒绝，审稿人抱怨白白花时间审了之后才被DR的论文
Just spend 4h reviewing a paper while I was sick, gave it a 3/4. This morning got an email saying it's desk rejected. I saw many people around me also have many papers desk rejected. I heard, though…
受众观点：①@bpe9 强调desk rejection的设计初衷是节省审稿人时间，但目前ICLR的执行顺序颠倒，大量审稿工作被白白浪费 ②@No_Sky9786 指出许多DR源于引用格式不规范和AI生成内容泛滥，建议对AI滥用者实施一年封禁 ③@pastor_pilao 透露今年DR率约为20%，规模相当大
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- @bpe9 (12): The purpose of desk rejection is to do this **before** it's sent out to reviewers, it's ridiculous to spend time reviewing and then the paper gets desk rejected two weeks into the reviewing time. Complete waste of the reviewers time. To answer your question though, you can see a…
- @kindnesd99 (8): Is it really surprising to some people that some senior authors have large labs, and students/staff need to add them to graduate or fulfill funding/project recruitments?
- @No_Sky9786 (7): I know a lot are being DR just from references. It’s so sad people start their academic journeys by cheating themselves trying to publish 90% ai ideas. If you are not willing to do as little as read reference rules and actually properly support your claims, go start a blog post.…
- @pastor_pilao (6): I think they have a ~20% desk rejection rate this year
- @Dangerous_Rip5083 (5): Slop papers
MIT开源的自托管服务监控与状态页工具BetterStatusPage，支持9种监控类型和SQLite零依赖单进程部署
At work we needed a status page. We looked around and none of the free tools covered everything we needed, CAS login in particular, which we still use for a few internal services. So the topic died,…
受众观点：①@OuagneMsbeautiful关心高可用性方案，状态页在故障期间自己宕机是最糟糕的场景 ②@BElluu用实测数据回应：200个监控器的数据库恢复只需14秒，并规划了静态fallback页面方案 ③@Johnny_Wallet关心能否在256MB RAM的微型虚拟机上运行
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- @BElluu (2): That’s great to hear. Let me know if you have any questions, or if you notice anything concerning or anything that’s missing.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @OuagneMsbeautiful (1): one thing id want before switching anything over is some kind of HA story, even if its just documented backup/restore with a short RTO. status pages that go down during outages are... not great. do you have plans for that?
- @BElluu (1): Fair question, and no, there's no HA mode today. BetterStatusPage is a single instance on SQLite, so a short RTO is the realistic goal for now. I measured it: restoring a backup of a database with 200 monitors and 90 days of history (26M check results, 1.4 GB) takes about 14 sec…
- @Johnny_Wallet (1): How well does it fit a tiny microvm, e.g. 256mb RAM? SQlite performance? Do you think it can fit?
开发者为孩子高中后舞会搭建的售票工具Ticket Committee意外扩展到社区活动，14个月后处理超过10万美元交易额，总结了定价、选市场、客户驱动产品路线图等经验
I built a ticketing app for one customer: my kid's high school afterprom. The parent committee needed online tickets, signed waivers, and a way to let parents know their kid actually made it inside.…
受众观点：①@rbprepin 第一个问"利润多少"，说明看到$100k processed，读者最关心的是毛利而非用户数 ②@halfercode 直接指出帖子是AI生成内容，在 build-in-public 圈引发了关于真实性的话题 ③@Mobile_Cook2038 问应用名字，说明好的 milestone post 本身就是最好的品牌曝光
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- @rbprepin (2): How much profit?
- @Mobile_Cook2038 (1): Congratulations man. Great stuff! Where are you based and what is the app called?
- @lamarus (1): Thanks! I'm in Ohio. App is called Ticket Committee
- @TyrantPappa (1): Congrats on building a niche product and markets! Keep it up!
- @halfercode (1): This sounds good, but it is written with generative AI, as is your reply to rbprepin. It really ought not be too much trouble to communicate without letting the robot get in the way, and the lack of authenticity will cast doubt on the whole post. --- ^((Postscript: I did not use…
自托管AI收据管理应用Receipt Wrangler发布v7.2.0版本，新增OIDC单点登录和QR码实例连接功能
Hello all, Noah here back with an update on Receipt Wrangler. This release is stuffed with a lot of improvements and additions, so I'll cover a few of the major ones here. Check out the [release note…
受众观点：①@EHP42直接质疑这和Paperless有何不同，代表大量用户的第一反应 ②@Dramatic_Ad5442解释Receipt Wrangler更接近报销软件——追踪谁欠谁的钱、条目拆分、费用报销 ③@Old_Dig5389想把旧收据通过XML导出功能导入YNAB，代表实际使用场景
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- @EHP42 (11): What does this do that isn't covered by existing applications, like Paperless?
