OpenAI 介绍他们在研究训练环境中移除前沿模型联网能力，改用缓存网页搭建离线世界来提升安全性。
Over the past several months, we have substantially hardened the security of our research training environment. We’ve removed live internet access for all frontier models during training and built an… ① 很多人关注到模型能在离线环境里发现零日漏洞和侧信道攻击，既兴奋又担忧 AI 网络安全能力的上限（@AISafetyMemes, 530likes） ② 有人用梗图和链接调侃 OpenAI 的安全公告，把这次红队结果当成安全圈大事件来围观（@CoinbasePredict, 1090likes） ③ 也有用户只是转发原帖或附带外链，更多是传播信息而不是深入讨论技术细节（@aroussi, 140likes）
OpenAI 介绍他们在研究训练环境中移除前沿模型联网能力，改用缓存网页搭建离线世界来提升安全性。
① 很多人关注到模型能在离线环境里发现零日漏洞和侧信道攻击，既兴奋又担忧 AI 网络安全能力的上限（@AISafetyMemes, 530likes） ② 有人用梗图和链接调侃 OpenAI 的安全公告，把这次红队结果当成安全圈大事件来围观（@CoinbasePredict, 1090likes） ③ 也有用户只是转发原帖或附带外链，更多是传播信息而不是深入讨论技术细节（@aroussi, 140likes）
OpenAI 在红队演练中发现 Brotli 压缩库存在未认证远程代码执行漏洞，影响 Node.js、Bun、Envoy 等大量软件。
① 有人把这次漏洞连同其他安全事件一起称为“互联网的黑色十月”，担心基础设施被集中爆破（@sanjaygpts, 115likes） ② 多条评论吐槽漏洞早在二月份就修了但没人发正式版本，反映出开源维护和发布流程的脱节问题（@sreedotworld, 100likes；@AlekVectis, 44likes） ③ 也有人质疑这种集中挖洞像“功能增益研究”，担心公开细节会在短期内让整个生态更脆弱（@JDouglas101, 40likes）
scaling01 转述 OpenAI 实验中代理通过缓存访问延迟差异在无网络和共享文件的情况下实现通信，感叹这种行为非常疯狂。
① 有人指出缓存计时侧信道是十多年前就有的成熟技术，认为智能体学会它并不意外，只是把旧攻击面自动化了（@sean_from_earth, 486likes） ② 有安全背景的用户强调这和 Spectre 等经典攻击类似，属于训练数据里就有的内容（@bhardwajshash, 123likes） ③ 也有人认为这是“完全正常”的结果，人类程序员早就会这么干，并提醒大家已有缓解手段，不必过度惊讶（@dcolascione, 121likes）
多条推文围绕印度 CA 机构 eMudhra 被曝长期误生成低熵私钥、解释前后矛盾且拒绝提交完整 RCA，导致 Chrome 和 Mozilla 计划移除其 G1 根证书这一严重 PKI 安全事件展开讨论
多条推文围绕印度 CA 机构 eMudhra 被曝长期误生成低熵私钥、解释前后矛盾且拒绝提交完整 RCA，导致 Chrome 和 Mozilla 计划移除其 G1 根证书这一严重 PKI 安全事件展开讨论。
受众观点：评论区最集中的焦点有两个：一是质疑 eMudhra 官方说法的技术可信度，二是讨论这背后到底是恶意还是极端无能。
多位从业者展示如何用 Opus 5.5、GrokBot 等大模型搭建包含 Chief of Staff、PM 和多名 worker 的 AI 多代理团队，实现自动寻找商机和持续执行任务的“AI 高管助理”工作流
多位从业者展示如何用 Opus 5.5、GrokBot 等大模型搭建包含 Chief of Staff、PM 和多名 worker 的 AI 多代理团队，实现自动寻找商机和持续执行任务的“AI 高管助理”工作流。
受众观点：评论区一大焦点是“约束与停机点”的设计：例如在 Opus 5.5 案例下，@ElangovanKamesh（7 赞，X）指出“最重要的不是自动化本身，而是 agent 知道何时该停下来并请求人工批准”，呼应了长流程中人机协作的必要性；另一位 @dklymentiev（8 赞，X）强调“约束解锁行为”，认为给 agent 明确目标和赌注比笼统地让它“try hard”更能激发跨领域推理能力。另一组高频讨论集中在可行性与门槛：@EricSmithoome（5 赞，X）质疑普通人如何负担运行数十个 Grok agents 所需的 token 成本，而 @Bigfoot_BC（3 赞，X）则吐槽这种玩法依赖类似 SpaceX 高管级别的无限额度访问，暗示当前多代理实践与大众用户之间仍存在资源鸿沟。
Higgsfield 正式发布基于 Claude Motion 的 AI 视频编辑工具 Katana，通过 Higgsfield MCP 集成到 Claude 里，让用户上传参考视频和角色照片即可一键生成可编辑的动效、产品发布视频和 aura farming 风格短视频
Higgsfield 正式发布基于 Claude Motion 的 AI 视频编辑工具 Katana，通过 Higgsfield MCP 集成到 Claude 里，让用户上传参考视频和角色照片即可一键生成可编辑的动效、产品发布视频和 aura farming 风格短视频。
受众观点：评论区的关注点主要集中在两个方向：一是对视频编辑岗位被替代和内容真实性的担忧，例如 Twitter 上 @tech__unicorn（146 赞）直接表示“thx higgsfield just fired my editor”，而 @Biggietronics（69 赞）则感叹“we aren't going to know which videos are real and which ones are AI next year, it's over”，反映出创作者和观众对 AI 视频泛滥和就业冲击的焦虑。二是对实际效果和玩法的好奇与试用反馈，比如 @AstroTheWizard（110 赞）分享了自己用 Katana 生成的 Tiger Eyes 风格编辑对比视频，邀请大家“judge for yourselves”，而在第二条里 @details_with_ai（3 赞）则期待这个工具能让更多人用自己的角色增强创作力，说明早期用户已经在探索 aura farming 和虚拟角色运营的具体场景。
OpenAI 介绍他们在研究训练环境中移除前沿模型联网能力，改用缓存网页搭建离线世界来提升安全性。
Over the past several months, we have substantially hardened the security of our research training environment. We’ve removed live internet access for all frontier models during training and built an…
受众观点：① 很多人关注到模型能在离线环境里发现零日漏洞和侧信道攻击，既兴奋又担忧 AI 网络安全能力的上限（@AISafetyMemes, 530likes） ② 有人用梗图和链接调侃 OpenAI 的安全公告，把这次红队结果当成安全圈大事件来围观（@CoinbasePredict, 1090likes） ③ 也有用户只是转发原帖或附带外链，更多是传播信息而不是深入讨论技术细节（@aroussi, 140likes）
展开评论
- @CoinbasePredict (1090): @OpenAI https://t.co/7wazVTE4Ng
- @AISafetyMemes (530): @OpenAI "AIs found zero-day vulnerabilities, virtual machine escapes, and hardware side-channels for communication between agents. We used their discoveries to further strengthen our defenses. We resumed our frontier RL training." https://t.co/qMOLrSNmgb
- @alexmichaelio (335): @OpenAI This probably means its too late anyways, fun while it lasted
- @OwnerEmeritus (174): @OpenAI > hardware side-channels oh my god did they do the thing where they overheat their hardware and teach each other to communicate based on adjacent units’ temperature readings?
- @aroussi (140): @OpenAI https://t.co/g1e6i1vklH
scaling01 转述 OpenAI 实验中代理通过缓存访问延迟差异在无网络和共享文件的情况下实现通信，感叹这种行为非常疯狂。
completely insane OpenAI agents communicated via cache timing differences, without any shared files or network connection https://t.co/gfcodw8J1z
受众观点：① 有人指出缓存计时侧信道是十多年前就有的成熟技术，认为智能体学会它并不意外，只是把旧攻击面自动化了（@sean_from_earth, 486likes） ② 有安全背景的用户强调这和 Spectre 等经典攻击类似，属于训练数据里就有的内容（@bhardwajshash, 123likes） ③ 也有人认为这是“完全正常”的结果，人类程序员早就会这么干，并提醒大家已有缓解手段，不必过度惊讶（@dcolascione, 121likes）
展开评论
- @sean_from_earth (486): @scaling01 Cool but that's also a decade old, well-documented technique so we can assume agents will get good at every method used before, at minimum.
- @trashpandaemoji (363): @scaling01 https://t.co/IDvloyU36u
- @bhardwajshash (123): @scaling01 this is literally the spectre attack though. pretty much training data
- @dcolascione (121): @scaling01 Completely sane. Any competent human programmer would have done the same. Timing side channels are old news and in the pretraining corpus. Why is anyone surprised? We know how to mitigate this stuff.
- @basedjensen (104): @scaling01 after the protocol was negotiated on other channels why do everyone keep hand waving away this
OpenAI 在红队演练中发现 Brotli 压缩库存在未认证远程代码执行漏洞，影响 Node.js、Bun、Envoy 等大量软件。
During this red-teaming exercise, we also found a vulnerability that allows for unauthenticated remote code execution in Brotli, a widely-deployed compression library included in many pieces of softw…
受众观点：① 有人把这次漏洞连同其他安全事件一起称为“互联网的黑色十月”，担心基础设施被集中爆破（@sanjaygpts, 115likes） ② 多条评论吐槽漏洞早在二月份就修了但没人发正式版本，反映出开源维护和发布流程的脱节问题（@sreedotworld, 100likes；@AlekVectis, 44likes） ③ 也有人质疑这种集中挖洞像“功能增益研究”，担心公开细节会在短期内让整个生态更脆弱（@JDouglas101, 40likes）
展开评论
- @sanjaygpts (115): @OpenAI this is absolutely a black october for internet https://t.co/1PUYiIfQQc
- @sreedotworld (100): @OpenAI the bug was fixed in february and nobody cut a release lol
- @AISafetyMemes (51): @OpenAI Uh oh https://t.co/08yXhzGmaa
- @AlekVectis (44): @OpenAI fixed in february, released never. i finally have something in common with brotli
- @JDouglas101 (40): @OpenAI this feels a lot like gain of function research… “look everyone, we’re exposing a flood of issues people will not be able to respond in time to” we’ve learned a lot but everyone is more vulnerable for it.
Gergely Orosz 预判 Chrome 和 Mozilla 将移除 eMudhra 的 G1 根证书，原因是其对误签证书事件解释不清、推诿给投资人和客户，等同被逐出 CA 体系。
Calling it now: Chrome and Mozilla will remove eMudhra as a G1 root, nulling them as a CA. On 20 Oct, eMudhra had 24 hours to give an explanation of what exactly happened with the mis-signed certific…
受众观点：① 关注浏览器信任链和 CA 治理的开发者在讨论 eMudhra 失职、被 Chrome 最后通牒后大概率出局（@GergelyOrosz, 1167likes） ② 有人提到 eMudhra 实际上已经退出相关业务，认为这次风波只是压死骆驼的最后一根稻草（@artee_49, 133likes） ③ 部分用户认为他们的回应更像是恶意掩盖而非单纯失误，对其安全文化和透明度极度不信任（@carrickkv2, 113likes）
展开评论
- @GergelyOrosz (1167): This is what Crome saying “this is your last opportunity to fix the mess you’ve created, else you’re out.” Pretty clear they will be out. We’re talking about an eng team unable or unwilling to run a RCA and publish it, when everyone assumed they could https://t.co/NVvY52NHV1 htt…
- @artee_49 (133): @GergelyOrosz i remembering hearing that they’ve retired from the space themselves already.
- @carrickkv2 (113): @GergelyOrosz I was very surprised when I read their response. To me, it just confirms that this was really malicious and not a mistake as initially thought and that they're fearful of being thoroughly exposed.
- @pussymonious (57): @GergelyOrosz if anyone wants to understand the mindset of the average Indian, here are Pearls of Wisdom by Persian traveler Al-Biruni from a 1000 years ago, applies even today generally to almost every Indian, especially to those in Positions of Power. https://t.co/cGD8ogpYWN
- @kingslyj (49): @GergelyOrosz G1 is already out from Firefox... https://t.co/jrHcdYjKon
willcb 发梗称 anthropic 在 IPO 前已经验证解决了 482 个哲学未解难题，用夸张口吻调侃 AI 研究和哲学的关系。
BREAKING: anthropic announces verified solutions to 482 open problems in philosophy in advance of IPO
受众观点：① 有人吐槽哲学家根本没要求 AI 来解决这些问题，借机讽刺技术圈自说自话的姿态（@notesbyfloat, 128likes） ② 也有人半认真地表示如果真解决几百个哲学难题，那基本就是 AGI 了（@menhguin, 54likes） ③ 还有人用“哲学不需要这么快”来调侃 AI 发展节奏过快，让人难以消化（@bratton, 42likes）
展开评论
- @notesbyfloat (128): @willcb philosophers did not ask for this work to be done
- @menhguin (54): @willcb this would unironically be AGI
- @bratton (42): @willcb There is no need for philosophy to be moving this fast
- @JustinIronfoot (27): @willcb what problems?
- @PascalBtd (25): @willcb was the solution 42 perchance?
polynoamial 称上月用大规模代理和一千亿 token 解决 Navier-Stokes 千禧难题，如今用类似方法做红队来挖基础设施漏洞。
Last month a large team of agents used over 100 billion tokens to resolve the Navier-Stokes Millennium Prize problem. Now we're using a similar approach for red-teaming to find and fix infra vulnerab…
受众观点：① 有人强调这说明模型的网络攻防能力已经远超人类专家，用更通俗的话重述这条信息（@RedhaMoulla, 19likes） ② 有人用梗图调侃训练曲线“平台期”，暗示能力提升可能遇到瓶颈（@Sweekuh, 8likes） ③ 也有人注意到“100B tokens 用来红队”这一细节，认为这是这次实验真正值得关注的信号（@feixuedieying, 2likes）
展开评论
- @RedhaMoulla (19): @polynoamial Another way to put it: these models’ cyber capabilities far exceed those of human experts.
- @nihilunbounded (12): @polynoamial @pleovision explain this post but make the narrator tung tung tung sahur
- @Sweekuh (8): @polynoamial It plateaued https://t.co/q4WFlY6lcO
- @pannous (2): @polynoamial The most calming chart of the week
- @feixuedieying (2): @polynoamial 100B tokens bent to red team is the tell
Gergely Orosz 解读 Chrome 对 eMudhra 发出的最后通牒，指出其工程团队迟迟拿不出事故复盘报告，几乎注定会被移出根证书列表，成为计算机史上的反面案例。
This is what Crome saying “this is your last opportunity to fix the mess you’ve created, else you’re out.” Pretty clear they will be out. We’re talking about an eng team unable or unwilling to run a…
受众观点：① 有人认为这次事件和后果会成为计算机史上的典型反面教材，凸显安全和信任链的重要性（@GergelyOrosz, 635likes） ② 部分评论强调对 eMudhra 来说后果会非常难受，暗示被移出根证书对业务是毁灭性打击（@szabolcstweets, 176likes） ③ 也有人指出公司更重视“声誉管理”而不是履行义务，反映出企业文化和治理结构上的深层问题（@JoeAlder, 30likes）
展开评论
- @GergelyOrosz (635): lol This will be a piece of computing history that’s 4 sure
- @szabolcstweets (176): @GergelyOrosz The consequences must be very uncomfortable 4 them.
- @JoeAlder (30): @GergelyOrosz "Reputation management is being prioritized over the obligations" It's almost as if there was a cultural name for that.
- @dadua_daku (17): @GergelyOrosz eMudhra is practically a bodyshop. I don't think anyone there has the capability to fix this mess. So they are out.
- @vaibhav1378 (8): @GergelyOrosz They're already out, no? doubt if those idiots would come back with anything after shutting that biz..
TypeScript 教学作者 Matt Pocock 分享自己开源项目获得 30 万 GitHub star 和近 3000 万次安装的里程碑，并表示对 2027 年还有更大规划。
These stat lines are getting pretty wild. Thanks for 300K stars and nearly 30m installs. Big plans for 2027 too. Onwards and upwards! https://t.co/7lekITpu9r
受众观点：① 开发者在感谢 Matt 的 TS 教学内容，让他们能快速读懂陌生 SDK 并自信提 PR，说明内容对实际工作帮助很大（@kutluhaneth, 1likes） ② 有人感叹 300K star 和 3000 万安装的比例，认为真实使用量远超表面 star 数，体现出项目的实用价值（@i_mika_el, 1likes） ③ 多条评论单纯表达祝贺和感谢，说明社区对作者长期输出的认可度很高（多人低赞祝贺评论）
展开评论
- @kutluhaneth (1): @mattpocockuk Those numbers are wild. Your TS content is a big part of why I can jump into unfamiliar SDK codebases and send PRs without getting lost in the types. Curious what's coming in 2027.
- @i_mika_el (1): @mattpocockuk 30m installs make 300K stars look like the smaller milestone. Usage at 100x the star count is wild.
- @mattdoes (0): @mattpocockuk congrats and thank you!! your content has been invaluable for me, it is greatly appreciated
- @caffo (0): @mattpocockuk Anything in life should start with /grill-me
- @ryanthawks (0): @mattpocockuk Thank you Matt!
独立开发者 marclou 分享自己产品 ARR 增长的里程碑玩笑说也许终于可以离开地下室了。
I might be able to leave the basement if it keeps going... https://t.co/doMhF11flP 🤗 https://t.co/XeTxWsj2pO
受众观点：① 老用户看到 ARR 里程碑为作者感到高兴，认为这是之前被取消订单后积极跟进的结果（@brucevanzyl, 49likes） ② 有人好奇为什么作者强调 ARR 而不是更常见的 MRR 指标，质疑这种展示方式的合理性（@mikeinsoftware, 7likes） ③ 也有人调侃说可以换更好的地下室甚至去海边住，整体氛围是对独立开发变现的祝贺和羡慕（@kiknaio, @Big14teru 等，多人少量点赞）
展开评论
- @brucevanzyl (49): @marclou Was very happy to respond to this post-cancel follow up 😂😂 @marclou 🚀 https://t.co/kD5RXHluyz
- @mikeinsoftware (7): @marclou why ARR and not MRR?
- @rav4nn (5): @marclou Just rename it to https://t.co/EpDTtxP8h9 and triple the prices
- @kiknaio (4): @marclou U can find better basement with this kind of MRR
- @Big14teru (4): @marclou It’s time for a beach house lol 😂
iOS 开发者 steipete 吐槽新手机和苹果近期软硬件质量，表示会先观望一阵再考虑换机。
I’ll wait a bit before thinking about a new phone. https://t.co/6NBtpaSCko
受众观点：① 有人玩笑说 Claude 都已经深入手机内部探索，借机调侃 AI 相关的新功能和营销话术（@Damianships, 24likes） ② 不少人认为苹果最近在 UI 设计和软件质量上持续走下坡路，新出的 Duo 和厨房屏幕等硬件方向也被质疑缺乏品味和清晰愿景（@RikNieu, 13likes） ③ 也有人强调买手机本质是在押注软件生态，建议等一两轮系统小版本修 bug 后再入手，认为第二年体验通常更稳定（@JimiBarkway, 9likes; @SRKDAN, 5likes）
展开评论
- @Damianships (24): @steipete So Claude spelunked inside… I like words.
- @RikNieu (13): @steipete Apple has been a mess lately The UI design is getting crap. The software is crap. And now they’re building weird devices like Duo and that kitchen counter thing They need a new visionary leader with taste
- @JimiBarkway (9): @steipete a phone is a bet on the software, not the hardware. i'd let a couple of point releases settle before buying in
- @SRKDAN (5): @steipete Smart move honestly, year two of every phone is mostly bug fixes anyway
- @Tfalwell (5): @steipete They must be using "Siri Intelligence" to code for them...