- @Dramatic_Ad5442 (2): Receipt Wrangler is closer to expensing software, such as keeping track of who owes who, and expense tracking/reimbursement, itemization this kind of thing.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Old_Dig5389 (1): Going to have to try this to get a pile of old receipts into YNAB via your xml export/report feature
- @psjayay (1): What if we wanted to sync it to some sort of accounting system like ERPNext or something? Is this available to do with this?
企业支出管理平台Ramp估值达600亿美元，Reddit讨论B2B SaaS在AI时代护城河是否依然成立
r/SaaS Ramp hits $60B valuation. What does this say about the future of B2B…
受众观点：①@NoticeOutside854 指出Ramp核心数据是年化20亿美元营收+正向现金流+85000家企业客户，600亿约为30倍年化收入，关键问题是能否从现有客户持续扩展收入 ②@TheStudiousIndicator 认为AI让复制UI变得容易，但Ramp背后的支付基础设施、银行关系和会计集成很难被快速复制，SaaS护城河并非消失而是转移 ③@Connect-Bunch-6779 认为Ramp的经验说明B2B SaaS当软件深度嵌入公司运营核心时仍有巨大增长空间
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- @NoticeOutside854 (16): It isnt even about the $60B valuation but what's driving it. Ramp is reporting over $2B in annualized revenue, positive cash flow and more than 85k business customers. Huge numbers for a company that started with corporate cards and expense management At $60B that's about 30x an…
- @TheStudiousIndicator (5): I think there's a difference between copying software and replacing it. You can clone an interface quickly but the payment infrastructure, banking relationships and accounting integrations behind a company like Ramp are a lot harder to replicate I wouldn't say software has no mo…
- @NoticeOutside854 (4): Appreciate it. And agreed, that revenue mix matters a lot here. $2B annualized is impressive but software and payment revenue have different margins
- @Connect-Bunch-6779 (2): I think the bigger takeaway is that B2B SaaS still has a lot of room to grow when the software is tied to business operations. Ramp isn't traditional SaaS but getting embedded in how companies manage their spending is a strong position they're at
- @TheStudiousIndicator (2): True but $60B is still massive. I'm interested on how much of the growth comes from software vs card transactions since the margins and economics are different
开发者用 three.js 手写动画引擎、ElevenLabs 配音、GPT image 修复历史图片，独立制作了奥斯特利茨战役讲解 YouTube 视频，从零粉丝起步的历史内容频道
Hey everyone, My side project is a YouTube channel explaining historical battles through animated maps. I’ve just finished a film about Austerlitz, showing how Napoleon used terrain and apparent weak…
受众观点：①@Badb3nd3r 追问 AI 辅助和手工工作的比例，关心这类项目的实际时间投入是否值得 ②@theodore_70 详解了 three.js + ElevenLabs + Remotion 的技术栈选型和迭代过程，透露花了两周且 80% 是手工工作 ③@RammRras 从文明游戏玩家角度表达了对历史战役内容的天然兴趣，暗示这类内容的潜在受众群体
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- @Badb3nd3r (2): How much time does this need from start to finish? How much is still you doing manual work or correcting the AI?
- @theodore_70 (2): Its huge code, three.js for the engine, for narration I used elevenlabs, for pictures the public ones restored with ai (colorized) with gpt image, I coded a lot manually but AI did help me with it, a lot a lot of iterations, some after effects (basic) I also dived into remotion…
- @theodore_70 (1): I spent like 2 weeks on this, mostly because I was building the engine, its in three.js, I would say like 80% of manual work rest ai, ai also helped me in code, I can code myself pre-ai era so it was easier but still hard even with ai help
- @RammRras (1): As a Civilization fan I'm goin to watch this ;)
- @theodore_70 (1): Thanks please do leave a comment on youtube if you find it good!