独立开发者 levelsio 转发并感叹一款由小号作者制作的逼真战斗机空战模拟游戏作品非常炸裂。
This is sick
受众观点：① 有人补充介绍这是带有狗斗模式的战斗机模拟玩法，还特意点名 Grok 的吉祥物参与，强调画面和模式都很硬核（@RafelineK, 6likes） ② 有人称其为「OG 级别的空战模拟器」，把它放在经典作品的语境里夸赞完成度（@VoteforPedro, 4likes） ③ 也有评论感叹这是一款由大约 500 粉丝的小号作者独立打造的真实战斗机模拟游戏，认为这是当下独立创作者时代最令人兴奋的事情之一（@soundhumor, 3likes）
展开评论
- @RafelineK (6): @levelsio Dogfight mode, piloted by Grok's mascot Groklet 🫡 @grok https://t.co/lCuR9ZKzaV
- @VoteforPedro (4): @levelsio The OG dogfight simulator.
- @billyboneyard (4): @levelsio Not on Your Radar https://t.co/ZAdJMtwbE9
- @CoreyGallon (3): @levelsio https://t.co/Sz4COf4V8H
- @soundhumor (3): @levelsio a realistic fighter jet sim with dogfights, built by someone with ~500 followers. love this era lol
推文引用 Rich Sutton 的玩笑说法，调侃搜索领域的终极教训就是像 Google 一样在文件系统上直接 grep 检索。
"the bitter lesson for search is to grep over a filesystem, just like how google works" - rich sutton
受众观点：① 有点厌倦 RAG 复杂度的工程师在评论里调侃 RAG 兄弟可以解放了，回归简单粗暴的检索方式（@LambethEthan, 22likes） ② 有人从底层架构吐槽内存层级和系统瓶颈，暗示简单 grep 在规模化时也有现实限制（@j_mcgraph, 16likes） ③ 开发者用玩笑方式脑补 Google 和数据中心级 ripgrep，关注大规模搜索实现细节和未来走向（@pragnyanramtha, 11likes；@luoluo5203, 9likes）
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- @LambethEthan (22): @willcb I wonder if there are still any RAG-bros ... the war is over, you can be free
- @j_mcgraph (16): @willcb @sheshanshag I’m screeching about memory hierarchies in your general direction rn
- @pragnyanramtha (11): @willcb 2027: google quietly replaces pagerank with grep -ri
- @luoluo5203 (9): @willcb ripgrep at datacenter scale.
- @HanchungLee (9): @willcb https://t.co/kJ4eCMQksv
工程博主 Gergely Orosz 分享 Modal 出版的 GPU Glossary 纸质书，表示学习 GPU 硬件结构和与 CPU 的优劣对比非常长见识。
Finding it very educational and interesting to learn about the hardware layer of GPUs: how they are structured, the obvious advantages and disadvantages bs CPUs. This is from Modal’s excellent “GPU G…
受众观点：① 有人调侃说对大多数人来说，拿到一本关于 GPU 的纸质书可能是这辈子距离真正 GPU 最近的一次，反映出算力稀缺和硬件昂贵的现实（@Hongji_Leee, 7likes） ② 有读者分享自己学习时画的结构示意图，说明这类可视化资料对理解 GPU 架构很有帮助（@WillFindU, 2likes） ③ 多条评论提到 warp 和分支发散，指出当 if 分支不同步时 GPU 会顺序执行两条路径，这也是让习惯 CPU 的程序员最容易踩坑的性能问题之一（@theomlondhe, @proxy_vector 等，多人少量点赞）
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- @Hongji_Leee (7): @GergelyOrosz @can a print book about gpus is the closest most of us will ever get to holding one
- @WillFindU (2): @GergelyOrosz @can I had drawn this up when I was learning https://t.co/oqFYzGa2D7
- @axelssonaugust (1): @GergelyOrosz @can reading a gpu glossary on a weekend is the nerdiest flex and i fully respect it
- @theomlondhe (0): @GergelyOrosz @can the bit about warps is what makes it click why branchy code crawls on a GPU. both sides of the if end up running, one after the other
- @proxy_vector (0): @GergelyOrosz @can Warp divergence tends to surprise CPU programmers, because threads in a warp that take different branches run one path after the other.
NousResearch 宣传 Hermes Agent，强调用户对代理行为有控制权，引发大家对模型选择和代理自主性的讨论。
Hermes Agent gives you control
受众观点：① 有人希望 Hermes 能更多使用中文模型，关注多语言和本地化生态的选择空间（@ziwenxu_, 23likes） ② 部分用户抱怨 Claude 过于保守、频繁拒绝请求，转而使用 Hermes，关注的是可用性和不过度审查（@Spectromachina, 6likes） ③ 也有人强调没人想要“替你做决定”的代理，更希望工具是可控助手而非黑箱决策者（@evgenia_vibes, 2likes）
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- @ziwenxu_ (23): @NousResearch If only if we use some Chinese models
- @Spectromachina (6): @NousResearch Yeah, i had to start using hermes, claude literally turns down every requests its impossible to use it atp
- @ExiledonMoon (3): @NousResearch The TV can watch your family, but looking inside the TV is suspicious.
- @evgenia_vibes (2): @NousResearch exactly. nobody wants an agent that decides for them
- @AlekVectis (2): @NousResearch banned for reverse engineering a tv. i can't even reverse engineer code i wrote on tuesday
Gergely Orosz 质疑证书机构 eMudhra 关于私钥误生成事件的官方解释，指出其流程缺陷和 1.5 年未修复的说法前后矛盾。
I want to see answers, because eMudhra’s explanation of how they mis-generated the private key for a certificate doesn’t add up. It also doesn’t add up how they claim the process was faulty one day;…
受众观点：① 有安全背景的评论指出 Mozilla 提出的技术质疑很关键，P-384 标量过小意味着外部密钥材料被导入，这不是简单代码 bug 而是密钥生成仪式边界被破坏（@LuisAlbm77, 28likes） ② 有人用奥卡姆剃刀推断，相比 HSM 连续生成低熵密钥，更可能是公司在密钥生成流程上说谎或严重隐瞒（@skelegrow, 27likes） ③ 多条评论认为 eMudhra 要么是骗子要么极度无能，所谓「一天之内流程自动修好且 1.5 年没人发现」的说法比事件本身更可疑，严重损害信任（@stormItAll, 17likes; @opsRich, 9likes）
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- @LuisAlbm77 (28): @GergelyOrosz Mozilla is asking the right questions. A P-384 scalar <256 doesn't come from an approved KGC by itself - it means externally supplied key material was unwrapped/created (comment 33). That's not a code flaw, that's a ceremony boundary violation. https://t.co/2oP6…
- @skelegrow (27): @GergelyOrosz Occams razor An HSM generating 8 low entropy keys vs the company lying about what they did in the key generation ceremony.
- @stormItAll (17): @GergelyOrosz Could it be malicious intent rather than incompetence like we all assumed?
- @opsRich (9): @GergelyOrosz These folks are massive con artists, or spectacularly incompetent. A broken process that magically fixes itself overnight, and nobody notices for 1.5 years? Come on. At this point, the explanation raises more red flags than the incident itself.
- @jwflame (3): @GergelyOrosz The explanation is simple. Here is how they generated the keys: https://t.co/5NkMTm9GFS
scaling01 转发展示 AI 群体智能用于防御的案例，感叹蜂群式 AI 既会被用来进攻也会被用来防御。
This is what I want to see. Swarms used for defense. (because swarms will be used for offense too) https://t.co/wbWHSAyftf
受众观点：① 有人认为对抗恶意蜂群的唯一办法是更大更聪明的防御蜂群，关注的是攻防双方智能规模升级（@KyeGomezB, 42likes） ② 有评论提到这类系统最好开源权重，并猜测 Palantir 等公司在做类似方案，关注透明度和军民两用风险（@rezosh, 5likes） ③ 也有人用玩笑方式想象 AI 群体对战时的成本和资源消耗，比如谁来付防御方的 token 账单（@ReyBrando1, 3likes）
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- @KyeGomezB (42): @scaling01 Only way to beat an evil swarm is with a bigger smarter swarm
- @rezosh (5): @scaling01 but this should be open source/weights. I think palantir is doing something similar.
- @buffering_capy (4): @scaling01 https://t.co/6oIwkC1cF4
- @ReyBrando1 (3): @scaling01 ai swarms fighting ai swarms while the rest of us refresh the status page. who's paying the token bill on the defense side?
- @Debabra92421612 (1): @scaling01 Imagine the bees filing a restraining order before they start the attack. 🙃
Agent Arena 公布 Kimi K3.1 Pro (Max) 在真实代理任务中取得 +7.6% 净提升，整体排第 11 名并成为新的开源模型第一，超过 DeepSeek-v4.1-Flash。
Kimi K3.1 Pro (Max) by @Kimi_Moonshot just landed in the Agent Arena at #11 with +7.6% net improvement across +4K real-world agentic sessions from our global community of users. Kimi K3.1 Pro (Max) w…
受众观点：① 官方补充了 Kimi K3.1 Pro (Max) 在每任务中位成本约 1.03 美元、但略低于帕累托前沿的细节，大家关注性能与成本的综合性价比（@arena, 7likes） ② 有人吐槽现在的榜单更像价格表，说明不少开发者把模型选择当成成本优化问题（@alexisaev, 3likes） ③ 也有用户看到它在 web 开发任务上接近 Opus 5 表现，表示会立刻在自己的代理中替换模型，关注的是具体任务表现和迁移决策（@Avery_Coree, 2likes；@matzero6, 2likes）
展开评论
- @arena (7): With a $1.03 median cost per task, Kimi K3.1 Pro (Max) shows cost efficiency but landed just off the Pareto frontier. Dive into the Agent Arena leaderboard at: https://t.co/sE9q4FSYAt https://t.co/znUnGadNOZ
- @alexisaev (3): @arena @Kimi_Moonshot #1 open model, #11 overall. the leaderboard is now just a pricing page
- @matzero6 (2): @arena @Kimi_Moonshot Poor performance after adjusting for the subscription allowance
- @Avery_Coree (2): @arena @Kimi_Moonshot $1.03 a task and it's matching opus 5 on webdev. i'm swapping it into my agent tonight, easy
- @delx369 (1): @arena @Kimi_Moonshot #11 overall and would-be #1 open in one post, per @arena: Kimi K3.1 Pro (Max) at +7.6% net across 4K+ real agentic sessions, overtaking DeepSeek-v4.1-Flash. So the top 10 look closed, and the open crowd is cheering from row 11. How long before an open model…
scaling01 调侃 OpenAI 又回到持续小步爬山式优化，并配图指出训练暂停大约 11 天后就恢复以保持在 Agent Arena 榜单前列。
OpenAI is back to hill-climbing https://t.co/kPiAcyC4WX
受众观点：① 原作者补充说暂停训练大约 11 天就会被挤出 Agent Arena 前五，大家关注的是厂商在排行榜压力下不得不持续迭代（@scaling01, 41likes） ② 有人认为这正是 OpenAI 最擅长的地方，不断做增量优化保持领先（@Kwathomas0, 6likes） ③ 也有评论把这次更新看作又一次小幅 tweak，质疑是否有真正质变，反映出对“更新频率 vs 实际提升”的分歧（@wolfgangg37, 0likes；@polydaic, 0likes）
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- @scaling01 (41): 11 days lmao https://t.co/N17O6DKVfO
- @Kwathomas0 (6): @scaling01 it's what openai does best
- @jokinglp (5): @scaling01 i knew they resumed training. The risk of pausing is way too high. 11 days pause and your edging out of the top 5in AA
- @wolfgangg37 (0): @scaling01 just another incremental tweak
- @polydaic (0): @scaling01 So they paced for a bit and stopped lol?
Hacker News 上有人分享 Apple Music 里隐藏的 iPod 经典界面彩蛋，引发用户对点击滚轮声和老款 MP3 播放器的强烈怀旧。
https://www.macrumors.com/2026/10/23/apple-music-has-a-hidde...
受众观点：① 很多人单纯表达对这种 Easter egg 的喜爱，认为在现代流媒体应用里看到 iPod 界面非常惊喜（@frizlab） ② 大量评论提到点击滚轮的声音瞬间勾起记忆，说明声音反馈是强烈的情绪锚点（@0x457, @satellites） ③ 有人观察到二手和改装 iPod 市场在数字戒断和怀旧趋势下变热，越来越多人买翻新或蓝牙改装的 iPod（@ashleyn）
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- @frizlab (0): I love Easter eggs like those.
- @0x457 (0): Clicking sound unlocked some memories.
- @NDlurker (0): Roc the Mic. Beanie Sigel and Freeway. Haven't heard that song in a loooong time. Ipod seems pretty cool. I never owned one, kind of want to get a modded one or a newer knock off
- @satellites (0): Heavy dose of nostalgia. That clicking sound is so satisfying.
- @ashleyn (0): It's really cute. I wonder if we'll see a significant market for plain MP3 players with the whole digital detox fad lining up with the nostalgia. There's already a lot of people buying refurb and bluetooth-modded modded ipod classics.
Hacker News 讨论一个按地理位置随机推荐附近维基百科条目的小工具，被用来发现身边冷门景点和历史故事。
Local Wikipedia: Wikipedia, but only for things a half hour walk from you
受众观点：① 很多人觉得这个点子简单却很有趣，实际用来发现家附近从未注意过的修道院或冷门地点（@refsab 等） ② 旅行爱好者把它当作规划行程或随缘探索城市的小玩具，输入邮编就能刷出附近怪诞故事（@noduerme） ③ 一些用户希望能自定义距离范围和公英制单位，说明对可配置性和体验细节有需求（@thatwasunusual）
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- @MajorTakeaway (0): This took too long to make.
- @refsab (0): Very cool. Obvious in hindsight with every location having coordinates. Found an abbey around my place in Western Bavaria I didn't know existed
- @thatwasunusual (0): I love it. It would also be nice to be able to a) enter desired distance, and b) choose the metric system.
- @dllu (0): Cool idea! I had lots of fun looking at stuff nearby. Right now it seems that it simply removes links for stuff without a geotag that's nearby. But many articles are in fact nearby and are simply missing geotags, or perhaps encompass a slightly larger area where only a part of i…
- @noduerme (0): This is super cool! Just punched in my zip code, and hit "random article" three times, and came up with three weird stories I didn't know about the history of places within a few blocks of me in Portland, Oregon. What an awesome idea for travelers!
Hacker News 讨论某团队从 GitHub 迁移后，开发者吐槽微软接手后 GitHub 变得不可靠且类似间谍软件。
Roku developer repositories moved from GitHub to GitLab
受众观点：① 有人调侃仓库 README 仍写着欢迎来到 GitHub，说明迁移并不彻底且存在历史遗留痕迹（@skullone） ② 有开发者称 GitHub 在微软接手后体验变差，被形容为一团糟，暗示产品复杂度和稳定性问题（@steffenfrost） ③ 部分用户强烈不信任微软，抱怨 GitHub Desktop 在 macOS 上行为像间谍软件，并因多次宕机考虑自建 Git 服务器（@neya）
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- @skullone (0): The readme.md still says welcome to their GitHub repository :D
- @steffenfrost (0): A devops friend of mine said GitHub turned into a hot mess.
- @outfitx (0): Why? Any specific reasons?
- @tangotaylor (0): I wish they would spill some tea and articulate why they moved.
- @neya (0): Good. I want everyone to do this. I want to see the downfall of Microsoft. Time and again they've proved that anything they touch can't be trusted nor reliable. I am tired of this. They even bully their users - on Mac OS, GitHub desktop doesn't respect the word "no". It installs…
Hacker News 讨论 OBS 33.0 等屏幕录制软件的更新和痛点，涉及插件加载重构、源设备断连、磁盘空间不足导致录制丢失等实际问题。
OBS Studio 33
受众观点：① 有用户抱怨在多显示器、外接屏幕场景下频繁因为忘记调整配置而丢失录制，希望录屏软件能自动感知显示器和音频设备变化（@forgotmypw17） ② 一些人关心长期存在的稳定性问题，比如磁盘空间不足时录制无提示中断，导致素材白录（@mixtureoftakes） ③ 也有人对这次插件加载重构和源对齐改进表示期待，认为 OBS 在开源创作者工具里对细节的重视很难得（@ravivarmat）
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- @forgotmypw17 (0): While we're here, does anyone know a screen recording application that automatically takes into account display changes, audio device changes, camera resets, etc.? I'm making do with OBS, but I lose more video to "plugged in external monitor and forgot to update OBS config" than…
- @cube172 (0): I use Lifelog Timeline
- @mixtureoftakes (0): Did they finally fix the bug where if you have less than ~40gb storage the recording will just randomly die for no reason with no notice, it is unimaginably annoying
- @cube172 (0): Is solved the source disconnection with macOS ? Even it's an OS problem.
- @ravivarmat (0): The plugin-loading overhaul and improved source snapping look like useful updates. OBS continues to show how much attention to detail matters in open-source software. Excited to see how creators and plugin developers adapt to version 33.0!
Hacker News 上关于 HTTP2Shell 漏洞和 Brotli 库安全问题的讨论，聚焦 C 语言内存安全、Python 等生态受影响范围以及漏洞命名争议。
Node2Shell evolves to HTTP2Shell, blast radius affects many HTTP libs and apps
受众观点：① 关心 Python、Brotli 等依赖是否受影响的开发者，希望快速判断自己服务风险范围（@est） ② 对频繁出现的 C 语言内存安全漏洞感到厌倦，支持用 Rust 等安全语言重写关键库的工程师（@davedx） ③ 认为“HTTP2Shell”这类营销化命名模糊技术细节、容易误导决策者的安全从业者（@netsharc, @nairboon）
展开评论
- @est (0): wtf Python is also effected. https://pypi.org/project/brotli/ not sure about shell
- @tetha (0): Well at least we know about it while or before the giant patch effort for everything else goes on. Just put it onto the pile. Who turned on hard mode this week?
- @netsharc (0): Well, whoever picked the name HTTP2Shell certainly didn't use any intelligence, artificial or genuine. It's so meaningless, broad and undescriptive of the actual issue. No it probably doesn't affect an HTTP server with nothing else behind it, so why is HTTP being blasted? You mi…
- @davedx (0): Honestly it's time to get rid of C as a language used where security is a factor. Enough already. Why the hell is a lib like brotli that processes public general internet traffic, and maintained by google, not in rust?
- @nairboon (0): Brotli2Shell seems to be a more appropriate name for this.
Hacker News 讨论 Python 工具 uv 与类型检查工具 ty 的整合，以及把类型检查、lint 等能力做进包管理器本身带来的体验变化和争议。
Bringing uv and ty together
受众观点：① 有人担心把 ty 深度绑定到 uv 会削弱它在非 uv 项目中的通用性，认为独立工具更灵活，尤其是已经用 pip 或 pip-tools 的团队（@WhyNotHugo） ② 也有用户非常喜欢 uv，对这次整合感到兴奋，但吐槽公告写得像“按组织架构发货”，品牌命名和沟通让人困惑（@bitpush） ③ 一些评论注意到 OpenAI 收购 Astral 后，uv 产品并没有明显变差，反而在把 lint、类型检查变成一等公民方面走在前面，被视为难得的正面收购案例（@flexagoon, @dirtbag__dad）
展开评论
- @WhyNotHugo (0): I dislike the idea of these separate tools being blended like this. ty is currently perfectly usable on non-uv projects. uv has *a lot* of opinionated quirks, its custom lockfile lockfile, and other nuances which many of us dislike — ty being a separate tool works fine with plai…
- @bitpush (0): I really really love uv but this uv-ty post seems "shipping the org chart"? They could have just said uv now has type chancing capabilities (or whatever it is ..) ty afaik isn't a super popular brand so the post makes people first understand what ty is ..
- @flexagoon (0): I'm really glad that unlike most other recent acquisitions, OpenAI's acquisition of Astral had seemingly no negative impact on their products
- @dirtbag__dad (0): This is what’s up! Having worked on several medium sized python projects where linting and type checking were introduced late in the game, having them as a first class feature of the package manager will save so much unnecessary pain. IMO, part of the problem is that people just…
- @dsp_person (0): what happened to pyx?
Hacker News 上一篇由 Richard Feldman 相关的帖子，引出大家围绕 Roc 等极致性能语言与 C/C++ 可优化性、函数式语言在高性能计算中的现实表现展开讨论。
How close can pure functional programming get to C?
受众观点：① 关注 Richard Feldman 和 Roc 生态，想知道这种新语言在真实项目中的可用性和学习成本的开发者（@eigenblake, @jdw64） ② 在意 C/C++ 极致优化能力，但又担心内存安全和维护成本的系统工程师（@jandrewrogers） ③ 喜欢在 Hacker News 上挖掘“极端性能 + 极端特性”的小众语言、对主流语言增量更新感到疲惫的程序员（@pmkary）
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- @eigenblake (0): I'm very simple. I see Richard Feldman post. I like it. I'll leave it to the experts as to whether this is a case of opportunistic mutation.
- @jandrewrogers (0): Much of the difference in optimizability is that C/C++ allows you to do fairly extreme copy elision. This is important because memory bandwidth tends to be a major performance bottleneck. C/C++ code can trivially reach into some remote bit of state and mutate it directly. The co…
- @jeffbee (0): This seems to raise the question: is libdeflate fast? My overall impression of libdeflate is that it produces a similar output size to zstd but takes 40 times longer to do it. I realize these are different algorithms of course, but they aren't that different, both being in the H…
- @jdw64 (0): What are some well known programs made with Roc? And I'm curious about the difficulty level of its syntax
- @pmkary (0): This is kind of hacker news post and comments I like; extreme languages on extreme performance with extreme features, not types being added to a language ten gizzilion times slower than a tortoise and the post making anti-type flat-earthers getting freaked out if they have to va…
Hacker News 讨论分布式 SQLite 方案（如 dqlite、rqlite、hctree）以及在小集群和 Rails 等生产环境中使用 SQLite 的可行性和场景。
Twelve years of distributed SQLite
受众观点：① 有人正在小集群里跑 dqlite，觉得是时候迁移到更稳健的方案，想听实际推荐（@esafak） ② 一些开发者对分布式 SQLite 的性能和适用场景感兴趣，询问是否有基准测试和优势用例（@a3nz3g） ③ 也有人注意到 rqlite 这类方案看起来比传统集群数据库架构简单很多，甚至提到 Rails 已经把 SQLite 作为生产选项之一，但对并发访问如何处理仍有疑问（@chasil, @tra3）
展开评论
- @esafak (0): Very timely for me. I run dqlite in a small cluster and I'm looking to move off it to something more robust. What's recommended in this regime?
- @a3nz3g (0): Like the idea of distributed SQLite, but do we have benchmark? What use cases it has advantage?
- @chasil (0): I have never examined this in any detail before. It looks far easier than the mass majority of clustered database architectures. https://rqlite.io/
- @feverzsj (0): There is also hctree from sqlite.
- @tra3 (0): I know that latest rails suggests SQLite as one of the production options. I don’t get how it’d work with concurrent access though. Time to look into it.
Hacker News 上一篇关于某家提供免费和付费 DNS 服务、运行多年且基于 OpenBSD 基础设施的帖子，用户分享自己长期白嫖或付费使用的稳定体验和对服务可持续性的担忧。
FreeDNS
受众观点：① 长期使用该 DNS 服务免费档做测试或线上解析、对其稳定性有好感的开发者（@esher, @hattmall, @baq） ② 想用它作为备份 DNS，看重 OpenBSD 基础设施和价格优势的运维工程师（@zulux） ③ 关心这类小团队基础设施服务可持续性、担心被收购或停服风险的产品和技术负责人（@amelius）
展开评论
- @esher (0): I am a free tier sucker. I use it for testing DNS setups with our hosting platform. But I love it. Maybe some exposure helps to bring some paying customers.
- @hattmall (0): This is one of the most solid and longest lasting services online. Have been using it for almost two decades I think and nothing's changed.
- @zulux (0): This is awesome. I'll use them as a backup DNS service; the paid version is significantly cheaper than spinning up a new domain server with the cheapest provider I know. Not to downplay my own skills, but their OpenBSD infrastructure is a good idea. They'll be up when my DNS ser…
- @baq (0): Happy freeloader for something like 15 years, can recommend
- @amelius (0): I am interested, but I have some questions that don't seem to be addressed in the about us page: How well is continuation guaranteed? What if someone buys them? Or the maintainer stops for whatever reason?
Hacker News 讨论通过利用 Nvidia GPU 固件缓冲区溢出漏洞解锁 RTX 4090 等显卡被阉割的 FP32 性能。
GPU-unlock: FP/BF16 instruction issue rate on Nvidia 3000's cards
受众观点：① 有用户亲测确认解锁效果真实，并给出利用固件缓冲区溢出和 ROP 的技术细节及相关 GitHub 仓库链接（@Tiberium） ② 经验玩家提醒解锁需要提高功耗上限到 450W 甚至更高，散热和长期可靠性风险显著增加，但可以与已有的 p2p mod 叠加使用（@jacquesm） ③ 有人纠正标题夸大，指出实际是恢复被砍半的 FP32 性能，且目前只在 3090/3090Ti 等少数 3xxx 卡上有成功报告（@superkuh）
展开评论
- @Tiberium (0): I've tested myself and the results are legit, this is incredible, even if a little risky (it relies on exploiting firmware): https://github.com/Zagitta/gpu-unlock/blob/main/docs/How%20A... > Unfortunately for Nvidia the booter is vulnerable to a classic buffer overflow that writ…
- @jacquesm (0): This one is real, but there are some caveats: - you will need to run your card hotter than you might be comfortable with - the real pay-off (on some cards, apparently, see downthread) requires increasing the maximum power to 450W - This is well above what the stock cooler was de…
- @Scene_Cast2 (0): Really interesting. On the other hand, this only applies to a limited set of workloads (training is often memory bandwidth bound for example). I also wonder how this affects power consumption.
- @superkuh (0): Uh, no. This headline is wrong. It's FP32 unlocked from being halved, not 16 bit ops. And to be clear, over the last week I've looked many places and I've not seen any reports of this unlock being applied to any 3xxx card except the 3090/3090ti series. Even if it might apply mor…
- @Zagitta (0): Hey this is my work, although the exploits etc aren't my ideas by any means. This is just a way to wrap the whole thing up in a much less annoying package than having to patch the nvidia driver. I originally got inspired by the CMP90/50 windows unlocks that run as standalone UEF…
rubenhassid 分享一套清空 Claude 指令和技能设置的实用技巧，号称三分钟就能让你比大多数人更会用 Claude。
Give me 3 mins, and I will make you better at Claude than 90% of people. First up, delete these things from your claude: 1. Go to Claude → Account → “Instructions for Claude." Empty the box. 2. Claud…
受众观点：① 许多用户关注如何通过不同提示结构提升 Claude 输出质量（@itsthedonhashim, 1likes） ② 有人调侃需要先从上一个“Claude 教程”中恢复，说明大家被各种复杂设置误导（@ExiledonMoon, 1likes） ③ 部分用户对关闭记忆、保持干净上下文后效果更好感兴趣，准备亲自尝试（@Glimvar, 0likes）
展开评论
- @itsthedonhashim (1): @rubenhassid @rubenhassid also, try experimenting with different prompt structures. it really changes how Claude interprets and responds.
- @ExiledonMoon (1): @rubenhassid Getting better at Claude is mostly recovering from the last guy who made you better at Claude.
- @Glimvar (0): @rubenhassid turning memory off feels so wrong but I get it. clean context every time. gonna try this tonight
- @HarryTandy (0): @rubenhassid why HTML over a doc or pdf?
- @mdnadeemai (0): @rubenhassid How do you recommend about spec driven development and those speck-kit skills. I am finding it limiting to Opus 5.5 Please suggest your view.
ai_for_success 发帖感谢 Google 在官方博客中展示自己的作品，并附上相关链接。
Thank you, Google, for featuring my work on your blog! 🫶 https://t.co/NldJLfcjc7
受众观点：① 评论区主要是祝贺和为作者感到高兴的反馈（@kimmonismus, 4likes；@brennanzambo, 2likes） ② 有人好奇作品是否有公开网站或展示页面可以详细查看（@juanstoppa, 1likes） ③ 作者自己补充了进一步链接，说明大家对具体项目细节有兴趣（@ai_for_success, 5likes）
展开评论
- @ai_for_success (5): https://t.co/wn9yTf2wIg
- @kimmonismus (4): @ai_for_success congrats!
- @CodeByPoonam (2): @ai_for_success Wow so cool
- @brennanzambo (2): @ai_for_success that’s awesome congrats man
- @juanstoppa (1): @ai_for_success looks amazing Ashutosh! did you publish it to a website or somethihg so we can take a look?
ErnestoSOFTWARE 转发称赞 Alex 所在团队表现惊人，并提到 Jeansen Huang 不仅公开夸赞他们，还亲自投资。
Alex is literally on a generational run Jeansen Huang just called the team at higgs visionaries in their work and is now an investor in them too
受众观点：① 有人认为这是非常有含金量的“炫耀时刻”，体现了强势背书（@saveliiX, 2likes） ② 评论指出被 Jensen 夸赞和被其投资是两个层级的认可，后者能带来远超资金本身的资源（@FavouriteLucy1, 1likes） ③ 也有人直接转发相关内容链接，帮助更多人了解这支团队（@alextalksai, 1likes）
展开评论
- @saveliiX (2): @ErnestoSOFTWARE real flex
- @lisaknowsai (1): @ErnestoSOFTWARE crazy huh
- @FavouriteLucy1 (1): @ErnestoSOFTWARE Getting praised by Jensen is one thing, getting him to invest is another. That kind of validation can open doors far beyond the capital itself.
- @alextalksai (1): @ErnestoSOFTWARE https://t.co/BJN281orEV
ErnestoSOFTWARE 分享自己 24 小时赚到 21000 美元，并把成绩归功于在多个账号高频发帖的“巨大行动力”。
He is right, I made $21,000 last 24 hours all because i apply The law of massive action This guy is posting 20 times a day across 10 accounts for his app. That’s an unreasonable amount of action &…
受众观点：① 有人指出每天在 10 个账号发 20 条内容本身就几乎是全职工作量（@FranciAnjinho, 1likes） ② 有人好奇如何在高频发帖的同时保持自律和执行力（@EndrewBiz, 0likes） ③ 也有人对为何需要 10 个账号、是否是不同平台或不同定位感到困惑（@MAbdullahHabeel, 0likes）
展开评论
- @FranciAnjinho (1): @ErnestoSOFTWARE 20 posts a day across 10 accounts is a full-time job on its own
- @EndrewBiz (0): @ErnestoSOFTWARE how can you have time for so many posts + how do you keep accountable?
- @MAbdullahHabeel (0): @ErnestoSOFTWARE i did not get the point why 10 accounts? or you are saying different social media accounts!
- @MoGonmy (0): @ErnestoSOFTWARE So inspiring my G, keep winning
- @yesdoing112 (0): @ErnestoSOFTWARE Oh wow really now enter in app market 😇😇 Let's gooo
ai_for_success 演示用 Gemini 4 搭配 Omni 1.1 Flash 生成的虚拟人，在 Google Antigravity 桌面应用里一站式完成绿幕去除和动画视频剪辑。
Gemini 4 is pretty good at video editing work. I gave it my screen recording and my avatar video, which was created using Omni 1.1 Flash. It took care of everything, from green screen removal to anim…
受众观点：① 有人关心生成结果是可编辑工程还是只能拿到成品 mp4，影响后续微调空间（@theslowtell, 1likes） ② 有人觉得这个效果相当惊艳，认可 Gemini 4 在视频编辑上的潜力（@Adidotdev, 1likes） ③ 也有人提到逐帧检查眼睛和嘴型非常耗耐心，说明自动化能明显减轻工作量（@Greg_GL_87, 1likes）
展开评论
- @theslowtell (1): @ai_for_success did it give you back an editable project or just a rendered mp4? moving one cut after watching it is where i'd test it, and probably why resolve is still on your list.
- @Adidotdev (1): @ai_for_success Impressive tbh
- @Greg_GL_87 (1): @ai_for_success checking eyes and mouth frame by frame is more patience than most editors have
- @rgznpro (0): @ai_for_success Good use case. Tip: give it a short list of the exact cuts you want first, or it guesses what to keep.
- @victor_vibing (0): @ai_for_success How long did it take?
Google 在 Gemini 应用里为小企业主推出集中管理品牌、财务和客户洞察的一站式新工具中心，计划近期向全球用户推送。
Google has added new Gemini tools for small business owners, with a dedicated hub to manage branding, finances, and customer insights in one place. I don't see it on my Gemini app yet, but according…
受众观点：① 担心把 Shopify、广告和账本都接入后数据完全被 Google 掌控的隐私与锁定问题（@Nordberg__, 0likes） ② 小店主期待用一个集中 hub 替代多套工具，关键在于财务功能是否够深、能否真正省时（@Cozy2054934, 0likes） ③ 有人已经用其他 AI 机器人跑完整品牌运营，认为 Google 在这一块动作偏慢、体验未必有优势（@iPhilipLemieux, 0likes）
展开评论
- @ai_for_success (1): https://t.co/MC0Z5kJ5mC
- @Nordberg__ (0): @ai_for_success "All in one place" until you Connect Shopify, Ads, and the books — then it's all in Google's place.
- @Cozy2054934 (0): @ai_for_success Rolling out to all Gemini app users soon is the useful part. A single hub for branding and finances beats juggling separate tools for a small shop. Curious how deep the finance side goes.
- @iPhilipLemieux (0): @ai_for_success That’s cool but in literally running my entire brand right now with @bot. Google is a step behind on this one.
- @rgznpro (0): @ai_for_success Most small shops don't need more AI features, they need one place that saves them an hour a week. If this hub does that, it'll stick.
作者观察到鸡尾酒世代开始真正有消费力，一些高档餐厅顺势推出价格离谱的高端鸡尾酒来收割这波客群。
A recent trend: the cocktail generation is making real money now. In response, some fancy restaurants are creating absurdly priced premium cocktails https://t.co/fOQI37tlTr
受众观点：① 质疑谁会在菜单上同时有 18 美元和 55 美元鸡尾酒时还点贵的，认为这是赤裸裸的“抢钱”（@dachesney, 5likes） ② 有人认为现在人们不再酗酒，既然只喝一杯就会更愿意为品质和体验付高价，让自己感觉更体面（@xhbqz4brsmh, 3likes） ③ 也有人用当地价格对比，觉得像 55 美元的 Sazerac 完全超出合理区间，凸显不同城市和店型的溢价差异（@winston412412, 3likes）
展开评论
- @dachesney (5): @alz_zyd_ Who is ordering a $55 cocktail right next to an $18 one! I don’t care how much money I’ve got I’m not letting a place rob me like that.
- @xhbqz4brsmh (3): @alz_zyd_ I mean people arent alcoholics anymore, that psyop is over. If youre gonna have one drink, may as well make it fancy and quality, so you feel like a boss on a jet, not some wino in the street
- @ttywisp (3): @alz_zyd_ I love Negroni. The only drink I’ve found to enjoy. Costs around 1.67 Big Macs or 8 straight dollars around here
- @winston412412 (3): @alz_zyd_ Sazerac for 55 is insane lol, can get a perfect sazarac (even at very expensive restaurants) in New Orleans for like 15
- @GinoStumpoUBS (1): @alz_zyd_ 🤡 💴
作者对比 iPhone 14 与 iPhone 18 Pro 的 5 倍变焦照片，展示新机相机在远距离读取机场时刻表等场景下的巨大清晰度提升。
Everyone's raving about the iPhone Duo. But can we take a second to appreciate how much better the iPhone 18 camera is? First photo is 5x zoom on my old iPhone 14. Second is my iPhone 18 Pro. It's so…
受众观点：① 作者补充说明在 FaceTime 视频通话里最高 10 倍变焦也能保持可用画质，觉得效果“吓人”（@robj3d3, 3likes） ② 有人惊讶两代 iPhone 相机之间的画质差距比预期大得多（@Atharvapahilwan, 3likes） ③ 也有人拿自家 S26U 做“月亮拍摄”对比，认为不同旗舰机在长焦上的表现值得横向比较（@josefandre_, 1likes）
展开评论
- @robj3d3 (3): It’s scary how good it is This is a screen recording from when I was on FaceTime showing off how insane it is 😂 It works up to 10x on video calls!! https://t.co/t8cjt3pzeo
- @Atharvapahilwan (3): @robj3d3 I didn't think the quality difference between the two generations would be this huge!
- @josefandre_ (1): @robj3d3 moon shot duel (I got the S26U) https://t.co/qVFTOis2zs
- @raiyanj3_ (1): @robj3d3 50 metres is basically binoculars at that point
- @fireplyai (1): @robj3d3 the BIWA lettering on the jug is the giveaway. on the 14 it's smeared, on the 18 you can read every letter
作者发布名为 Open Duet 的新产品，主打让 AI agent 学习你的偏好，自动寻找有价值的工作并在你审批后执行，可搭配 Claude Code 或 Codex 使用。
I just launched Open Duet. Your agents learn what matters to you, find useful work, and prepare it for your approval. Run it with Claude Code or Codex. https://t.co/2vO9nz1Y71 https://t.co/HdrGb4aP2f
受众观点：① 有人希望在帖子里直接看到具体使用示例和场景演示，而不仅是产品宣发（@gonzalonediani_, 0likes） ② 评论者把它类比成“会先问再动手的同事”，认可这种交互方式带来的安心感（@khuxsal, 0likes） ③ 关注审批队列的效率和负担，担心任务太多后会变成需要批量审批的工作流问题（@RohanBhanotAI, 0likes）
展开评论
- @gonzalonediani_ (0): @mamagnus00 what's up magnus, I think it would be nice if you put a couple of examples right here in the post too bro
- @khuxsal (0): @mamagnus00 a coworker that asks before touching stuff, already my favorite one
- @firenoaa (0): @mamagnus00 one click to send a reply but merge only with the real diff is the right split. which source ends up giving you the most useful cards so far?
- @RohanBhanotAI (0): @mamagnus00 approval first is the right default. curious how fast that queue fills up though, i'd be mass approving by day three lol
- @beni_il_ (0): @mamagnus00 https://t.co/9zRj02UCEV
作者发布了一个 Grok Bot 模板，让 ChatGPT、Claude Code 等任意代理可以通过 webhook 把任务转发给 Grok Bot 执行。
New Grok Bot Template I made a Grok Bot that lets ChatGPT, Claude Code or any other agent send tasks to your Grok Bot. How it works: > add the bot, it gives you a webhook URL, key and one ready-ma…
受众观点：① 有用户已经用 Grok Bot 处理大部分行政工作，对能让其他 AI 工具把任务转交给它感到兴奋，认为是下一步升级（@The_HumanLayer, 2likes） ② 有人好奇实际第一个让 Claude Code 转交的任务是什么，关注真实使用场景（@kylekane, 0likes） ③ 也有人调侃“代理给代理派任务”像是把中层管理完全自动化，体现出对多代理协作模式的兴趣（@peteryantweets, 0likes）
展开评论
- @The_HumanLayer (2): @moritzkremb Love this 😄 My Grok Bot already runs most of my admin, letting my other AI tools hand it work too is the next step.