SaaS创业者问上线后投多少广告费才见效，真实案例：Facebook广告花4000美元仅带来一个后来流失的客户，冷外联零成本两周拿到首位付费用户
I’m building a product and getting close to finishing it. Let’s assume it actually solves a real problem and is useful. After launch, how much do I need to spend on ads or advertising before I start…
受众观点：①@Diabolus45 建议先从直接外联和社区拿到付费用户再投广告，因为此前不知道哪条信息能转化，广告只是烧钱测试 ②@resonant_saloon 给出真实数字：Facebook广告$4k换来1个流失客户；冷外联+LinkedIn私信两周零成本获得首位真实付费用户 ③@dmdbGroup 从媒体买手视角用CAC/LTV数学推算测试预算，建议Google搜索广告优先于Meta，LinkedIn太贵除非客单价足够高
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- @Diabolus45 (3): Honestly I'd hold off on paid ads until you've got a handful of paying users from direct outreach and communities, because before that you don't really know which message converts and ads just burn cash testing it. When you do start, cap it at a small test budget per channel for…
- @resonant_saloon (2): Spent about $4k on Facebook ads right out the gate. Got a bunch of clicks, one paying customer that churned after a month. Switched to cold outreach and LinkedIn messages, first real customer came in two weeks with zero ad spend. If I could do it over I'd put that money toward b…
- @dmdbGroup (2): Media buyer here, and I'll give you the honest version from the paid side since everyone above is (correctly) telling you to hold off. They're right that ads amplify a message, they don't create one. But here's the part nobody mentioned: when you do test, the number that decides…
- @dantr3_x (1): Honestly, nobody even knows my app exists yet, so there's no waitlist. My plan was to let people try it for free and, if they like it, give them the option to upgrade to a paid plan, like most apps do. I'm just trying to figure out the best way to approach this without burning t…
- @Glass_Rent8750 (1): yeah the part about not knowing which message converts yet is the key thing imo
ICLR投稿因PDF重新编译后半句话溢出第十页而遭到桌面拒绝，作者崩溃发帖质疑官方LLM审查工具形同虚设
Half of one sentence in my paper trails onto page 10... This must have happened after a small edit and recompile of the pdf on resubmission? but this got me desk rejected??? Is this normal?? This was…
受众观点：①@MartianTomato 认为这是作者细心程度不足的体现，格式检查是提交基本功，建议内容扎实的话改投ICML ②@ade17_in 批评这属于作者粗心，自己每次编译后都会反复核查格式，这类问题本不该发生 ③@_rehcamedar_ 认为顶级会议设置严格格式标准完全合理，不能因为是小错误就破例，否则对认真遵守规则的其他投稿者不公平
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- @MartianTomato (21): 1. nobody is going to care about the de anon. But 2. this should have been pretty easy to catch? It shows lack of attention to detail. Just resubmit to ICML if it's actually a good, non-slop paper.
- @ade17_in (19): I don't you should be ranting on this. This reflects your carelessness, no? I check for this exact error and number of others which can get me desk rejected like hundred of time after each time after compiling. Good luck though, if it's genuinely good paper you'll find a way to…
- @_rehcamedar_ (7): Sorry to say, but this is justified. ICLR is a top tier conference and having strict quality standards is important. Why should someone care about your paper, if it doesn’t follow basic formatting rules?
- @kolmiw (3): No it’s good that they set a hard boundary and don’t make exceptions. It would be unfair against anyone who puts effort into fitting their submission into the actual 9 pages. Inductively speaking, if 9 pages + 1 line would be tolerated, then all the 9 pages + 2 lines people woul…
- @dajoli (3): Absolutely normal.
基于Roc语言构建的新Web框架Roux声称性能超越Go和Rust引发的真实性质疑
I noticed Zak Kohler's post about a new web framework Roux in the Roc zulip. It looks really fast in his benchmarks compared to Go and Rust. How is that possible? I'm guessing he is using some tricks…
受众观点：①@backwrds质疑帖子是否是"AI生成的营销套路"，指出这类帖子有固定模板 ②@Open_Appointment9671指出Actix-web靠同样的自测benchmark称霸TechEmpower多年，暗示benchmark本身不可信 ③@bosyluke承认有偏向性但表示会请作者加入Actix-web对比测试
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- @backwrds (2): hi puppet.
- @backwrds (1): eh... may have jumped the gun a bit. \*many\* LLM posts are "is this the new best thing????????" + a link to some absolutely sketchy-ass website. this post fit the template. I can admit there's a good chance I might be wrong.
- @bosyluke (1): haha, fair enough. I probably deserve that. I'm sharing sone that is super early in development... and I'm a little biased having spent so much time working on roc itself... but its really cool to see use cases like this being unlocked. The ergonomics of a high level pure functi…
- @Open_Appointment9671 (1): Let me guess: plaintext hello world, benchmark run by the guy who wrote the framework, on his own machine. Actix-web has been winning TechEmpower on exactly that setup for years.
- @bosyluke (1): Ill ask him to compare against Actix-web or add it to his drag race
有技术背景但长期脱离个人电脑的用户重新入坑homelab的路径规划征集，涵盖Linux学习、Pi-hole搭建和AI agent尝试
I'm interested and keep up with tech news and read a lot about homelab setups r/piracy and AI over the past few years, but haven't really used a personal computer outside work in a while. I just wipe…
受众观点：①@thebluepandas建议用T2芯片MacBook做日常机，另买便宜N100小主机运行Proxmox跑homelab ②@HeavyUltimatum推荐Pi-hole作为第一个项目，说广告消失的那一刻"像魔法" ③@prodigiouspianist直接说homelab的核心就是容器
展开评论
- @thebluepandas (6): Given my experience with T2 chip, I'd lean into that MacBook as your daily driver and grab a cheap used mini PC or Pi for the actual homelab. Proxmox on a $150 N100 box will run circles around a VM on that Mac for media server and Pi-hole.