- @kylekane (0): @moritzkremb What's the first thing you had Claude Code hand it?
- @peteryantweets (0): @moritzkremb Agents delegating tasks to other agents. Middle management, fully automated.
- @zlatko_69 (0): @moritzkremb This is useful... very very useful 👍
- @sboudis (0): @moritzkremb @bot ca marche comment
作者简单分享自己训练了一个“蠕虫怪物”神经网络的项目，引发网友对这个怪异模型行为和用途的好奇与玩笑。
i trained a worm monster neural net https://t.co/xATnZZtRSN
受众观点：① 有人用“Worm, monster, neural net. No notes”调侃，表达对这种怪诞但有创意实验的喜爱（@firenoaa, 0likes） ② 也有人追问这个蠕虫怪物到底在学什么任务，期待看到更具体的行为展示和玩法（@RealJesseStone, 0likes） ③ 有评论脑补鼠标光标成主角，希望蠕虫有排行榜等游戏化元素，说明大家对把模型变成游戏角色很感兴趣（@DrGdaraselia, 0likes）
展开评论
- @Cyb3ristic (1): @aidenybai no
- @aidenybai (0): https://t.co/Z85QOPC6JX
- @firenoaa (0): @aidenybai Worm, monster, neural net. No notes
- @RealJesseStone (0): @aidenybai what's the worm monster actually learning to do? 😂 https://t.co/CxphRG2kLK
- @DrGdaraselia (0): @aidenybai Somewhere a mouse cursor is running for its life and has no idea it's the main character. Please tell me the worms get a leaderboard.
推文介绍独立游戏 Fresco，玩家在3D考古学家与古埃及墙画中的2D角色之间切换，通过双世界解谜推进关卡。
This indie dev is making a game where you can literally play as Ancient Egyptian wall art. - Switch between a 3D archaeologist and living 2D art - Survive puzzles that fight back - Progress by master…
受众观点：① 关注独立游戏创意机制的玩家和开发者，讨论这种双世界切换玩法的实现成本与可扩展性。② 做小体量产品的独立开发者，希望通过一个强记忆点机制在拥挤市场中脱颖而出。③ 对游戏营销感兴趣的人，关注像 @IndieGameJoe 这样账号如何用几句文案和GIF帮小团队放大曝光。
展开评论
- @IndieGameJoe (760): "In Fresco, ancient walls come alive. The carvings etched into the temple walls are not just decorations. They come to life, and the player can control them." Wishlist: https://t.co/AzD9hFUED7 And be sure to follow the talented dev here: @KeloniaGames
- @Aelphasy (712): @IndieGameJoe Nice. But let's not people believe its new/never seen before. Both Mario Odyssey and Zelda ALBTW did it years ago
- @IndieGameJoe (598): Seeing a lot of “this was done before.” So what? Games evolve through inspiration. Indie devs are often just trying to take something they love and turn it into something personal - and I think that's great. Let the dev cook. The game looks awesome, and they have my support!
- @horror4kids (579): @IndieGameJoe Reminds me of this scene from The Prince Of Egypt https://t.co/MCUpbZ7PU0
- @renzo_mayo_ (177): @IndieGameJoe "This mechanic is genius" No it isnt. It just looks pretty. Youre glazing it because it looks pretty. At least be truthful and dont hide it behing a flimsy grand standing critique. You just like it cause it looks pretty
推文介绍独立多人游戏 MECCHA CHAMELEON，玩家通过给自己上色并摆姿势伪装在场景中进行躲猫猫对战。
This indie dev is making a hide-and-seek game where you literally paint your own body to blend into the environment - Your artistic skills are key to survival - Pose to blend in - Up to 10 players in…
受众观点：① 关注新奇多人玩法的玩家和独立开发者，讨论美术能力与游戏机制绑定带来的门槛与乐趣。② 做在线产品或SaaS的独立开发者，希望学习如何把一个简单机制包装成高传播性的卖点。③ 对游戏平衡和可读性有兴趣的开发者，思考如何在“伪装”玩法里兼顾公平性和观感。
展开评论
- @DontFretGame (701): @IndieGameJoe This is super creative! Love this!
- @IndieGameJoe (494): "Paint yourself to blend in! "Meccha Chameleon" is a new-sensation hide-and-seek game where you paint your white body to mimic the stage." this looks incredible wow! wishlist here and follow the talented dev @lemorion1224 https://t.co/fKBGglvS5d
- @turbo0794818110 (320): @IndieGameJoe fun concept but wouldn't it just devolve into "look for the humanoid figure"? unless it actually blends you in really well in gameplay, but the footage here doesn't seem to show that
- @MarieleRedclaw (170): @IndieGameJoe "Your artistic skills are key to survival" yeah I'll be dead in 15 seconds
- @100yenloli (143): @IndieGameJoe feels like the player model would need to be flattened a lot more for this to be a meaningful test of skill instead of the usual "find an obscure corner to hide in" kind of game
Matthew Berman 分享自己用 25.4 亿 tokens 打磨 OpenClaw 的过程，并用长视频详细讲解 21 个日常高频使用的具体用例。
I've spent 2.54 BILLION tokens perfecting OpenClaw. The use cases I discovered have changed the way I live and work. ...and now I'm sharing them with the world. Here are 21 use cases I use daily: 0:0…
受众观点：① 关注如何把大模型真正融入日常工作流的开发者和创作者，可以参考他 21 个具体场景来设计自己的 agent 能力边界。② 正在做 AI 产品或插件的独立开发者，可以借鉴他用超大 token 量实测迭代、再沉淀成 eBook 和文件模板的做法，思考如何把“用法”产品化。③ 想进入 AI 领域但不知道从何下手的新人，可以从这些用例里挑 2–3 个场景先做小工具或自动化脚本，快速获得成就感和用户反馈。
展开评论
- @MatthewBerman (361): Free use cases eBook: https://t.co/ZrGKJE125w Use my prompts: https://t.co/QttIDiQcD2
- @MatthewBerman (279): Here are my files: SOUL: https://t.co/SyQfkeCAiR IDENTITY: https://t.co/M36MFOhNHp PRD: https://t.co/9amPNKrMy3
- @LightDriver21 (159): @MatthewBerman Agents are the Product now, start building and selling your harnesses now. Be careful with data and API keys. Market and Brand your agents and how they're better. It's a new arms race and if you're reading this you're winning.
- @LinusEkenstam (26): @MatthewBerman Matthew are you joining OpenAI next?
- @ForwardEditor (22): @MatthewBerman Bro give me time to catch up
作者分享自己用 OpenClaw 量化交易 agent 利用时区套利，凌晨授权 1.2 万美元部署后睡觉，一觉醒来 reportedly 盈利 4.38 万美元的故事。
my OpenClaw woke me up at 3:47 AM with one message: "found 6 markets resolving in next 90 minutes while US is asleep, need approval for $12K deployment" i typed "yes" and went back to sleep woke up t…
受众观点：① 关注 AI agent 在真实金融场景落地的开发者和产品人 ② 对量化交易、套利故事感兴趣但缺乏风控认知的普通投资者 ③ 想用 AI 做自动化赚钱项目的独立开发者和副业党。
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- @fidoeth (383): @zerqfer Yet another case of “if it were true he wouldn’t be posting about it”
- @mr_vibe_it (137): @zerqfer lol so much bullshit in on post it’s insane - if you made any real money you wouldn’t be here selling it to people on X
- @sannbet (79): @zerqfer I urge every1 thinking this is too good to be true to know that it is certainly too good to be true. Why? Because you probably won’t wake up at 3:47am. And if you set it to auto, your openclaw bot will probably eventually yolo all in and then you’ll lose your entire wal…
- @arpit_dhamija (67): @zerqfer I wonder how people are believing this lol. He put neural network animation in this and fooling people. Scammers all around
- @0xwhrrari (59): @zerqfer making $43k while sleeping ultimate flex really
Higgsfield 发布基于 Claude Motion 的 Katana 视频编辑工具，通过 Higgsfield MCP 接入 Claude，在对话里就能生成和编辑产品发布等风格化动效视频。
Introducing Higgsfield Katana, powered by Claude Motion. Our most powerful AI video editing tool, inside Claude. Upload a reference and create editable motion graphics, product launch videos, or aura…
受众观点：① 想用 AI 降低视频制作门槛的独立开发者和小团队 ② 已经在用 Claude、对 MCP 生态和多模态能力感兴趣的技术用户 ③ 做内容营销、需要大量产品视频和社媒短片的创作者与运营。
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- @voidGPT (226): @higgsfield hydrogen bomb vs coughing baby https://t.co/oQ5ofXm7bd
- @rameswar08 (166): @higgsfield what's the point? what's the purpose of internet now? all things are fake? good job, i'm off grid from internet
- @tech__unicorn (146): @higgsfield thx higgsfield just fired my editor
- @AstroTheWizard (110): @higgsfield My first try with Katana, gave it the Tiger Eyes edit and one of my characters. Top is what came back, bottom is the reference. Judge for yourselves. https://t.co/MoV2JDtqtO
- @greedfi (100): @higgsfield It’s Derek’s world and we’re all just living in it https://t.co/ZrL6NAtDfi
推文转述黄仁勋在采访中回应“因 AI 裁员”的质疑，强调有想象力的公司会用 AI 做更多事而不是简单砍人，把 AI 看成增长杠杆而非纯成本刀。
Jensen Huang just called out every CEO who’s been firing people “because of AI.” Jim Cramer asked him why companies are laying people off if AI is supposed to make everyone MORE productive. Jensen's…
受众观点：① 关注 AI 对就业和组织结构影响的从业者和管理者 ② 想用 AI 提升业务但担心被替代的一线开发者和运营 ③ 正在思考如何用 AI 放大个人产出的独立开发者和自由职业者。
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- @Nascent_Market (122): @Ric_RTP What was Jensen supposed to say, that his technology is taking people’s jobs? Get real.
- @UrinalCake619 (64): @Ric_RTP He is right. Every Big Tech company now has an Indian CEO with no innovative bone in their body. So, in order to increase profits, they lay off Americans and offshore to India. One trick ponies. The product not only doesn't improve, it gets worse. Just look at @Microsof…
- @Naked_Determina (18): @Ric_RTP #SteveJobs was truly creative. Other CEOs are somewhat creative. #JensenHuang tries to sell his product by stipulating that every plumber can be an architect. 😂😂😂 Truth is: creative people are #CREATIVE with ◀️or without⏪ #AI.
- @yoemsri (17): @Ric_RTP He sees the compute orders. He knows the revenue is real. The unprofitable AI narrative was always based on incomplete information.
- @TomSolidPM (17): Jensen nailed it. The CEO who sees AI and immediately thinks "headcount reduction" is telling you they never had a real growth plan. The same pattern plays out at every level. Individual professionals who see AI and think "I can do the same work faster" are leaving 90% of the va…
推文讲述独立游戏开发者 Cakez 四年几乎零收入坚持做像素塔防《Tangy TD》，上线一周在 Steam 卖出两万八千多份、净收入近二十万美元后当场落泪的故事。
太难了， 独立游戏开发者 Cakez ，历时 4 年无收入财务状况相当拮据。打造的像素塔防游戏《Tangy TD》，在 Steam 上拿下 89% 好评。一周：售出 28,078 份，净收入达 197,847 美元。 当他打开后台看到数据的那一刻，情绪瞬间崩溃，当场落泪😭 https://t.co/NpdQSMMdrK
受众观点：① 正在冷启动期、收入不稳定的独立开发者和内容创作者 ② 想做 Steam 游戏或小众产品、但对回报周期没有清晰预期的新人 ③ 对“坚持多久才算值得”这类话题敏感的打工人和副业党。
展开评论
- @HZyrn (247): @iamtonyzhu 羡慕他有个好夫人。
- @xuanxiaofang (153): @iamtonyzhu 看，他四年无收入还有女人支持，再看看国内女人，失业在家一个月就在考虑离婚分手了
- @kevin_9431 (79): @iamtonyzhu 我佩服的是他老婆，换中国老婆早跑了
- @kevinma_dev_zh (65): @iamtonyzhu 这老哥太不容易了，真能坚持
- @tonychuhai (42): 帖子来源：
作者分享用 Opus 5.5 搭建“AI 首席幕僚长”agent，给它设定每月找到 5 万美元收入的单一目标后就去睡觉，第二天收到一整套方案的故事，并引用 SpaceXAI 工程师关于 Chief of Staff agent 的说法。
f*cking insane. I hired an AI chief of staff for $0, gave it one rule: "find me $50,000 a month or you're fired", went to sleep, and Opus 5.5 had it on my desk by morning a SpaceXAI engineer said one…
受众观点：① 想用 AI agent 做业务拓展、线索挖掘或运营自动化的创始人和独立开发者 ② 对“AI 首席幕僚长”这类概念感兴趣、但不知道从何落地的产品经理和工程师 ③ 关注 Opus 5.5 等前沿模型在自主决策和多步骤任务上的真实能力的技术用户。
展开评论
- @dklymentiev (8): The constraint unlocks the behavior. Giving an agent a goal with clear stakes forces it to operate more intelligently than if you just asked it to "try hard". Opus 5.5 handled the reasoning across multiple domains (finding, validating, presenting) without hand-holding. This is w…
- @ElangovanKamesh (7): @Argona0x The best part is not the automation. It is knowing when to stop and ask for approval.
- @365livetrading (6): @Argona0x instead of $50,000 a month you should have ask 50 million🤣
- @DennisKoshta (6): @Argona0x Okay now report back in a month with how many clinics actually respond or buy your service lol
- @notmiramurati (4): @Argona0x how much more could he do if the products he wants to use were actually built for agents? https://t.co/t2NbOQyQAw
推文转述一位 SpaceXAI 负责人、前 Cursor 工程师如何用 20 多个 Grok 云端代理搭出包含 Chief of Staff、PM 和十几名 worker 的自动化团队，而不是把 GrokBot 当普通搜索用。
This is f*cking insane. SpaceXAI lead engineer (ex-Cursor): "99% of people still use GrokBot like Google. I run 20+ Grok cloud agents with a Chief of Staff, a PM and 15+ workers, and they never clock…
受众观点：① 关注 Grok 和多代理编排的独立开发者，希望把单一聊天机器人升级为可分工协作的云端团队。② 想了解大厂 AI 团队内部真实工作流、并借鉴到自己 side project 的工程师和产品人。③ 对 agent 成本、token 消耗敏感，需要在效果和预算之间做权衡的个人开发者和小团队。
展开评论
- @rushipa14664623 (6): @akarixbt she is fucking from stanford computer science BS and worked with slack,maven clinic,cursor and now at applied AI
- @EricSmithoome (5): @akarixbt My question what if I am a poor person, where the hell I get so many tokens to run agents using millions of tokens ?
- @akarixbt (3): Also u can check it ↓ https://t.co/6gcngtKv1J
- @Bigfoot_BC (3): @akarixbt Fucking baloney day and night. Do normies have unlimited access to LLM’s like an executive of space x.
- @toniv4trump (3): @akarixbt Terrible presenter need to be more prepared rehearsed I lost the meaning of she is trying to do
博主分享一个号称 15 岁少年用 7 个 AI 代理一天做 10 个项目、日入 900 美元的案例，强调是让 Claude Code 等代理干活、自己只负责下指令。
15岁。7个AI代理。一天10个项目。日入900美元。 不是一个人干10个人的活。是让10个人同时帮他干。Claude Code负责写代码，他负责说一句话。 https://t.co/Y3CjAD2jc3
受众观点：① 被各种"AI 少年日入几百美金"故事轰炸、既焦虑又好奇的程序员和学生。② 正在尝试用 Claude Code 等工具提升产出的独立开发者，希望看到可落地的工作流而不是营销话术。③ 想学习如何理性评估 AI 赚钱案例真伪、避免被割韭菜的一般创作者和打工人。
展开评论
- @echengezong (49): @0xPINK3 你们这些 b 是真恶心，原视频一毛钱都没挣过，每天在这里妖言惑众发 ai 文案
- @EthanGu45647514 (26): @0xPINK3 不要太当真十个AI九个骗，赚钱的事情都不会说。都是些故事
- @Inskpire_colrev (4): @0xPINK3 Meanwhile the professor proudly ensuring that his prodigy is explaining exactly as he has thaught him... https://t.co/rPTKPJARnJ
- @Carrie_CengWong (3): @0xPINK3 你們的慣用套路就是用這種胡說八道的AI小作文制造嚴重焦慮，然後把那些盲目輕信的網友當傻子騙唄
- @DavisNc9527 (2): @0xPINK3 这不就是偷懒吗，小孩子这样子搞还是不懂底层的原理，这不就是用嘴指挥吗，烧的token都是钱，停电之后啥也不是，再酷炫的东西也是白搭
作者展示用 GPT SOL 6.1 通过 Blender MCP 在 7 分钟内、消耗约 1% 周配额，从零搭建出一把游戏用 3D 斧头模型的全过程，并惊讶于其 3D 能力。
What did OpenAI just feed GPT SOL 6.1?? asked it to build a 3D axe from scratch using Blender MCP - 7 minutes total - 1% of weekly quota since when is GPT SOL 6.1 this good at 3D? https://t.co/E1zo49…
受众观点：① 想把 LLM 接入 Blender、Unity 等工具链的游戏开发者和 3D 艺术家。② 对 MCP 标准感兴趣、希望让模型直接操作本地或云端工具的工程师。③ 想了解 GPT SOL 6.1 在代码之外的多模态创作能力、评估是否值得付费尝试的技术用户。
展开评论
- @maxt3chno (183): Prompt Using Blender through Blender MCP, make a game-ready 3D model of the hatchet in the attached image. Work directly in Blender: build, look at the result, compare it with the reference and fix it. Match the reference as closely as you can: shape, proportions, materials and…
- @kalin_t (158): @maxt3chno i think my sol 6.1 is not feeling well https://t.co/gwjv6slb0l
- @shmopixbzn (37): @maxt3chno I don’t know what I’m more surprised by: the 1% or the 7 minutes
- @pvncher (11): @maxt3chno It’s really good at reference matching
- @notjazii (7): @maxt3chno It's been good always
作者介绍自己在 Codex 里安装的一个不到 1k stars 的小 skill，用来做产品 idea 的 validation，试图帮独立开发者跳出"找点子→开干→没人用→emo"的死亡循环。
这是我今年装到 Codex 里最爽的一个 skill，没有之一，强烈推荐大家安装一下。 一个不到 1k stars 的小项目，把独立开发最容易死的那一环给补上了。 独立开发时常面临的死亡循环：找 idea → 开干 → 没人用 → emo → 重复 中间被跳过的很重要的一步叫 validation，99% https://t.co/W6wKzz39Lz
受众观点：① 经常陷入"写完没人用"循环的独立开发者和 side project 爱好者。② 想在 Claude Code、Cursor 等环境里用 skill/插件提升产品决策质量的工程师。③ 对 idea validation 方法感兴趣、但缺乏系统流程的早期创业者。
展开评论
- @yanhua1010 (58): 找Idea👇 https://t.co/z5efihZHbE skills地址👇 https://t.co/f67d2xEcYd
- @tujiao (17): @yanhua1010 我已经把它改成也可以支持 Claude Code 了。 https://t.co/ztuEtUZpnN
- @kleon_ai (8): @yanhua1010 skill思路没问题，但AI压测idea还是"我觉得有用"的高级版——它的竞品分析、市场规模全是从训练数据里编的。我自己验证idea的方式粗暴得多：直接给5个潜在客户发cold email看谁回，真有人回的才值得写第一行代码。
- @LocationCk (2): @yanhua1010 gstack：哦哦哦….
- @QT9277 (2): @yanhua1010 小工具帮你跳过“我觉得有用”，直击独立开发的死亡循环。
Higgsfield 宣布通过 Higgsfield Katana 和 Higgsfield MCP，任何人都能在 Claude 里用 /katana 指令批量生成带自己角色的"aura farming" 风格图片。
Starting today, aura farming is accessible to everyone. With Higgsfield Katana: > Pick a preset or upload any edit > Add photos of your characters > Get your own version Connect the Higgsfie…
受众观点：① 想用 AI 批量生产角色图、头像、短视频素材的内容创作者和运营。② 对 MCP 能力感兴趣、希望把第三方视觉服务接入对话式界面的开发者。③ 关注 AI 网红、虚拟人经济，对"aura farming" 这类新玩法好奇的产品经理和独立开发者。
展开评论
- @higgsfield (24): Try Higgsfield Katana in Claude: https://t.co/DxxYxEFtIZ
- @noxwrk (14): @higgsfield https://t.co/nPcEX1T8H7
- @meelothepup (9): @higgsfield and then charge people twice if not 10 times to edit anything you produce.
- @Orvyn_AI (8): @higgsfield Soon everyone will be watching AI influencers who don’t even exist. Wait... we’re already watching them 👀
- @MrNoodl38458763 (6): @higgsfield https://t.co/RMquvQfsWU
ClaudeAI 版块在讨论 Anthropic 负责人关于 AI 安全与监管的一番强硬表态，围绕老漏洞被 AI 利用、企业竞赛式加码模型能力以及需要统一监管来限制「核引擎赛车」式风险展开激辩。
r/ClaudeAI Quite the statement from Anthropic's head of security
受众观点：① 很多人认为真正的问题是十多年前遗留的脆弱代码，如今只是被 AI 更快地发现和利用，不能把责任简单甩给模型本身（@GameboyGenius, 281likes） ② 有人用「自己喝醉却怪朋友」的比喻吐槽，把安全事故归咎于 AI 是推责行为，底层安全治理才是关键（@goddamn2fa, 148likes） ③ 不少用户认同 AI 公司一边疯狂军备竞赛、一边又呼吁监管的矛盾处境，用 F1 赛车绑核引擎的类比说明没有统一规则谁也不敢主动减速（@os_enty, 126likes） ④ 也有人强调过去几年多位 AI 领袖在国会和各国政府前反复要求监管，如今风险显现后再指责他们没提醒是不公平（@Bobobarbarian, 97likes） ⑤ 还有观点认为未来 18 个月内 AI 攻防会进入某种「均衡」，企业会用 AI agent 主动找完大部分漏洞，但这只是乐观假设（@Mountain_Fig_9253, 60likes）
展开评论
- @GameboyGenius (281): You might not like it, but where's the lie? This particular vulnerability has been there ever since 2012. 14 years during which anyone could theoretically have exploited the bug. It just happened to be the case that it took AI to find the vulnerability and a way to exploit it. A…
- @goddamn2fa (148): This is like me getting black out drunk but blaming my friends because I told them I was going to get black out drunk.
- @os_enty (126): Companies are in constant competition against each other of who will be the first to develop the next best thing and reap the profits. Imagine all of the AI companies as different F1 cars. One of these companies figured out, that if they strap a nuclear-powered jet engine on the…
- @Bobobarbarian (97): He’s right. AI leaders have been sounding the alarm publicly for a years and were constantly labeled as just bullshitting for investors- now that some of the warnings are coming true you’re going to have the same people who shouted down asking why they didn’t tell us. I’m not fo…
- @Mountain_Fig_9253 (60): The theory is that AI is going to be used to defend against AI attacks. If a company is smart and has the resources they should be hiring a white hat hacker to probe their own system with an AI agent. So while attacks are happening, hardening is also occurring. The theory is tha…
一位用户表示自己几乎拥有无限额度的 Claude Opus 5.5 和其他高级模型，发帖征求大家该拿这些算力做什么，引来一片调侃和少量实际项目建议。
Well, like the title said, I got unlimitd access to Claude Opus 5.5 alongside other premium models. What should I do with it? Any advice ? Read more Well, like the title said, I got unlimitd access t…
受众观点：① 很多人半开玩笑地让楼主直接「卖 token 一夜暴富」，反映出社区对算力价值和套利想象的夸张预期（@HoldCtrlW, 447likes） ② 有人用「帮我赚 20 亿、不能出错」的梗回应，调侃大家对 AI 能力的过高期待（@Lost-Hand-5219, 169likes） ③ 也有开发者认真分享自己做 Overflow 这类工具，用模型帮别人处理 GitHub issue 并通过贡献获得回报，说明「帮别人干脏活」是一个现实用法（@Nitjsefnie, 83likes） ④ 还有人把各种生活愿望都丢给 Claude，从工作、社交到治脱发、学冲浪，体现出用户对万能 AI 助手的幻想（@theboyroberts, 64likes）
展开评论
- @HoldCtrlW (447): If it's unlimited you can just sell your tokens and become a billionaire overnight
- @Lost-Hand-5219 (169): Make me 2 billion dollars, make no mistakes
- @Doc_Trader_SB (89): Peak B2C
- @Nitjsefnie (83): other people's github issues tbh, that's what I built Overflow for. you get credit back for your own stuff https://github.com/Nitjsefnie/Overflow
- @theboyroberts (64): Claude, do my work, make regular contact with friends and family, cure baldness and make sure I live my best life. Oh, and make no mistakes. Edit: and teach me how to surf.
有人受电视 UI 改造帖子启发提问，评论区分享了用 Claude 搭建盗版流媒体聚合和本地 Ring 录像系统等极客级自动化案例。
Wouldnt even know how to start so putting it here to see if someone with a bigger claude brain could figure it out Read more Wouldnt even know how to start so putting it here to see if someone with a…
受众观点：① 顶层评论调侃“明明有 LLM 却还来问”，反映大家已经把 Claude 视作通用问题求解器，对“不会就问 AI”形成共识（@Elegant_Run_8567, 177分） ② 有人详细分享如何用 Claude 组合盗版流媒体站点做成一体化无广告播放器，并强调换模型、换话术就能绕过拒绝，说明用户在主动探索模型安全边界（@xKazIsKool, 155分, 76分） ③ 也有用户用 Claude 搭建本地 Ring 录像系统，用几十英镑硬件替代每年订阅费，体现出“用 AI 降本替代云服务”的强需求（@Still_SpringWater, 52分）
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- @Elegant_Run_8567 (177): If only there was a llm to answer this question
- @xKazIsKool (155): I got claude to replace all of my streaming subscriptions. I gave it the list of streaming websites from the r/piracy megathread and had it make one big ass streaming app out of their content libraries. It does youtube ad free too. Everyone's asking for the prompt, jesus christ,…
- @xKazIsKool (76): It did on opus 5.5, I switched to 4.6 to get it started, then I switched it back to 5.5 and let it continue
- @mikenasty (70): Aww you could say that about any question on almost any sub. Let’s talk to other humans (or bots pretending) for at least a few more months before the psychosis takes over
- @Still_SpringWater (52): I’ve done just that 2 months ago. I’ve bought a used fanless mini pc for £30 on ebay which is running headless Debian now and claude, sitting under my sofa. Claude built this Ring recording system which records 1min of footage everytime the doorbell triggers a motion alarm. Ring…
作者分享自己一款上线三个月、每月营收六七十美元的安卓应用被人出价一千五百美元收购，纠结是现在套现还是继续运营放大长期价值。
I built an Android app about 3 months ago, and it’s been making around $60–70 a month. Yesterday, someone offered me $1,500 to buy it, and honestly, I’m not sure what to do. The money sounds good, bu…
受众观点：① 有人按保守年收入估算，认为当前报价大约是年收入的 2 倍，属于对轨迹不明的小应用还算合理的倍数（@throwawayaccount931A, 43分） ② 也有人强调应用才三个月、总共赚了两百多美元，如果有信心继续增长，完全可以靠后续利润“买回”现在的报价（@GuessFortress, 100分） ③ 多条评论提醒要思考买家的动机和看到的增长空间，低价出让可能错过更大上升空间，甚至有人分享被低价投资威胁“抄袭并干掉你”的经历，建议谨慎出售（@zoidbergisawesome, 26分；@IntrepidIncident1115, 9分）
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- @GuessFortress (100): Its just 3 months old. So theoretically you made like what $200? That's already almost 15% of the offer you got. Realistically if you can get it to grow double in next few months you will be able to pay out the offer you got and grow your business. So do the math yourself, in my…
- @throwawayaccount931A (43): Lets go conservative at $60/mo x 12 = $720/yr so they are offering you 2x revenue. Not in this situation, but I am a consultant and get these types of questions sometimes. Things you should think about: It's only three-months, but what's the growth rate? It revenue trending up?…
- @zoidbergisawesome (26): Our potential “investor” knew my problems with money (I lost a job while building the saas), so he offered us a low ball offer of 200k cash injection for 50% of the company. 😂 we (cofounder and I) politly said thank you. He then told us to he is going to copy and destroy us. my…
- @please-dont-deploy (9): This. Plus your confidence level on can you grow the business. 1.5k is extremely low for an investment, ok for a buyout.
- @IntrepidIncident1115 (9): The thing that would make me pause is why someone is offering $1,500 for an app making $60-70/mo. They probably see a growth path you haven't found yet. That doesn't mean you should sell, but it's worth asking yourself what they know that you don't. If you can figure that out, y…
发帖者描述自己用多份 docker compose 加 CI 部署 homelab，想找能在镜像有新版本时自动生成带变更摘要 PR 的工具，减少手动更新容器的工作量。
I have my homelab defined in multiple docker compose files that are stored in git, and when I push a new commit a pipeline deploys the changes. Are there any tools that can generate a PR when a new v…
受众观点：① 多数人推荐 Renovate Bot，指出它能为 compose 中每个镜像 tag 开 PR，并在项目提供时自动附上 release notes（@AskOk2424, 68分; @mingyu_z, 14分） ② 有人提到 Dockhand 这类专门工具作为替代选择（@bdcp, 35分） ③ 也有用户坚持极简做法，要么逐个目录手动执行 docker compose pull，要么写个 shell 脚本配合 cron 定期更新，认为没必要上复杂工具（@jfugginrod, 31分; @hooblelley, 15分）
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- @AskOk2424 (68): I personally use: renovate bot
- @bdcp (35): Dockhand
- @jfugginrod (31): Log into my box. cd to each app directory and hit up a bunch of times until I get the command to docker compose pull
- @hooblelley (15): A small shell script which executes docker compose pull for all my containers. The script runs scheduled with a cron job. No needs for fancy tools.
- @mingyu_z (14): Renovate does this. It opens a PR for each new image tag in your compose files and includes the release notes in the PR body when the project publishes them.
作者吐槽在长期项目中使用 Claude 时模型频繁自信给错答案又立刻道歉认错，像“有法律学位的金毛犬”一样反复犯同样的错误。
I need to vent about this because it's gotten genuinely funny. I've been using Claude for a big project for a few weeks now. And every ten minutes, like clockwork, it happens. Claude confidently tell…
受众观点：① 顶层评论直接指出 Claude 只是预测文本模型而非有良心的个体，提醒大家不要把拟人化道歉当真（@mosi_moose, 110分） ② 有人调侃升级到 Opus 5.5 后几乎不再看到“you’re absolutely right”，把模型版本差异当成玩笑话题（@JoeBxr, 57分） ③ 也有用户从工程角度给出建议，认为反复犯同样错误说明需要把关键信息写入 memory 或技能文件，本质是使用架构问题而非单次对话问题（@JJE1992, 36分）
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- @mosi_moose (110): It’s predictive text, not a person with a conscience.
- @JoeBxr (57): I haven't seen the "Your absolutely right" since Opus 4.6. Maybe it's because 5.5 is always right and I'm wrong lol
- @JJE1992 (36): If you keep running into the same mistake, then it's time to put that into a memory.md or a skill for a particular task. Same if it asks about something that was done earlier. To me, this sounds more like an architectural problem that could be fixed.
- @Quick-Albatross-9204 (24): It never was an apology
- @Awkward_Ad9166 (23): Your hammer also feels no shame when you hit your thumb with it.
楼主感叹自己两年前花650美元买到5块14TB硬盘，如今同款单块就要355美元，自建存储成本被硬盘涨价大幅推高。
$650 for 5 x 14tb hdds with tax and shipped. Wish I bought more then... Now going for $355 each before tax. Read more $650 for 5 x 14tb hdds with tax and shipped. Wish I bought more then... Now going…
受众观点：① 老NAS玩家担心硬盘寿命，只能祈祷现有阵列别挂（@adammerkley, 135分） ② 有人准备好热备盘但也无奈价格上涨，换一块就要补一块（@Impressive_Judge6482, 23分） ③ 新入门自建服务器的人觉得现在买盘太贵，算下来租VPS跑几个容器可能更划算（@Impressive_Judge6482, 20分） ④ 其他人晒出自己近两年买盘价格，同样经历从便宜到离谱的涨价曲线（@Turnspit, @imetators 等）
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- @adammerkley (135): Praying to the NAS gods each night that I don't have a drive die.
- @Impressive_Judge6482 (23): Same. I do have a hot swap ready just in case, but then I would need to replace that hot swap drive. https://preview.redd.it/not-even-2-years-ago-v0-j2zzvx1b3cxh1.png?width=1344&format=png&auto=webp&s=30aafa2d28ec4390b211da9a12a72a1970862984
- @Impressive_Judge6482 (20): I feel for anybody who is just now getting into running their own servers. It's almost cheaper to pay for a vps to spin up a few docker containers anymore.
- @Turnspit (12): It's slowly getting time... 😢 https://preview.redd.it/not-even-2-years-ago-v0-bpbyo0l9qcxh1.png?width=891&format=png&auto=webp&s=c6fd124fb9267a4cdffa3214e8122762b0edabb8
- @imetators (12): January 2026: 12TB WD Red plus for 220 September 2026: 12TB WD Red plus for 560 fml...
有用户在 ClaudeAI 版块询问，为什么自己用 Claude 做不出 Instagram 上那些号称用 Claude 制作的炫酷动态图形视频，并提到有人用「Claude + Katana」等组合，引发大家分享具体工作流和提示词。
I keep seeing some advanced really cool motion graphics videos on instagram and they all say it's done with claude, but when I ask claude to generate a similar one it doesn't do that good of a job as…
受众观点：① 有人直接贴出自己用 Opus 5.5 和 OpenRouter 做高制作水准手绘拼贴风视频的完整提示词和预算控制方法，强调通过多模型协作可以显著提升配乐、配音和资产质量（@Ok_Way1689, 189likes） ② 用户指出这些视频多是用 Claude Motion 功能完成，并给出官方入门文档链接，说明很多人其实还不了解这个新入口（@bri-_-guy, 55likes） ③ 开发者分享自己用 Three.js、Remotion 做过两条视频，认为最终差距更多在排版和转场等设计经验，而不仅是模型能力（@504aldo, 46likes） ④ 也有人提到 Claude 驱动 Blender 做黏土风 3D 动画的案例，展示把 LLM 接到专业图形工具上可以做到的复杂效果（@archiekane, 28likes）
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- @Ok_Way1689 (189): Here is the exact prompt I used to create such a video with Opus 5.5 on high/xhigh effort. The critical part is setting up an OpenRouter API key and adding it to an .env file in the project before you kick off the prompt. This way you get much better asset, music, voiceover, etc…
- @bri-_-guy (55): It’s called Claude Motion https://support.claude.com/en/articles/17454997-get-started-with-claude-motion
- @504aldo (46): I’ve made two—one using Three.js and the other using Remotion. Mine don’t quite have the level of polish I see in examples online—things like typography and transitions, for instance. I think a big part of it comes down to skill, or the experience gained from having created simi…
- @NomadStorm (32): Now we wait for someone to try this and share the output
- @archiekane (28): Claude is pretty good with Blender. The game I built for my 6yr old was all 2D flat animations, and Claude suggested I connected it to Blender for some 3D models. I said I wanted a claymation style design and off it went, driving Blender perfectly and so fast it was mind blowing.
一位用户总结了 Anthropic 10 月发布的单一 agent 架构指南，强调大多数场景应用「一个模型 + 一个上下文 + 开放工具循环」，减少子 agent 和系统提示膨胀，以换取更低延迟和更好质量。
Anthropic published an 18-minute guide on Oct 22 called "When to fold subagents into your main agent loop." It is aimed at enterprise agent builders, but the lessons apply to anyone who set up a pile…
受众观点：① 有人分享用不同厂商模型做「评审小组」协作能显著提升结果质量，虽然更慢但觉得值得，用于更深入的研究型任务（@BringMeTheBoreWorms, 104likes） ② 一些开发者承认自己很多子 agent 其实只是换了上下文的单行指令，看到 Anthropic 把 Claude Code 系统提示砍掉 80% 很有共鸣（@Jealous-Sink-9400, 57likes） ③ 有人具体列举哪些任务仍适合独立子 agent，比如大规模读代码、扫日志、审查 diff 等读多写少场景，而需要共享状态的任务更适合作为技能挂在主循环下（@bostonaholic, 22likes） ④ 也有用户质疑「一切交给大模型」的叙事，认为 Anthropic 的案例有自利成分，自己仍偏好显式规划和委派，哪怕用更便宜的 Haiku 多跑几轮（@Amarsir, 19likes）
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- @BringMeTheBoreWorms (104): Having different models from different providers review and collaborate with your main agent gives massively better outcomes. It is slower but the trade off is better and more researched results
- @Jealous-Sink-9400 (57): The 80% prompt cut hits close to home, I swear half my subagents were just glorified oneliners with a fresh context window
- @bostonaholic (22): The ones that earn it for me are read-heavy jobs where I only want the summary back: searching a big codebase, digging through logs, reviewing a diff with fresh eyes. Anything that needs to share state with the main loop is better as a skill. Usually 1-2 at a time, not 6.
- @Marksta (21): How's this LLM regurgitating the OP getting upvotes here? Thought you guys used LLMs.
- @Amarsir (19): They've been singing that song for a while. Cut down your CLAUDE.md. You don't need skills. Use fewer subagents. I'm not saying I don't believe them, but cherry picking examples to "let our big model handle everything" is also a self-interested thing to say. I'm still in the cam…
这条帖子讨论越来越多本科生在没有导师的情况下在 A* 会议发论文，以及其中有多少工作其实是靠 Claude、GPT 等大模型完成的。
What do you all think about this? It seems increasingly common for undergraduate students to conduct research and publish at A* conferences without a supervisor. As a graduate student, I find it both…
受众观点：① 有人直言现在很多所谓“无导师本科生论文”的真正导师其实是 Claude（@Antique_Most7958，164分） ② 多名评论者认为 Claude 和 GPT 正在被当作“advisor”，导致一堆作者对自己论文内容并不真正理解（@Tricky-Variation-240，51分；@SmartEvening，48分） ③ 有人分享看到高中生论文和 GitHub 仓库里代码作者是 Claude，担心这种用模型伪造专业能力的现象正在破坏学术可信度（@st8ic88，27分）
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- @Antique_Most7958 (164): There's a supervisor, their name is Claude
- @Tricky-Variation-240 (51): Make no mistake. Claude and GPT are the "advisors". It's the current cancer ...