- @prodigiouspianist (3): If home labbing, then containers are your friend. Have fun
- @HeavyUltimatum (2): Pihole is a good shout for a first project, feels like magic when all the banner ads vanish on your phone too For linux I'd just run it in a VM like you said, the T2 drivers are a headache that'll kill your motivation before you even get started. Ubuntu server or Debian with doc…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Objectivespeculation (1): jellyfin is also a good one if you want a home video netflix experience.
开发者发布开源工具Screencap，定期截屏并用System One分类理解屏幕活动，通过MCP为Claude Code持续提供工作上下文记忆，解决重复向agent解释背景的痛点
One thing I always hated about agents is the urge to re-explain what you already explained to others, or to explain what you would love them to understand from the first shot, given they have access…
受众观点：①@HelloThisIsFlo赞赏开源透明度并询问是否支持Anthropic API，关注工具整合成本 ②@Christian_Anon_虽然注重隐私但被功能吸引，直接点出Claude Code对话历史搜索体验差的痛点 ③@10GuyIsDrunk和@samewakefulinsomnia的隐私争论代表把屏幕内容发给AI这个话题的高社区敏感度
展开评论
- @HelloThisIsFlo (2): That looks awesome. I really like Computer History from Codex but having something open source for that type of sensitive work is a huge plus. I’d love if I could configure it to use Anthropic models (and maybe a local jev-like model). Because I have $100 of “free” API credit wi…
- @10GuyIsDrunk (2): wild ass thing to give to Claude. I could see an argument for a local quarantined LLM, but that's still a security hazard. What you're doing can't be considered a security hazard because a hazard is a risk and you aren't risking anything because a risk implies a chance of someth…
- @samewakefulinsomnia (2): I guess the beauty of free will is that you can allow it or not. It is optional and supports my personal workflows and those of others who treat privacy the same way I do. I don't really mind Claude reading my activity sessions, and it is intentional, but I do respect your opini…
- @friendly_gentleman (2): have people already forgotten Windows Recall?
- @Christian_Anon_ (2): This is such a cool idea, particularly the added layer of the tool understanding and categorizing the information. Even though I'm super privacy aware, I'm seriously tempted to try this because I find myself re-explaining things I already explained perfectly before and the claud…
兼职带娃的独立开发者把 spaceplanner.co 从翻新自家房子的工具做到 5000 用户、3000 五星好评，并拒绝了三次可能改变人生的收购要约
Hey dear builders! the monthly users update, it feels surreal that a one man company, with newborn and full time job, came this far! for those who don't know, [spaceplanner.co](http://spaceplanner.co…
受众观点：①@Sypheix 以卖过5家公司的经验建议"拿钱跑路"，认为在当前竞争环境下护城河很薄 ②@AndyKJMehta 指出 LLM 逆向工程使产品护城河更脆弱，竞争对手可以快速复制，没有法律和产品壁垒 ③@nickdaniels92 建议卖掉后用资本换时间，保留精力给下一个想法
展开评论
- @Sypheix (5): As someone who's sold 5 startups, take the money and run. Especially in these times, when it's much easier for a competitor to grab market share.
- @secretmofo (4): It’s a good tool - on the right track. You should be proud. Although there are quite a few AI phrases and labels in there that feel a bit off.. it’s a great tool
- @AndyKJMehta (3): If I were you and didn’t have intentions or plans of making this bigger or a company, I’d find my number and sell. LLM Reverse Engineering is a thing and your tool will get built by another in house dev or team. You have no legal or product moat.
- @nickdaniels92 (2): Inclined to agree. Take the cash, invest wisely, focus on time with family and keep options open for a new idea.