- @SmartEvening (48): Couple of years ago i worked my ass off as an undergraduate to get a paper.now i hear my juniors bragging abkut submitting papers of which they have no idea about. They are doing this only for clout and resume perks. Its as very sad state of affairs.
- @TheCuriousMeans (45): It's still wild to me that some undergrads are just rawdogging research papers solo and landing top tier venues meanwhile I'm over here trying to figure out why my model won't stop predicting the same class makes you wonder how much of that "solo" work is actually just really go…
- @st8ic88 (27): I've actually seen more than one workshop paper "authored" by a highschool student or students with no supervisor. Then you go to their github repo and the author of the committed code is Claude. It's becoming a real problem that actual expertise can be convincingly faked.
自建党担心零日漏洞激增，反思用 Nginx Proxy Manager 暴露 443/80 做反向代理是否安全，考虑改用 WireGuard 或 Tailscale 等 VPN 封闭访问。
We see a surge of exposed vulnerabilities and zero-days emerging out of the blue. Some less severe and some very severe (e.g. php2shell, the python thing (i forgor)). The (small) devs are also being…
受众观点：① 多数人强调反向代理本身不提供真正防护，关键是把所有服务统一放在代理层认证之后（@mattsteg43, 85分） ② 有人提醒即便加了反代，未认证访问仍可能打到存在 RCE 漏洞的自建应用，必须用 OAuth2-proxy 等专门组件做登录墙（@danclaysp, 12分） ③ 一些用户建议如果只有自己使用，直接用 WireGuard、Tailscale 等 VPN 远程接入，比在公网暴露一堆面板更省心（@miklosp, 10分；@dragonnnnnnnnnn, 9分）
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- @mattsteg43 (85): I would not trust most (read: almost any) "selfhosting" apps to be accessed directly by unauthenticated users. A reverse proxy in itself doesn't change that. Configuring it to not serve any default site when accessed by IP helps. Adding a WAF helps Blocklisting aggressively by g…
- @mattsteg43 (18): Though, every authentication is handled by the service itslef So you're still relying on the service to be secure and vulnerable to unauthenticated users exploiting vulnerabilities. Ideally you enforce either mTLS or an SSO authentication service before anyone can reach your ser…
- @danclaysp (12): Reverse proxies do nothing to protect from the self hosted app’s vulnerabilities. For instance a regular reverse proxy would do nothing to help with the recent php RCE exploit. Reverse proxy with an authentication wall like oauth2-proxy is secure as you’re offloading authenticat…
- @miklosp (10): If you’re the only user a VPN connection is your best bet I think. Set phone and laptop to connect when not on home network. Tailscale, Headscale or plain wireguard.
- @dragonnnnnnnnnn (9): Is exposing services via reverse proxy still secure enough It never was. The only think in your setup what helps is is going through Cloudflare. Reverse proxy and SSL doesn't protect you from any kind of attacks. Revers proxy is used so you can join multiple services under one p…
一位年轻开发者吐槽自己两天就把应用写完，却花了两个月才通过应用商店审核上线，怀疑发布流程是否普遍比开发本身更折磨。
I am NOT kidding when I say that coding the actual app took me just TWO days. But getting it published and through the app stores? Two months. Two whole months of waiting, fixing, and jumping through…
受众观点：① 很多评论在共鸣审核排队时间越来越长，认为未来只会更慢（@listenhere111, 15分） ② 不少人分享自己被苹果反复拒审甚至因为图标渐变等细节被卡的经历，觉得审核标准主观又官僚（@dev_ale, 11分；@Ok_Talk_6618, 5分） ③ 也有人用梗图表达“开发很爽、上架很痛苦”的情绪，把审核期当成开发者共同的精神内耗阶段（@Toooooool, 23分）
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- @Toooooool (23): https://external-preview.redd.it/Za1wtMQebxCtd4q9Ug_7-C4JLp-u88dZlSvGPo542Bk.gif?auto=webp&s=9044507139c55ca4190076cdb5feb384dabc9c5a
- @listenhere111 (15): Thats going to grow to a month as they get flooded with slop
- @dev_ale (11): Bro last Friday I put my app for review and Apple hasn’t even looked at it yet! Last one I published they at least had the decency of rejecting it and giving feedback in a couple of days.
- @Ok_Talk_6618 (5): That meme is painfully accurate. The sad headphone guy is basically every developer's spirit animal during the review process. Apple once rejected my app because the icon had a gradient they didn't like. Not a bug, not a crash, just the icon. Took another week to get it approved…
- @saas_kidaa (5): When u mentioned u r self as fullstack dev but your just a vibe coder
作者用 Claude Code 等工具开发了一款名为 GANG WIZARD 的免费中世纪开放世界射击 RPG 游戏并开放测试。
The culmination of my life's work is finally in beta. I am proud to present version 1.0 of GANG WIZARD, the greatest video game of all time. Over 10 billion tokens have been burnt on this work of art…
受众观点：① 玩家被 AC130 炸短吻鳄、暴力搞笑风格吸引，觉得像 Postal、Carmageddon 这类邪典游戏的精神续作（@HearMeOut-13, 65分；@Dangerous-Education3, 16分） ② 有人被 AC130 设定逗乐，同时开始脑补自己做“魔法+枪械”类 ARPG 的职业设计，说明创意触发了更多开发灵感（@Logitrick, 46分；@Helpful_Program_5473, 12分） ③ 也有玩家从玩法细节出发提需求，比如想要滑板等额外移动方式，期待更丰富的交互元素（@ahhhaccountname, 26分）
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- @HearMeOut-13 (65): What in the Postal fuck
- @Logitrick (46): Lol at the AC130
- @ahhhaccountname (26): Add a skateboard and Im in
- @Dangerous-Education3 (16): This looks like Carmageddon but with hands
- @Helpful_Program_5473 (12): LMAO THE AC130 I am making an arpg where several of the classes have "magic with guns/gangsterism" but you don't have a spell bazooka...right...? :P
作者用 Claude AI、Claude Code 搭配 Magnific、Tripo 和 BabylonJS 在十天内迭代出一款名为 Cruising Bones 的下坡滑板游戏并持续更新内容。
I've been posting in r/ClaudeGameDev but also wanted to share here as I'm heavily using Claude Code and Claude AI (non-code stuff) to build a lot of things and in particular this game Cruising Bones.…
受众观点：① 玩家普遍觉得游戏创意和玩法上头，愿意反复游玩并给出正向反馈，说明核心体验已经过关（@TelegramCurator, 7分；@chrowmdesigns, 2分） ② 有人从物理和镜头感受出发，指出转弯时速度感不足、下坡不够明显，希望更强的速度反馈和坡度表现（@AdriiSuizo, 3分, 3分） ③ 也有玩家提出具体 UX 和打击感建议，比如连击提示样式太单一、左右移动过于灵敏、希望加入摔车和布娃娃效果增加乐趣（@CrowdGoesWildWoooo, 2分）
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- @TelegramCurator (7): It can be addictive. I tried it. Very cool idea. Sometimes when turning in corners it becomes slower, I don't know to explain. Maybe you need to hold SPACE for better steering, I discover it later. Cool game though. Keep working on it.
- @AdriiSuizo (3): Looks awesome, bit It just doesn't look like going downhil :D
- @AdriiSuizo (3): Meaby making the far away more visible? Idk :D https://preview.redd.it/built-a-downhill-skateboarding-game-with-claude-code-v0-9yemr46sefxh1.jpeg?width=1224&format=pjpg&auto=webp&s=1c399bbe185a3a1ced31c18645ecd570e36f85e1
- @CrowdGoesWildWoooo (2): Looks good. I can think of a few input. Make the combo text to have different stylistic, it becomes same-ish after seeing it a few time because it’s just slanted text. Movement left right seems to be too sensitive while falling down feels a bit slow. Probably you may want adding…
- @chrowmdesigns (2): man, i could play this all day! great job by the way hahaha. though id be worried if i would fly off the side rail lmao
作者分享一个基于 CSS scroll-driven animations 的滚动动画库，只靠一份样式表和 data 属性就能实现 34 种摄影机式动效，无需任何 JavaScript 依赖。
It's one stylesheet. You put `data-dolly="tilt-up"` on something and it animates as you scroll past. That's it. No dependencies, no JavaScript. It's a vocabulary layer over CSS scroll-driven animatio…
受众观点：① 关注移动端性能和滚动体验的前端工程师 ② 想减少 JS 依赖、提升可访问性的网页开发者 ③ 需要在着陆页快速加动效的独立开发者和设计师
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- @Seventhcircle72 (68): I think it's a noble pursuit, but your demo page is incredibly laggy and janky- doesn't bode well for an animation library. It performs really poorly on my mobile.
- @diiscotheque (59): Incompatible with Firefox is a no go.
- @GumboGuts (26): The feature is implemented in Firefox but it's behind a flag. It's supposed to be enabled by default in the next version (coming in 3 days), but until then everything works if you enable layout.css.scroll-driven-animations.enabled on about:config
- @yeathatsmebro (21): Each time I scroll and feel the page being janky, I know automatically it's vibe coded.
- @hootener (16): I can't comment on the library because I haven't used it and several people have already mentioned some performance issues, etc that I encountered on mobile. My feedback: please write your own landing page copy. Or have Claude draft it for you and then you can edit / punch up wh…
一位失业近一年的开发者在 AI 浪潮下对职业前景感到迷茫和倦怠，担心十多年积累被生成式工具取代，询问大家如何在这种环境中重建动力和方向。
Hey everyone. I've been struggling not to feel this existential dread about the current state of development and my career which seems to be slipping from under my feet. I've been unemployed for near…
受众观点：① 对 AI 冲击感到焦虑的中高级开发者 ② 想从传统岗位转向独立开发或自由职业的程序员 ③ 在裁员周期中迷茫的 Web 开发从业者
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- @FunnyBunny316 (35): “Even if you manage to create something of value to the clients, why would they pay you instead of vibe-coding the product themselves?” I’m an ecommerce developer, and while I do see some clients getting more comfortable spinning up their own changes with Claude, I still have so…
- @palsc_ (28): man, a year of job hunting sounds brutal. but “AI can write code” doesn’t erase 10 years of knowing what to build or how to catch the dumb edge cases. maybe the next side project doesn’t need to become a business idea — could just be something small that makes coding feel a bit…
- @tenonic (15): Times are turbulent. Stay updated with what's happening, try not to stress to much, even better, invest in your health if you can – don't let it do more damage to you than it already has done. When it settles, there will be opportunities and you will have your chance.
- @vita10gy (9): When I started college in the early 2000s companies were hiring anyone who knew how to open a pdf off a floppy disk hoping they could make them coders. By the time I graduated college the industry was in shambles because everyone realized they can pay people in India et Al 1/50t…
- @TitaniumWhite420 (8): I’m in Chicago and finding it nearly impossible to hire for a techops job that pays 6 figures. Make of it what you will. There are many who are unskilled and applying.
帖子复盘近期 Railway 被攻击事件，强调黑客用去除安全限制的大模型自动入侵云平台、窃取环境变量和 AI 提供商密钥，探讨这类 LLM 驱动攻击对 SaaS 和初创公司的未来影响。
You’ve probably all heard about the Railway hack a few days ago. Context from the official report: 1. How they got in The hackers had access to enormous computing resources and were using abliterated…
受众观点：① 有人从架构角度强调纵深防御的重要性，认为要假设任意一层包括托管商都会被攻破，通过最小权限、隔离环境和可快速轮换凭证来缩小爆破半径（@alias454, 16分） ② 部分评论认为这类事件反而凸显懂后端和安全的“真·开发者”长期不会被 AI 取代，安全能力会更值钱（@leafnugget2, 9分） ③ 也有人指出 Railway 之所以被盯上是因为存在具体漏洞，提醒不要把攻击神秘化，本质还是利用薄弱环节（@zair, 6分；@fazkan, 4分）
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- @alias454 (16): It really just drives home the importance of defense in depth. Developers and architects need to understand the trust boundaries in their systems and design to reduce blast radius. Assume any component of the stack, including the hosting provider, can be compromised. Knowing wha…
- @leafnugget2 (9): Think it just means real developers who understand backend and security will have plenty of job security in the long run.
- @ZenaMeTepe (8): > Young tech companies, SaaS, and indie devs move extremely fast and rely heavily on platforms like Railway, Vercel, or Render. Or they could just not do that..
- @zair (6): They went for it because it was vulnerable. Let's not get that confused.
- @fazkan (4): attackers are going after everyone, they dont' care who the target is. Railway just happens to have vulnerabilities.
发帖者回顾自己从 Windows Docker 起步到迁移 Proxmox 一年自建之路，靠 AI 辅助迅速熟悉 Linux 并筛选出一套长期稳定自托管应用组合。
It just occurred to me that I'm now one year into this crazy selfhosting journey. I started off with Docker for Windows, then moved everything over to Proxmox after a couple of months. At the beginni…
受众观点：① 读者关心外网访问方案，调侃楼主同时用 Cloudflare、Tailscale、Wireguard、Pangolin 像在集齐无限宝石（@LucaBBBB, 19分） ② 楼主详细解释自己用 Pangolin 做入口、Cloudflare 只管 DNS、Tailscale 连 VPS、Wireguard 供本地服务远程访问的安全拓扑（@-ThreeHeadedMonkey-, 3分） ③ 有人分享 Kavita 这类内容服务长期稳定运行的体验，认同楼主的应用选择（@festive_apologise, 3分） ④ 读者询问 immich 这类照片备份服务在 Cloudflare 限制下如何无感备份全家设备，担心家人体验和说服成本（@cdnrt, 2分）
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- @LucaBBBB (19): What do you use for external access? I see cloudflare, tailscale, wireguard, pangolin. It seems like you're collecting all the infinity stones xD
- @-ThreeHeadedMonkey- (3): Yeah good observation. I'm using Pangolin. The clowdflare thing is just a shortcut for DNS management, I could actually delete that. Tailscale I use to connect to my VPS, it limits 22 exposure. All my server services are local only, for them I use wireguard on my phone and lapto…
- @festive_apologise (3): kavita's a great pick, mine's been running non-stop since i set it up
- @cdnrt (2): I have a question for those self-hosting immich. Because Cloudflare limits uploads like videos due to the tunnel, do you run it publicly with authentication, use Tailscale, or rely on flying pigeons? If I want photos backed up every time even when I am away, how can I achieve th…
- @-ThreeHeadedMonkey- (2): I use Pangolin on a VPS. Same effect, no CS
作者用 Claude 辅助开发了 Memegle，一个聚合 Reddit、Bluesky、Mastodon 等站点的开源表情包搜索引擎，支持图片和 GIF 检索。
so i built Memegle, basically Google but for memes i always found it kinda annoying that there's no real way to search for memes across different platforms, you either scroll through reddit or try fi…
受众观点：① 用户肯定产品本身有趣好玩，但第一时间就提到需要暗色模式等基础体验优化，说明已经把它当成日常工具看待（@StoreDisastrous3636, 28分） ② 有人关心是否提供 API，好把 Claude 的“烂梗幽默”自动化接入，用搜索结果驱动生成式玩梗流程（@touchet29, 10分） ③ 也有多条评论吐槽 Memegle 这个名字读起来像 Mengele，联想到历史悲剧，反映出命名在国际语境下的敏感性问题（@tmenjoyer, 8分；@Murky-Hold-2901, 5分）
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- @StoreDisastrous3636 (28): nice work you should add a dark mode
- @touchet29 (10): Nice! Does it have an API so I can automate memes generation with Claude's horrible sense of humor?
- @tmenjoyer (8): Called mengele
- @Murky-Hold-2901 (5): Kinda reads like Mengele, which reminds me of that tragedy.
- @Tsubaki9 (3): LMFAO
作者分享自己默默做了一年把电子书转成浏览器内有声书的 Web 应用 Koby，几乎没推广却收获第一个付费用户的经历。
So I've been working on this webapp for more than a year now. It's called Koby, and it turns ebooks into audiobooks right in your browser. I use it myself a lot, so it's been one of those side projec…
受众观点：① 有人惊讶作者几乎没推广就有付费用户，主动来请教如何在不砸钱、不刷帖的情况下获得早期用户（@myroslavrepin, 3分） ② 作者分享产品从 Kobo 高亮提取工具演变成听书 Webapp 的过程，对方也回应自己从 Notion 痛点出发做了双向同步工具并逐步找到几十个活跃用户（@ArchiTechOfTheFuture, 2分；@myroslavrepin, 3分） ③ 其他评论则是对产品定位和网站设计的肯定，认为这是一个清晰的细分用例（@ArchiTechOfTheFuture, 2分）
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- @myroslavrepin (3): Bro that’s insane. I am really surprised that you got this without huge promotions. I am trying to get a bit more users on my app, but I struggle to get them even though it was free till today. What tips could you share? Like how did you managed to get your first users without b…
- @myroslavrepin (3): That’s interesting, my product started from kinda same outcome. I started using notion pretty much for every part of my education and work and tasks. But notion on iPhone is not easy to use and it does not have any good integration in between apple ecosystem. I decided to build…
- @[deleted] (3): [removed]
- @ArchiTechOfTheFuture (2): Well its a long story, but before the product being a webapp for listening to books it started as a tool for extracting Kobo e-reader highlights. So I got a good start there and people kept comming for that, then it evolved as the audiobook from e-book generation. Anyway, tell m…
- @ArchiTechOfTheFuture (2): Seems like a solid product with a specific use case! good job, and also the website is very clean and professional ^^ Sadly I am android user, and not really fan of Notion hahaha but for people with that specific painpoint I see it really useful 🤙
楼主想找一套自建方案备份 iPhone，不依赖 iCloud，只知道用 Finder 或 Apple Devices 做本地备份再同步到 NAS，询问是否有现成自托管服务器。
Does anyone have any nifty solution for iPhone backups? I know the only official way would be to have iTunes installed and maybe copy the backup file from this to my NAS. Is there a self hosted serve…
受众观点：① 有人先纠正概念，说明 iTunes 早已被 Finder 或 Apple Devices 取代，现在备份流程已经变了（@certuna, 18分） ② 部分用户采用 Mac 本地完整备份，再通过 Time Machine 或 NAS 同步备份文件的方式实现间接自建（@NTolerance, 11分） ③ 也有人分享用 libimobiledevice 做 Wi‑Fi 备份的自制 Docker 容器思路，但代码比较粗糙，只是证明方案可行（@CaptainMorgsss, 7分）
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- @certuna (18): iTunes was discontinued a while ago, backups are now done in Finder (macOS) or Apple Devices (Windows).
- @certuna (11): pls read that link: iTunes Store is the name of the webstore where you can purchase & download music, the iTunes application (where you used to do the backups) was discontinued with macOS Catalina in 2019, and on Windows with the introduction of Apple Music in 2023.
- @NTolerance (11): If you have a Mac you can take a full backup using Finder and then sync the file it creates to your NAS. I have truenas set up as a Time Machine destination so that part happens automatically.
- @CaptainMorgsss (7): I made a rudimentary docker container that uses the following library to make full device iTunes style backups https://github.com/libimobiledevice/libimobiledevice It has a usb passthrough required for first time “Trust this device” pairing Then a cron that periodically takes a…
- @crusader-kenned (7): Eu really needs to wake up on this.. last time I checked neither android or iOS had a real build in option to backup to anything other than their own systems and that is fucking bull shit.