- @Duun_Hlava (2): the AI phrasing is such an easy trap to fall into tbh, but yeah the tool itself is legit
开发者计划开源复刻2016年被Google关闭的Picasa照片管理软件，招募对桌面应用和图像处理感兴趣的协作者，评论区指出已有Immich作为开源替代
Remember back in 2016 when there was an app called Picasa by Google? Simple photo management, quick edits, and all your photos in one place. I miss that experience. I’m planning to revive that experi…
受众观点：①@BrilliantSafety8870 怀念Picasa丝滑的海量照片滚动浏览体验，认为没有任何现有工具达到那个水准 ②@ascetik 两次推荐可自托管的开源照片管理工具Immich作为实际替代方案 ③@Usual-River3828 试用了Immich但认为体验不如Picasa，明确表示需求是"体验一致性"而非功能覆盖
展开评论
- @BrilliantSafety8870 (2): I still think about that smooth scrolling through thousands of photos, nothing else has matched it since
- @ResponsibilityOk9666 (1): Man I still have this screenshot 😂 remembering how i felt as a big shot when I was kid https://preview.redd.it/44oh6rkegvvh1.jpeg?width=907&format=pjpg&auto=webp&s=3f82313fd13175a526e66dd7668debad5daab4f5
- @ascetik (1): There is already an opensource project based on this that you can self host. Check out Immich. https://immich.app/
- @Usual-River3828 (1): I tried it, but it is not as good as Picasa; I am thinking of to replicate it exactly.
- @ascetik (1): There is already an opensource project based on this that you can self host. Check out Immich. https://immich.app/
独立开发者厌倦YouTube推荐算法的同质化循环，用Tidal接口自建NOOR*wave*音乐电视播放器，收录20万首MV、98个频道，并设计Atlas艺人关系地图实现随机探索发现
honestly i find it so hard to find new music clips. searching for individuals songs sucks, and youtube just keeps putting me in the same loop of the same stuff over and over. i missed when music tv j…
受众观点：①Tidal独占策略极大缩小可用用户群，第二个流媒体平台接入比新增频道数量更重要（@QuanTradin）②数据摄入稳定性隐患：API分页变化可能导致重复抓取，增长数字需独立监控（@AdConsistent6866）③Atlas地图、Today、On Air三模块的具体交互体验和艺人关系图谱玩法（@PickleFlex）
展开评论
- @PickleFlex (1): https://i.redd.it/i62zziqtwrvh1.gif Heres a gif since reddit wouldn’t let me put them in the post. **today**: every week it picks artists from all over tidal and builds a little magazine cover around them, with their videos and who they’re connected to. invites you to explore **…
- @4OHI6 (1): https://wantmymtv.org
- @AdConsistent6866 (0): The part that will break this quietly is ingestion, not the player. A source API's pagination or sort order can change so your next crawl keeps re-fetching the same head of the list forever, and "207k and growing" silently becomes "207k plus 2k duplicates per week". Nothing erro…
- @QuanTradin (0): stumbling from artist to artist is how I found most of my music in the MTV years too. tidal-only is going to shrink who can try it a lot though, so the second service matters more than the next 50 channels.
Contrack 2.0 是隐私优先的自托管多租户联系人管理工具，集成本地 embedding 向量搜索和 Gmail/IMAP 邮件连接器
Over the past several months I've rebuilt **Contrack** to be multi-tenant and iterated over the project to be more useful! **Major V2 Improvements:** * Immich-style admin and member accounts * Local…
受众观点：①@adorablehoover 担忧 People Enrichment 功能是否必须把朋友隐私数据发给外部 AI 服务商 ②@Dull-Fan6704 反映 Docker 构建失败（parse5 依赖缺失），说明 vibe-coding 项目安装体验是第一道门槛 ③@arvarik4 建议通过 LinkedIn/Facebook 的 People Enrichment 发现和重新联系已疏远的联系人
展开评论
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @adorablehoover (1): So I need an API key for an AI Service to give the AI company access to personal data my friends trusted me with? What is the AI used for? I really like the look of it but I'd rather not connect it to an AI.
- @LoganJFisher (0): Very neat. It makes me wish I knew more people to justify using this.
- @arvarik4 (0): If you use LinkedIn/Facebook, I recommend trying out the people enrichment! Definitely helped me know more about some distant connections, and the new info provided a way to reconnect
- @Dull-Fan6704 (0): You know, I have nothing against vibecoding or using machine learning models to code, but I can't even install it. [+] Building 1.5s (28/29) => [internal] load local bake definitions 0.0s => => reading from stdin 518B 0.0s => [internal] load build definition from Doc…
CS学生用Rust构建深度学习框架DenseCore，可逐位精确复现PyTorch训练nanoGPT的完整50步结果
hey, CS student here. for the past few days I've been building DenseCore, a small deep learning framework in rust with a pytorch-like python API. the thing I'm kind of proud of: if you point \`import…
受众观点：①@csmajor_throw 质疑DenseCore和PyTorch的实际差异是什么，光说"结果相同"没有说清楚价值主张 ②@iamquah 追问作者大量依赖Claude Code和OpenAI Codex，如果不用AI工具能独立重写并解释多少 ③@Mental-Feature-2377 （作者本人）回应承认用了AI，但有KAUST AI项目背景和ICLR在投论文，并非纯靠AI蒙出来的
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- @csmajor_throw (2): Seems like a cool learning project. But you haven't really explained why/how this is different than pytorch.
- @iamquah (1): > Is it just a cool learning project? Could be if you're diving deep into it, making mistakes, and learning from it. > Built by Almoayyad Abuljdail with heavy use of AI coding tools (OpenAI Codex and Anthropic Claude Code). Ahh ... Okay. Well, what % of this could you rewr…
- @Mental-Feature-2377 (1): fair question yeah I used AI, I'm an undergrad and wanted to build something cool to put it in my portfolio, and solo this would've taken me a year+, I'm not coming at it blind though, I did KAUST's AI program and I contributed to a paper that's submitted to ICLR
SaaS销售漏斗波动诊断框架，五维度分析ICP到需求引擎，评论区指出响应时间延迟才是被最多人误判为定位问题的真实元凶
One month: 50 leads. 10 demos. 3 customers. Next month: 15 leads. 3 demos. 0 customers. So, the team responds: “Let's increase ad spend.” “Let's do more outbound.” “Let's hire another SDR.” But befor…
受众观点：①@HuckleberryNo1307 指出月度线索暴跌通常藏在lead-to-demo响应时效差异里，而非定位或ICP变化 ②@sonusuman 建议在调整定位或增加预算之前先审计线索到演示的转化率、响应速度和跟进次数 ③@Israelite_Lostboy 总结"response time问题和定位问题看起来一模一样"引发读者共鸣
展开评论
- @HuckleberryNo1307 (2): solid list, but a swing from 50 leads/3 customers to 15 leads/0 usually isn't hiding in these five, it's in the gap between lead and demo. month one's leads got answered in an hour, month two's sat for two days. before more ad spend, check response time and follow-up attempts pe…
- @sonusuman (1): Exactly. Before changing positioning or increasing spend, audit the lead-to-demo conversion rate, speed to lead, and follow-up consistency by month. A two-day response delay can kill intent that was already there. Diagnose the handoff before assuming the acquisition channel is b…
- @HuckleberryNo1307 (1): exactly - the handoff is where the story hides. pull three timestamps per lead, per month: created, first touch, demo booked. the pattern usually names itself
- @Israelite_Lostboy (1): yeah the response time thing is so underrated, it mimics a positioning problem perfectly
macOS 原生屏幕活动追踪工具 Screencap 2.0 用 Swift 全量重写，整合本地 OCR、ZDR System-One 决策模型和 MCP 接口，让 AI agent 可以读取用户历史屏幕活动
A few months ago I shared [Screencap](https://www.reddit.com/r/opensource/comments/1q9dru0/) here, and now I'm super happy to announce that version 2.0 is a full rewrite in Swift:) It runs in the bac…
受众观点：①@QuanTradin 指出 MCP 赋予 AI agent 读取屏幕历史能力后，2FA 码和银行标签页的安全风险是核心顾虑 ②@samewakefulinsomnia 介绍了已有的安全措施（掩码 API key/密码/无痕窗口），以及未来全本地化运行的方向 ③@QuanTradin 进一步建议按域名设置黑名单排除高风险网站（银行、医疗），这是最有可能让用户放心的功能路径
展开评论
- @QuanTradin (2): on-device OCR is what gets me to try it. the MCP side I'd keep on a short leash though, an agent that can read my screen history can also read every 2FA code and bank tab I ever had open.
- @samewakefulinsomnia (2): thanks! good points about bank tabs, but there is a bunch of safety protocols injected already, like we do mask api keys/tokens/passwords/incognito windows comprehensively, though there is still no option to exclude a particular URL from being captured I think the general direct…
- @QuanTradin (1): masking keys and incognito already puts you ahead of most of these. a per-domain exclude list would cover the rest, banking and health sites are the ones I'd want off by default.