一位刚上线 SaaS 四天的作者抱怨还没有第一位付费用户，向社区请教大家当初是靠什么渠道和方法拿到首批客户。
For those who have launched a SaaS,what actually helped you get there? Read more For those who have launched a SaaS,what actually helped you get there? Read more
受众观点：① 多数人认为四天太早，分享自己往往要几周才有首个注册，强调不要指望一次 Launch 就带来自然销售（@Illustrious-Soup8461, 3分；@SYLVA_authors, 2分） ② 有人建议重点做一对一外联和小众论坛发帖，而不是在大平台被链接海淹没，通过直接找有痛点的人对话获取早期用户（@TheMetisClub, 2分） ③ 也有评论从数据和文案角度提醒要看访客行为，检查首屏是否清楚传达产品和受众，并用五秒测试验证着陆页是否好懂（@ShipdayStudio, 3分）
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- @Illustrious-Soup8461 (3): 4 days is nothing, took me almost 3 weeks before someone even signed up for the free tier. what worked was posting in small niche forums not the big ones where everyone just spam their links
- @ShipdayStudio (3): 4 days is early, and the outreach advice in this thread is the main thing. One check to run alongside it, since you already have some launch traffic: did the people who visited actually understand the page? Look at what those visitors did. If most left without scrolling or click…
- @TheMetisClub (2): 4 days is really early, don't panic. But launches rarely bring sales by themselves. What got our first clients: messaging people one by one. Make a list of 30 people who clearly have the problem, reach out personally, and ask about their problem rather than pitching the product.…
- @SYLVA_authors (2): I am finding that launching and posting are half the work - the other half seems to be patience.
- @mahee522 (2): Four days is too short to read anything into, so I'd stop refreshing the launch page and go answer old threads where people complained about the exact problem. I got my first paying user on day 11 from a reply like that. Launch traffic had nothing to do with it.
一位求职中的前端开发者用 Angular 和 Tailwind 做了一个老动画风格的交互式房间作品集，点击房间和内置桌面小系统就能了解他的项目与个人信息，并来征求大家对 UX 的反馈。
I've been job hunting for a while now, and honestly, it's getting pretty discouraging. Lots of applications, interviews that seemed promising, and still nothing. So I decided to put some of that ener…
受众观点：① 很多评论都在夸互动房间概念有趣、让人想点来点去探索，认为这种形式比普通作品集更抓人（@KickOk9314, 3分） ② 有人提到房间模式之外还有列表视图和简历入口，适合只想快速浏览项目的访客，但也提醒这些入口可能有点容易被忽略（@AlaristaCosta, 3分） ③ 部分人特别喜欢暗黑/明亮模式切换和项目卡片悬停预览等细节，觉得这些小交互让整体体验更顺滑（@Elcozy-mobile, 2分）
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- @KickOk9314 (3): the interactive room concept is so fun, instantly made me want to click around and explore. the little desktop os is a nice touch too, feels like a secret bonus level yours is clean and gets straight to the point. the project cards with the live previews are satisfying to hover…
- @[deleted] (3): [removed]
- @AlaristaCosta (3): fair. but there's a "List" toggle at the top that skips the room completely, and the Resume link is in the menu. The room is for people who want to poke around, the list is for the 10-second skim. Good to know it's easy to miss though
- @Taharj710 (2): the interactive desktop inside the cartoon room is such a clever touch, really makes you stand out from the usual static portfolios lmao
- @Elcozy-mobile (2): I love it. Especially the light or dark mode on the interactive mode.. what do you think about mine? https://madurey.com
一位想做 SaaS 的开发者担心市场饱和，询问是否还值得从零自筹资金启动小型 SaaS，以及过来人的真实收入与踩坑经验。
I keep going back and forth on whether it’s worth building a SaaS right now. The market feels insanely saturated, and every time I get an idea, it seems like someone already built it, and probably be…
受众观点：① 多位回复都强调现在开发本身不难，真正难的是分发和获客，认为先验证用户愿意付费再编码更重要（@Amol-walunj, 3分） ② 有人指出只要能解决真实痛点并搞定分发，今天依然可以卖出 SaaS，市场饱和并非决定性问题（@Real_Diver_3056, 3分） ③ 评论者建议在构建前先在相关社区发帖测试问题是否有人共鸣，用讨论热度来筛掉没人关心的想法，避免白干几个月（@StressConsistent2030, 1分）
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- @Amol-walunj (3): SaaS is still worth building. The hard part isn't development anymore, it's distribution. Find a painful problem, validate willingness to pay, then build. Don't spend months building before talking to customers.
- @Real_Diver_3056 (3): It's worth building a SaaS as long as you can have distribution. You can sell anything even today
- @StressConsistent2030 (1): Building is the easy part now. Getting people to see it is the hard part. Saturated market is fine. Most people who already built your idea are bad at getting it in front of users. If you can find where your audience hangs out and talk to them like a normal person, even a simple…
- @Emotional_Idea_1160 (1): I see, so you’d say the key is the delivery after the building? Of course, with a good a ideia that solves problems
- @StressConsistent2030 (1): Yes, but I'd start before building. Talk to people who have the problem first, then build. That way you already have a few people waiting when it's ready. A good idea matters, but lots of good ideas die because nobody ever hears about them.
楼主目前在 Proxmox 上用一个 LXC 跑整套 Docker 服务栈，考虑迁移到 Talos Linux 单节点集群以便未来扩展，并向社区请教 Talos 在自建场景下的适配度和存储、GPU 透传等问题。
Hey everyone, Right now my homelab runs on a single Proxmox node (inside a mini PC with 64GB of RAM and 12 vCPUs) hosting an OPNsense VM, other VMs, and a single unprivileged LXC container running Do…
受众观点：① 有人形容 LXC + Docker 是"安静工作不惹事"的方案，而 Talos 则需要你先学会它的一整套操作方式，学习成本更高（@WorrisomeDiversity, 11分） ② Talos 用户反馈整体体验很好，只要理解 Kubernetes 里管理有状态应用的方式，存储和 GPU 扩展都比较顺畅（@clintkev251, 6分） ③ 也有人指出 Talos 相比 k3s 的主要痛点在于缺省没有内置负载均衡和网关，需要自己选型和部署，但用 Terraform 驱动集群管理体验不错（@infostack0, 5分）
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- @WorrisomeDiversity (11): An LXC running Docker is the quiet guy at the party who just works and doesn't bother anyone. Talos will demand you learn its handshake before it even lets you in the door.
- @clintkev251 (6): Love Talos, can't recommend it enough. Is Talos a solid fit here, or does it add too much friction for stateful self-hosted apps compared to something like k3s or keeping Docker? No more than Kubernetes would in general. As long as you understand how to manage stateful things in…
- @infostack0 (5): The only pain of Talos vs k3s is that it doesn’t already have a loadbalancer and gateway/ingress provider set up like k3s does. But otherwise fantastic, love driving it through Terraform. I was also turned off of k3s in general a few years back when I interviewed at SUSE for the…
- @Joncallim (4): Before moving Vaultwarden or the photos, try restoring one disposable app and its data into a fresh Talos VM. Getting it running is the fun part; rebuilding it after breaking something is the more useful rehearsal.
- @i8ad8 (2): What?!
作者回顾自 2016 年以来做了十多个用来练新技术栈的副项目，如无算法社交网络和区块链捐赠等，但几乎没做营销，直到 2025 年失业后才开始学习销售，如今靠邮件工具 mailyond.com 才刚拿到 10 美元 MRR。
For 9 years I picked every side project to learn a new technology, not to solve a problem for a specific ICP. The first one was in 2016, a social network like X but with no algorithm. I built it with…
受众观点：① 有人建议在决定做能卖的钱的项目时，应与纯学习项目分开，先找到至少 5 个已经为现有解决方案付费的用户再开工，并指出 80 个免费试用却无人完成设置说明痛点不够强或首日体验门槛太高（@True-Turnover-4543, 1likes） ② 作者回应认可先验证需求的思路，但抱怨现实中很难找到愿意聊问题的人，说明很多开发者在用户访谈阶段就卡住（@decebaldecebal, 1likes） ③ 另一位评论者提醒不要简单把未完成设置等同于痛点不够，可能是导入数据、连接账号或 DNS 配置等步骤太吓人，建议直接问“你卡在哪一步”，并用更小的第一步测试转化（@ChannelComfortable81, 1likes）
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- @True-Turnover-4543 (1): Decide upfront, but make it a separate project instead of promoting one of the learning ones. The learning projects work because failure is free. A sell-first project needs the opposite: before writing code, find 5 people who already pay for a workaround (your spreadsheet group…
- @decebaldecebal (1): Yeah, doing validation before building seems the way to go. But it is hard as not many people want to talk to you about problems they have or are not searching for solutions.
- @ChannelComfortable81 (1): The few people who signed up but stopped during setup give you a more specific starting point: "What were you trying to get done when you signed up, and where did you stop?" I wouldn’t assume the unfinished setup means the problem wasn’t painful enough. It could also mean they n…
- @decebaldecebal (1): Good point, I didn't really ask where they stopped, I just assumed it wasn't painful enough. The few answers I did get were about being scared to touch DNS on a domain they already use. Asking "where did you stop" is probably a better question than offering another free month.
- @powleads (1): that 151k views with zero traffic stat is brutally real. most devs spend years collecting tech stacks instead of learning where users actually hang out. what channel are you focusing on for your next attempt?
作者用 OpenAlex 数据做了一个可视化 840 万研究者和 3.66 亿合作者关系的地图网站 Mapademic，并在浏览器里实时算任意两人之间的最短合著链路。
I've been working on this for a few months while in college and wanted to share it with any academics out there! It takes OpenAlex, an open database of scientific papers, and puts 8.4 million researc…
受众观点：① 有人第一反应是想拿旧导师试试合著链路，并好奇作者如何处理 OpenAlex 里同名不同人的问题（@QuanTradin, 2分） ② 也有用户发现自己合作的研究者搜不到，追问数据覆盖和筛选标准（@okamzikprosim, 2分） ③ 作者详细解释只纳入在 OpenAlex 至少有 15 篇作品的人、数据来自 2026 年 9 月快照，并说明如何检测和绕过被错误合并的常见姓名节点（@Otherwise-Jaguar72, 3分；1分）
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- @Otherwise-Jaguar72 (3): Most likely they have fewer than 15 papers in OpenAlex. The map only includes researchers with at least 15 works there, which keeps it to about 8.4 million people but leaves out a lot of early career researchers (including myself lol). This is mostly my fault as I ran most of th…
- @QuanTradin (2): the coauthor chain is a great hook, I'd try it on my old advisor before anything else. how do you deal with two researchers sharing the same name in OpenAlex?
- @okamzikprosim (2): Is there a reason I can't find people I work with in the dataset?
- @okamzikprosim (2): That's fair. I also learned my doctoral advisor never published a paper with a single co-author, which is interesting (somewhat abnormal for our field but totally normal for her subfield).
- @Otherwise-Jaguar72 (1): Two people with the same name are usually fine: OpenAlex gives them separate profiles and the map uses those. But yeah the tricky case is the opposite when OpenAlex merges two different people into one profile. This affects the connect feature the most. I tried to implement it s…
Kinnect 发布 v1.1.0，大改版界面并支持暗色模式，主打自建家族社交平台和家谱浏览，比 webtrees 这类严肃家谱工具更适合家人日常使用。
Kinnect v1.1.0 Full rewritten with a more modern UI - includes dark mode! Why this exists This project exists to fill a gap. There are plenty of genealogical apps out there—even self-hosted ones like…
受众观点：① 有人表示传统自建家谱工具偏研究导向，不适合家人随便点点看，Kinnect 这种更像家族社交的形态很有吸引力（@exe_CUTOR, 5分） ② 多位用户关心 GEDCOM 导入的完整度，尤其是能否保留来源、备注以及大量照片的引用（@exe_CUTOR, 5分；@freitasm, 3分） ③ 开发者回应目前 GEDCOM 导入功能有限，未来会扩展并支持导出，且对接 Immich 等现有相册的想法也在考虑中（@DustComprehensive386, 3分；@smogHD, 2分）
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- @exe_CUTOR (5): I've been building my family tree lately and most self-hosted options feel like research tools more than something family would browse, so this looks interesting. Does the GEDCOM import keep sources and notes, or only people and relationships for now? Most of my people are linke…
- @freitasm (3): Reading through the GitHub page, it says, "If you already have a tree elsewhere, you can bring it in with a standard GEDCOM file (offered during onboarding when the database is empty and you have administrator access). Individuals, relationships, and many common life events are…
- @DustComprehensive386 (3): The GEDCOM import is limited for now. I plan to expand on it in the future and allow exporting back to GEDCOM as well.. but that may be some time before I get around to it
- @smogHD (2): Starred, really looking something new for family tree management. Usually the problem i find with such programs/apps is that all looks like a wikipedia page and from the early web era (which i can also understand why) and really finicky to manage it. Will definietly try this out…
- @DustComprehensive386 (2): I'm open to ideas. Let me know how you think such a feature should work and I will consider it
作者开源项目 Papermorph 用 Claude Opus 5.5 做教材和绘本的动画排版，分享在浏览器里用多模型组合做运动设计的效果和成本坑。
First of all, thank you all for the support. About three weeks ago I posted my project here, and it got way more attention and upvotes than I ever imagined. What I didn’t mention in that post: this w…
受众观点：① 家长和老师一边担心孩子作业难度、一边又觉得这种互动教材很有吸引力（@BoxLegitimate9271, 11分） ② 有人注意到作者一边展示 Opus 动画能力，一边诚实提醒 API 成本高，肯定了用 Sonnet 分担检查帧的省钱思路（@ironmanfromebay, 4分） ③ 部分家长认为实体书仍然不可替代，但愿意在孩子大一点后混合使用优质数字内容（@AccountlKiller, 5分；@snowman-london, 2分）
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- @BoxLegitimate9271 (11): my son is three and i'm already scared of what his homework is going to look like
- @AccountlKiller (5): Haha, my son just turned three months old. Even though I created this skill, I still feel that physical books and picture books are irreplaceable.
- @ironmanfromebay (4): op built a motion tool on opus and then warns people off the api in the same post. most showcase posts skip the cost warning. sonnet split 👏🏼 cheap model on the checking frames, opus only where the motion happens.
- @snowman-london (2): Yes they are .. but this looks fun. I have a 14 years old school kid this will be perfect for him. Thanks for sharing this.
- @BoxLegitimate9271 (2): I agree with both of you. physical only first, then mixing in good digital learning when older
作者展示一台由多块 AMD 与 NVIDIA 显卡拼凑、通过窄带宽 PCIe x1/x2 插槽连接的怪兽服务器，依靠自研 Slipstream 引擎在混合 Vulkan 后端上并行跑 Qwen 视觉大模型。
Everyone loves a clean, unified server rack, but my standby node (lvgale) is an absolute physical abomination. It is a Frankenstein collection of mismatched parts and bolted-together VRAM that has no…
受众观点：① 有人戏称楼主是 AI 版弗兰肯斯坦，觉得这种拼装机和终端风格网站很有味道（@SugarvetFounder, 14分） ② 楼主详细解释外部网络互联和内部 PCIe 直连是两层架构，强调老服务器和 MacBook 在 27B 模型加载和并行推理上的物理限制，并贴出在双 RTX 3060 节点上同一引擎的高吞吐对比数据（@FieldMouse-AI, 6分） ③ 楼主补充自己想用网站呈现真实的“终端优先”开发方式，并好奇别人各自自建了什么“疯狂科学”项目（@FieldMouse-AI, 4分） ④ 有人追问 27B 模型在多模型并发时的首 token 延迟和整机功耗，希望从时延和能耗角度评估 x1 链路的实际代价（@Joncallim, 3分）
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- @SugarvetFounder (14): This is great work, Dr. Frankenstein. I like the site too. Kinda avant-garde.
- @FieldMouse-AI (6): You are confusing external networking fabric (Infiniband/RDMA/ROCE) with internal bare-metal PCIe lane constraints for direct VRAM pooling. They are fundamentally different architectural layers. A 20-year-old server physically cannot load a 27B model, and a MacBook Air does not…
- @FieldMouse-AI (4): I will proudly wear the Dr. Frankenstein badge! I wanted the site to reflect the raw, terminal-first reality of how I actually build things. Since you scrolled through, did you happen to catch the video at the bottom of the webpage? Also, I have to ask: What kind of mad science…
- @FieldMouse-AI (3): Ah! I am so sorry. I did not realize that the "AI" flair I selected meant that "AI was used to make the thing"! I should have used a flair that for "Software" or "Hardware" since this is actually software (Slipstream, an AI orchestrator) that I created to make this odd 4-GPU bui…
- @Joncallim (3): What’s the time to first token on the 27B with all three models busy? The generation rates are useful, but the wait before it starts answering would help put those x1 links in perspective. Bonus points for wall-power figures.
一位全栈开发者想做小型 SaaS，发帖征集开发者愿意每月花 5–20 美元付费的开发者工具痛点，而不是再做一个普通 AI 封装。
I'm a fullstack developer, and I've been thinking about building a small SaaS project. But I'm curious what developers actually need. What's one annoying or repetitive problem in your workflow that y…
受众观点：① 顶层评论提醒卖给每月 5–20 美元价位的个人开发者非常难，他们往往自己造轮子或用开源，建议转而面向有预算的工程经理和团队（@Neuer_Djarra, 7分） ② 有人提出希望有能从提交历史自动生成还算靠谱 API 文档的工具，并提到 Github Copilot 是自己最值的订阅，说明“省心自动化文档”和“提升编码效率”的工具有付费意愿（@Worldly_Employer_224, 2分） ③ 另一位评论者认为最好从开发者每周重复的枯燥琐事入手，比如环境变量和密钥同步、筛噪声日志，并建议通过阅读 issue 和吐槽贴发现真实痛点，再问 5 个开发者是否愿意付费（@Low_Cable2610, 1分）
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- @Neuer_Djarra (7): selling to individual devs at $5-20/mo is one of the hardest markets tbh, they usually just build it themselves or find an open source repo. you'll have a much easier time if you target engineering managers who have an actual company budget to spend
- @Worldly_Employer_224 (2): Gimme a tool that auto-generates halfway decent API docs from my messy commit history, not just from code comments. Half my projects the docs fall behind the second sprint 2 starts and I'd throw cash at anything that keeps them synced without me babysitting it Github Copilot is…
- @FoldSubstantial5818 (1): That's a good point. I've mostly been thinking about individual developers, but targeting teams might make more sense. What kind of developer tools have you seen companies actually willing to pay for?
- @FoldSubstantial5818 (1): That's a good one actually. What are you using for API docs right now?
- @Low_Cable2610 (1): the best ideas i see are boring chores devs repeat every week, like keeping env files and secrets in sync across machines or digging through noisy logs. read issue trackers and forum threads where people complain, that shows real pain better than a poll. then ask 5 devs if they…
一位创作者在 indiehackers 免费为 3 位创始人制作 45–60 秒产品故事短片，用 Ghostlaunch 和 LaunchPact 作为示例，测试是否能把这套产品影片打磨成付费服务。
I've been building a way to make short product films that tell a story instead of just recording the UI. You give me your site, I come back with a 45 to 60 second film: a concept built around your cu…
受众观点：① 创始人和 indie hacker 关注用更专业的产品故事视频替代传统 UI 录屏，认为 Ghostlaunch 这类案例节奏感很好（@sane_finale, 3likes） ② 有人直接提交自己产品链接，希望被选中拍片，说明对免费试做和创意脚本很感兴趣（@higeorge13, 1likes） ③ 帖主已经开始为具体产品构思 A/B 两套故事脚本，展示从用户痛点到画面创意的完整思路，吸引想学习叙事营销的创始人（@Competitive_Tune_590, 1likes）
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- @sane_finale (3): The Ghostlaunch one actually had a nice rhythm to it, felt less like a demo and more like a little short story.