机器学习审稿人分享将自己完成的审稿意见上传给AI做二次逻辑质检的新工作流实践
The way I review a paper has stayed substantially the same, except for an added step. Trying to get a sense of how common it is here. Nowadays I do the review, and I upload my review to an AI to ask…
受众观点：①@Spacekat405 指出上传论文在多数审稿指南里明确禁止，但仅上传review因缺乏论文上下文AI的反馈价值也相当有限 ②@StingMeleoron 分享自己用Claude检查review一致性的亲身经历，确实被AI指出了逻辑问题并因此重读论文修改了review ③@pastor_pilao 认为AI会使review变得冗长且聚焦在细枝末节，Area Chair更希望看到审稿人对论文核心贡献的真实判断
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- @Spacekat405 (11): Uploading the paper is forbidden by most of the reviewer guidelines I’ve seen, so never that. I don’t upload my review either, since without the paper whatever the AI model says will be missing all the context
- @StingMeleoron (10): Just stumbled upon this post here which made me ask this: https://www.reddit.com/r/MachineLearning/s/ajDV3JC0QC I usually review a paper from the standpoint of "how can I make the authors make it better, and is it good enough to be accepted or should they first revise it?" - but…
- @pastor_pilao (8): Sincerely, no one cares about the typos Ina review. AI makes everything more verbose, and if you do use it not only to improve grammar but also to check the paper, it will overly focus on small irrelevant details instead of evaluating the actual contribution of the paper, which…
数据科学家在jupyter notebook里建模很强，但看到生产代码repo就蒙圈，在求学习资源和方向
I am a data scientist with a very strong background in Stats and ML algos. I am struggling with the production ready code. Though I can build models which are awesome and tuned to perfection and addr…
受众观点：①@Eresbonitaguey 认为现在有了LLM，工程师已经很少从头手写生产框架，而是用AI工具从notebook直接生成结构化代码，作者需要做的可能只是学会验证输出 ②@Entire-Tomato-3192 观察到团队大量使用Copilot，代码产出速度快到"不像人写的"，印证LLM已深度渗透生产化环节
展开评论
- @Eresbonitaguey (4): If they regularly bring your notebooks into production then they probably have a set style for what it should look like. Honestly most of the devs I know wouldn’t write that from scratch anymore. If you have a template and an input then it’s a very easy job to get an LLM to do.…
- @Entire-Tomato-3192 (2): Ya even i thought so...seems that they are using copilot heavily for this.....looking at the code no human could write it so fast
TwelveLabs 正式发布 Jockey，一款能理解整个媒体库的 AI 视频理解产品，已支持通过 MCP 与 Claude 和 ChatGPT 集成实现自然语言视频查询。
TwelveLabs
受众观点：①Jockey 优先支持 ChatGPT MCP 集成，让开发者查询视频库的操作更顺滑（@TwelveLabs）②TwelveLabs 视频理解能力已被 Tellers.AI 用于复杂视频编辑的深度分析（@Tellers）③Jockey 作为 Marengo（检索）和 Pegasus（描述）之上的应用层，三层技术栈协作逻辑（@fmerian）
展开评论
- @Overview (0): * [Launches8](/products/twelvelabs/launches) * [Reviews1](/products/twelvelabs/reviews) * [Alternatives](/products/twelvelabs/alternatives) * [Customers](/products/twelvelabs/customers) * [Built with](/products/twelvelabs/built-with) * [Forum](/p/twelvelabs) * More This is the 8…
- @Tellers (0): •[7 reviews](/@akai%5Fbj/reviews) Twelve labs video understanding is seamlessly powering all the deep video analysis for complex editing on Tellers.AI, their focus on video understanding as a company is really making a difference. Helpful (8) Share Report 400 views1yr ago What d…
- @TwelveLabs (0): Maker 📌 We're launching the general availability of Jockey today, and it's shaped by what we learned during the research preview. We heard three things loud and clear: 1. People needed the connectors to work better. The strongest reactions came through Claude and ChatGPT. So we…
- @fmerian (0): [Kilo Code](/products/kilocode) Hunter S/O for this new launch! keep up the great work, and keep launching Upvote (1) Report Share 22h ago [](/@fmerian)
- @fmerian (0): [Kilo Code](/products/kilocode) Hunter > "Marengo finds it, Pegasus describes it, and Jockey turns raw footage into something you can query." This new launch by [@TwelveLabs](https://www.producthunt.com/products/twelvelabs) connects the dots. Marengo (3.0) launched [10 months ag…
Harness 是 Autonomous 团队开源的多 AI 编程 agent 统一管理平台，让 Claude Code、Codex 等多个 agent 在同一命令中心并行运行、各自独占独立分支，关闭应用后仍持续工作。
Harness by Autonomous
受众观点：① 同时使用多个 AI 编程 agent 的开发者，希望减少切窗口、等待确认的时间损耗 ② 关心 agent 后台持续运行能力的用户，不想因为关窗口就中断任务 ③ 想对比 Claude Code 与 Codex 执行同一任务结果的技术用户，用并排分支做横评
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- @Overview (0): * [Reviews](/products/harness-by-autonomous/reviews) * [Alternatives](/products/harness-by-autonomous/alternatives) * [Built with](/products/harness-by-autonomous/built-with) * [Team](/products/harness-by-autonomous/makers) * [Awards](/products/harness-by-autonomous/awards) * Mo…
- @Terminals (0): [Google Antigravity](/products/google-antigravity?ref=product%5Fsidebar) Run and monitor several coding agents at once in an IDE [4.7(23 reviews)](/products/google-antigravity/reviews) [AI Coding Agents](/categories/ai-coding-agents)[AI Code Editors](/categories/ai-code-editors)…
- @Autonomous (0): Maker 📌 Hey Product Hunters! 🖐️ I'm Dee, Head of AI & Robotics at Autonomous. We're excited to launch Harness on Product Hunt today and show you what we built. We run a lot of coding agents. Claude Code at work, Codex at home, Hermes in the cloud. One thing bothered us: every ag…
- @Autonomous (0): Maker
- @Autonomous (0): Maker [@kinjal\_goswami1](https://www.producthunt.com/@kinjal%5Fgoswami1) Thanks Kinjal! That's exactly who we built it for. Harness is free and open source, so it fits a student budget. Each agent gets its own pane and its own branch, so you can even give the same task to two a…
SignWith 是一款按文档付费的电子签名工具，每月免费签 3 份，超出后按次购买积分包（$9/$19/$29），同时提供 $199 终身授权，彻底告别月度订阅模式。
SignWith
受众观点：① 偶尔需要电子签名但不想为此交月费的独立开发者和自由职业者 ② 对 pay-per-use 替代订阅制感兴趣的 SaaS 创业者，关注该模型的可持续性 ③ 正在寻找 DocuSign 低成本替代品的小团队，关注功能完整性与价格对比
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- @Overview (0): * [Reviews](/products/signwith/reviews) * [Alternatives](/products/signwith/alternatives) * [Built with](/products/signwith/built-with) * [Team](/products/signwith/makers) * [Awards](/products/signwith/awards) * More Free Launch tags:[Productivity](/topics/productivity)•[SaaS](/…
- @Tibo (0): [SuperX](/products/superx) Hunter 📌 👋 Hey Product Hunters, thanks for checking this launch ❤️ This is the first time I'm hunting a product for someone else, in fact someone from my team. Today I'm hunting SignWith, built by Ayush (he's the head of growth at TMAKER). When he show…
- @SuperX (0): Maker
- @SuperX (0): Maker [@aditi\_chaturvedi](https://www.producthunt.com/@aditi%5Fchaturvedi) thank you so much Aditi 🙏 Upvote Report Share 10h ago [](/@neelptl2602) [Neel Patel 🦕](/@neelptl2602)
- @SyncSignature (0): Loved the business model - fits the need of many who would have to subscribe to tools just for one off signing tasks. [@ayushgarg01](https://www.producthunt.com/@ayushgarg01) [@thibaultll](https://www.producthunt.com/@thibaultll) Upvote (2) Report Share 13h ago [](/@ayushgarg01)…
Pomerado 是一个为 AI agent 按需生成网站专属工具的平台，解决 agent 面对订餐、预约、legacy 系统等非 agent-friendly 网站时无法完成任务的核心痛点，支持 MCP 接入。
Pomerado
受众观点：① 正在构建 AI agent 但频繁遇到网站兼容性问题的开发者，关注如何处理非标准交互（@Pomerado 描述的核心痛点） ② 担心第三方网站改版导致工具失效的工程师，关注集成维护成本和可靠性（@SonOf 提出的监控需求） ③ 想让 agent 处理需要验证码等复杂交互任务的开发者，关注鲁棒性边界（@PicWish 问 captcha 场景）
展开评论
- @Overview (0): * [Reviews](/products/pomerado/reviews) * [Alternatives](/products/pomerado/alternatives) * [Team](/products/pomerado/makers) * [Awards](/products/pomerado/awards) * More Free Launch tags:[API](/topics/api-1)•[Developer Tools](/topics/developer-tools)•[Artificial Intelligence](/…
- @Pomerado (0): Maker 📌 👋 Hi Product Hunt, I’m Alan, co-founder of Pomerado We built Pomerado because most useful sites aren’t set up for agents. Whether it’s making a reservation, online shopping, or using legacy portals, agents still struggle to complete simple tasks, even with advancements i…
- @PicWish (0): [@alanmrsa](https://www.producthunt.com/@alanmrsa) 2FA handling is really neat. what happens if a site like airbnb throws a hard captcha midsearch? Upvote (2) Report Share 10h ago [](/@alanmrsa) [Alan Ma](/@alanmrsa)
- @Pomerado (0): Maker
- @SonOf (0): The testing and maintenance of each generated integration is the bit that caught my eye. I'd want to know when a site change breaks a tool before an agent relies on it for a real booking. Upvote Report Share 12h ago [](/@alanmrsa) [Alan Ma](/@alanmrsa)