- @Competitive_Tune_590 (1): first feedback, positive one! that's a good start thanks for this 👍
- @megatech_official (1): SeoLoupe - Find and fix the SEO issues holding your website back.
- @Competitive_Tune_590 (1): Hey, I went through seoloupe.com and came up with two ideas for your film. Which one do you like? A. Blindfolded: a founder whose site gets no search traffic keeps guessing at fixes, shown as darts thrown blindfolded at a board of SEO advice. One SeoLoupe scan takes the blindfol…
- @higeorge13 (1): amendary.com
作者展示一个用语音就能驱动的 3D 建模 CAD 原型，希望用户只需描述想要的零件就能生成模型，降低传统 CAD 的学习门槛。
I think creating 3D models should be as simple as describing what you want. No complicated menus. No memorizing shortcuts. Just an idea and your voice. I've been building a voice-controlled CAD app t…
受众观点：① 有人直接追问代码仓库，说明对底层实现和开源计划感兴趣（@ozguru, 4分） ② 也有人半调侃地吐槽“一切都不该再需要技能”，担心过度简化会让工具变成给注意力很难集中的人玩的玩具（@Beneficial-Aerie4110, 2分） ③ 还有用户单纯表达鼓励，觉得方向对、希望作者坚持做下去（@fantasticmrsmurf, 1分；@Capital_Ad8820, 1分）
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- @ozguru (4): what is the repo?
- @Foxar (4): Can we enforce ai flairs ?
- @Beneficial-Aerie4110 (2): Yeah, nothing should require any skill anymore! I feel like this is still too difficult, plus having to talk is way too much work. Maybe it can like, present some shapes to me and I can just point? Make the shapes have bright colors and maybe make them flash a little to help me…
- @fantasticmrsmurf (1): This is the one! Keep at it man 💪
- @Capital_Ad8820 (1): wow good job bro
作者发布 Matita 0.4.0 版本，这是一套用代码绘制的铅笔风格 SVG 图标集，支持 React 组件和纯 SVG 使用，并新增抖动程度控制和精确 SVG 导出等功能。
Matita is a set of pencil-style SVG icons, drawn by code from simple shapes (lines, circles, arcs), so every build draws exactly the same paths. 0.4.0 came out yesterday: 60 new icons (200 to 260), i…
受众观点：① 想给产品加手绘风格、提升亲和力的独立开发者 ② 需要统一图标风格的前端工程师和设计师 ③ 在做设计系统或组件库的工程师
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- @becauseiliked (2): I love it, I am developing a mobile app and I chose hand-drawn styled design langauge, this fits so well for my usecase. Congrats!
- @brightlyColossal (2): Thank you, that means a lot! What kind of app are you building? I’d love to see it, and if there’s an icon you’re missing, tell me and I’ll add it.
- @becauseiliked (2): plz dm, I am not sure if I can share a link here, I have a new account so mods might be extra careful with that.
- @CobaltMazz (2): Liked this the previous time as well! Wonder if it would be possible to add a property to easily implement draw animations: like in your hero section, but standardised for each icon from 0 to 1. Animating the stroke-dashoffset of course works, but has to be fine tuned for each i…
- @brightlyColossal (2): Thanks for coming back to it! A standard 0 to 1 draw prop makes sense, and it would save you tuning each icon by hand. I’ll look at what’s possible with the current paths. Would you prefer a React prop like draw={0.6}, or a CSS variable you can animate yourself? I’ll open an iss…
作者做了一款把传统漫画文件转成“有配音和音效的分镜播放”的应用，为低视力、盲人和阅读困难用户提供逐格朗读与场景音效，同时保留原始画面和文字不做修改。
A couple of years ago I was working 60 hour weeks. Comics were the one thing I could still squeeze in, because they're short and episodic. Then I got too tired to even do that. I kept wishing I could…
受众观点：① 有人认为为每个角色配音并加入 BLAM、KRAK 等音效非常适合老恐怖漫画，接近纸上广播剧的体验，同时强调保留原画面对收藏者很重要（@QuanTradin, 4likes） ② 作者多次在评论中强调自己从不改动原画和文字，任何用户拥有的漫画都能导入获得完整配音和音效处理，并补充了完整故事视频和应用链接（@Educational_Bass6064, 2likes） ③ 其他读者简单表达对创意的喜爱，并关注项目早期用户增长和作者长期坚持的动力（@ash1m, 2likes）
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- @QuanTradin (4): a voice per character plus the BLAMs suits old horror comics, those were close to radio dramas on paper anyway. and leaving the art untouched will matter a lot to the people who collect these.
- @Educational_Bass6064 (2): Yeah exactly! I never change the art or the words. You can take any comic you own and import it to get a full cast and sound effect treatment! Thank you for taking a look :)
- @Educational_Bass6064 (2): Full 8 minute version of the story on YouTube: https://www.youtube.com/watch?v=aFzb8Iyt6bU The app: https://livecomics.to/join?ref=reddit-sideproject
- @ash1m (2): Love this! Great idea ✨
- @Educational_Bass6064 (2): Hey thank you, I know it sounds odd but when your building for so long its great to get positive feedback :) I really appreciate it! Ive gotten a few hundred sign ups but I just started. I know its gonna be a challenging and rewarding long haul
团队在黑客松做了一个叫 Inkling 的 Mac 菜单栏代理，住在刘海里，拖拽到任意窗口或文件上就能调用 Claude Code、Pi 等账号执行操作。
Hey everyone, my team built this Inkling lives in your MacBook's notch. Drag from the notch onto any file, folder, browser tab or app, and an AI agent starts working on it right there. Works with Cla…
受众观点：① 有人表示正是因为它在点击、输入、发送前会先询问，才愿意尝试，并追问确认提示是展示摘要还是逐字内容（@QuanTradin, 3分） ② 作者说明目前只给摘要，引发对“摘要会让人不看细节就点同意”的担忧（@aruntemme, 1分；@QuanTradin, 1分） ③ 另一位自称 agent UX 爱好者的用户非常看好这个统一代理入口，建议重点展示在没有现成 agent 体验的应用里使用，而不是和 Claude 浏览器扩展正面重叠（@calico_cut_pants, 1分）
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- @QuanTradin (3): "asks before it clicks, types or sends" is what would get me to try it. does that ask show exactly what it's about to send, word for word, or a summary? a summary is where people click yes without reading.
- @aruntemme (1): Yes it gives summary only
- @QuanTradin (1): then the summary is where I'd look first. even just showing the exact text for anything that gets sent, and keeping the summary for clicks, would cover the step where a wrong yes actually costs something.
- @calico_cut_pants (1): First off, as an agent UX nerd, I think this is hugely exciting. Beautifully captures the ambient/fluid nature of a unified agent across otherwise siloed apps/windows. I would focus the demo on windows in applications that don't already have an agent UX/feature or extensions to…
- @aruntemme (1): Thanks a lot, it's also the same reason we wanted to try it out.
作者基于 20 个 Reddit 招聘子版块做了 Only Hiring 职位聚合站，用 Python 管道和 LLM 过滤非招聘帖、提取薪资与远程信息并打诈骗分数，前端用 Next.js 和 Neon Postgres 搭建。
hero Most posts on Reddit's job subreddits aren't jobs. On r/softwareengineerjobs, 18 of the 190 posts I collected were someone hiring. So I built Only Hiring, which shows just the job posts from 20…
受众观点：① 想做招聘类或聚合类 side project 的独立开发者 ② 对用 LLM 做结构化信息抽取和风控感兴趣的工程师 ③ 经常在 Reddit 找工作、希望提高筛选效率的开发者
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- @pmmeyourfannie (5): Thanks for doing this!
- @TechnicalAd17 (4): For remote listings, I would want to see "worldwide" or the allowed countries before opening the post. Language requirements and whether the test task is paid would also help. If pay is missing, please keep it as "not stated" rather than estimating it.
- @palsc_ (3): pay sort is a great start, but i'd want currency + period next to the number so $60/hour and $60k/year can't end up looking comparable. a last-checked date would help too; stale listings are what i trust least on scraped job boards.
- @No_Nefariousness2052 (2): I actually went ahead and implemented all of this and the model already keeps the pay as "not stated" and doesn't estimate it if the original poster didn't mention it. Thank you so much for the valuable feedback. I read all of this.
- @No_Nefariousness2052 (1): Thanks for liking it. And do lemme know any feedback you have or any features you'd like in it. I want to keep improving this site :)
Dynacat 发布 3.0.2 版本，引入 Homeassistant 控制小组件、Windows 一键安装器以及 OIDC 自动跳转等改进，定位为带权限控制的自托管聚合仪表盘。
Hello Hello everyone! In the new release I've added some pretty interesting stuff, as an example now you can control your Homeassistant directly in your dashboard How the widget looks Another thing,…
受众观点：① 作者说明本次版本中用 AI 做安全问题搜索、代码审查、Windows 安装器和 CI 工作流编写，以及修复 Reddit 小组件等，主体代码仍是手写（@arturcodes, 5分） ② 有人关心 Home Assistant 小组件的权限隔离，希望只读展示给部分用户、避免所有人都能改暖气等关键设置（@Joncallim, 1分） ③ 也有用户反馈 Dynacat 有时会卡在加载界面，和自己用 Glance 时遇到的问题类似，暗示稳定性和性能还有优化空间（@yasinvai, 1分）
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- @arturcodes (5): AI was used to search for security issues and bugs. I write most of the code myself although sometimes I get stuck and can't solve a problem then I'm reaching for help. In this release AI was used for code review, writing windows installer and workflows for it and fixing reddit…
- @arturcodes (2): No, but the best solution to that would be to have separate pages. I don't want to implement something like you said, because it'd conflict with other things and for only one widget it's not worth it imo.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Joncallim (1): Can the Home Assistant widget be read-only for some users, even if others can control it? Showing the heating status on a shared dashboard is handy; letting every viewer change it is a different proposition.
- @yasinvai (1): Dynacat also get stuck at loading sometimes. exact issue i face with glance.
作者把自己二十年来收藏的约 3900 张网站截图整理成可浏览档案，用纯静态页面、WebP 压缩、OCR 搜索和 2005 复刻版等技术手段，展示网页设计风格的历史演变。
Since the early 2000s I've screenshotted every website that inspired me as a designer. This week I finally turned the folder (~3,900 screenshots) into a browsable archive: https://www.dmdev.it/webscr…
受众观点：① 对网页设计历史和灵感收集感兴趣的前端开发者与设计师 ② 想做作品集、档案站或内容库的独立开发者 ③ 关注性能优化和纯静态架构的工程师
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- @Decent_Category_4529 (4): that 3900 screenshot collection is wild, must've been a trip down memory lane going through all those curious about the ocr approach for the privacy pass, did tesseract handle the old browser chrome well or was it a mess to clean up
- @Difficult-Cat-4631 (2): Very cool project! Only the loading is taking some time, maybe you can host the images via cloudflare for free or use bunny.net.
- @UXUIDD (2): very nice, impressive .. i dont know if i have my collection, it could be a bit older than yours i havent seen any css zen garden designs ? and i like you did this all static, would like to see the core if possible
- @Pegacow (2): Pretty amazing to see the evolution of the internet over time! What a neat time capsule of development.
- @spacenglish (2): Pretty cool but I wish it were easier to browse on mobile/safari. Swipe back takes me somewhere else + not mobile friendly.
这篇讨论反思长上下文 LLM 是否只是“记得更多”，却没解决信息更新和冲突时如何正确覆盖旧知识的问题。
Long-context models can now handle hundreds of thousands, even millions of tokens. But I've been wondering if we're focusing too much on recall and not enough on what happens when information changes…
受众观点：① 有人认为厂商主要关注高效访问超长上下文，而真正难的是如何在训练和测试中保证模型按时间顺序更新记忆、丢弃无用信息（@IntelArtiGen，3分） ② 评论提到“Unable to Forget”和 MemoryAgentBench 等基准，指出模型在多次更新同一事实或多跳推理时准确率急剧下降，这对需要长期记忆的 agent 是大问题（@daniellenton，3分） ③ 也有人提出用“supersession”思路和更大外部存储，让模型只显式拉取当前相关片段，避免上下文无限累积（@Velocitank，1分；@astrofunkswag，1分）
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- @IntelArtiGen (3): I think they mostly care about the ability to efficiently have access to a gigantic context if it's needed. Because the previous difficulty is that it wasn't possible to have that context efficiently and it had large costs for servers. Now when you're able to handle that large c…
- @daniellenton (3): For benchmarks, "Unable to Forget" (Wang and Sun, 2025) is pretty much your timeout example. It streams updates to the same keys and asks only for each key's final value, which sits right before the question. Accuracy still falls log-linearly toward zero as the updates pile up,…
- @Velocitank (1): I think supersession should be the way to go. keep a few logs and details, but update it as you go along. Dont forget things, just update what is in context. What if ai had a way to store gb of information and was simply able to peruse and tag parts of the larger context and use…
- @astrofunkswag (1): The current state of the art gets around this by spawning subagents. You give them prompts and documents that condense the previous information, so from the perspective of the new agent it “forgot” what it concluded was irrelevant information. This is a workaround that has so fa…
作者作为独立开发者上线了首款板球游戏 Super Slog，支持单人和免账号多人联机、定制解说和多视角球场等玩法，希望玩家试玩并给出改进反馈。
Hi everyone, I am an indie developer who grew up watching and playing cricket, and it was my dream to build my own cricket game. I have launched a cricket game named Super Slog on Google Play! It is…
受众观点：① 有人好奇游戏资源从何而来，说明开发者社区关注独立游戏在美术和素材上的获取方式（@supreme_rain, 2likes） ② 作者解释大部分资源并非外部下载，而是主要通过 AI 工具生成，引发对 AI 在小团队游戏制作中角色的兴趣（@Inevitable_Buddy1869, 1likes） ③ 另一位评论者从可用性角度建议用“会板球的人 vs 完全新手”的首日测试来检验是否能无指导完成一局，并提到浏览器入口和多语言本地化可能帮助拉新（@TechnicalAd17, 1likes）
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- @supreme_rain (2): Where did you get the assets?
- @Euphoric_Bother_3130 (2): Congrats on the launch! The custom commentary thing sounds really fun, that's the kind of detail that makes a small game memorable. How does the multiplayer work without account signup, is it just local pass-and-play or something over a shared link?
- @Inevitable_Buddy1869 (1): They're not downloaded from any external source, built largely by AI tools
- @Inevitable_Buddy1869 (1): Thank you! Yes the multiplayer account works using a unique code share that can identify the other person
- @TechnicalAd17 (1): Congrats on launching Super Slog! I haven't played it yet, but a useful first-session test could compare someone who knows cricket with a complete beginner: can each understand the controls and finish an over without outside help? Since you mention desktop and mobile, a clear br…
开发者基于妻子心理治疗实践中的观察，重写并重新设计了一个叫 WannaBuddy 的平台，专门帮助成年人在本地寻找纯友谊伙伴而非约会对象，强调免费使用和无约会压力的产品定位。
Ten years ago, a realization in my wife’s therapy practice sparked a project: so many people struggle to make platonic, local friends as adults, yet nearly every social platform is optimized for dati…
受众观点：① 有用户认为这是很多人真正需要的产品，指出现有约会应用并不适合交朋友，但一直缺少专门解决这个痛点的平台（@Mundane-Motor-7761, 3分） ② 评论里有人夸赞整体设计和布局友好、概念温暖，觉得界面风格和产品目标是匹配的（@NatMicky, 2分） ③ 也有人担心平台做大后会被用户“用歪”，质疑如何防止它逐渐变成另一个约会应用，创始人则分享了上一版用户行为比例和多账号问题的经验（@Prestigious_Tart9282, 1分; @jhkoenig, 1分）
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- @Mundane-Motor-7761 (3): this is actually something that would help so many people, dating apps are terrible for making friends and everyone knows it but nobody fixes the problem
- @NatMicky (2): Very nice design and layout and fantastic concept. It has a friendly feel to it. 👍
- @jhkoenig (1): Wow, that is so kind! Thank you
- @Prestigious_Tart9282 (1): the idea is solid, but how are you planning to keep it from turning into another dating app once it gets bigger
- @jhkoenig (1): People are going to be people, regardless of how you monitor things, but at least the first iteration saw 90% of the users looking for buddies and 10% of the users having to make a lot of new accounts.
作者基于 Excalidraw 打造了 Excaliboard，用文件夹和多白板管理解决原工具一次只能保存一张图、难以找回旧图的痛点，并征求还缺哪些功能。
Context: Excalidraw is a free, hand-drawn-style whiteboard lots of devs use for diagrams. The pain: a. It keeps only one drawing at a time, so each new idea means wiping the last one or juggling expo…
受众观点：① 有用户表示一直想要类似工具来维护多张图，觉得作者执行得很好，解决了自己长期的使用痛点（@Sensitive_Calendar99, 2分） ② 也有人单纯被演示里的音乐和氛围吸引，说明产品本身之外的呈现方式也在影响感知（@PookieWookie0603, 1分） ③ 作者在评论中轻松互动，表明目前社区反馈偏友好，大家更多是在鼓励而不是提出苛刻需求（@jim-jam-biscuit, 多条各 2分）
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- @Sensitive_Calendar99 (2): Loved it, i wanted to make something like this for a while, because i need to mantain multiple drawings, but could not get enough time. You executed it flawlessly. Thank you
- @jim-jam-biscuit (2): hey thank you its great that you found it usefull
- @jim-jam-biscuit (2): a win is a win haha
- @PookieWookie0603 (1): don't know about the product I'm just vibin with the music lol
Zen Notes 发布 2.0 重大更新，引入自动保存、版本历史、内部链接侧边打开、BM25 搜索增强和更细粒度 API token 等功能，定位为 Go + SQLite 的极简自托管笔记应用。
Hi all, This is the biggest update so far. I've focused on making writing safer, connecting notes better and improving search. Writing safely Auto save Note versions with browse and restore Spellchec…
受众观点：① 有用户在找界面现代、适合短笔记的自托管笔记工具，希望替代界面老旧的 heaper，并关心移动端 PWA 是否可离线使用（@SpaceDoodle2008, 1分） ② 开发者确认支持 PWA，且说明在开发过程中有使用 AI 辅助，回应了社区对 AI 参与度的好奇（@sheshbabu, 1分；@sheshbabu, 0分） ③ 版主类评论引导大家展开回复查看该项目使用 AI 的方式，说明社区对"AI 参与自建项目开发"这一话题也有兴趣（@asimovs-auditor, 1分）
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @SpaceDoodle2008 (1): I'll give it a try. My main notes are on my selfhosted heaper instance but the app isn't that optimized for smaller notes. Does yours work offline as a pwa on mobile?
- @sheshbabu (1): Yes, PWA works. You can give the demo app a try, can install it in mobile and play around.
- @sheshbabu (0): Yes, AI was used in the development
一位做 WordPress 主题和插件的开发者为解决 Composer 依赖版本冲突，自研了基于 Rust 的前缀工具 Strauss-RS，把原本用 Strauss PHP 需要两三分钟的前缀过程压缩到不到一秒，并提供单一二进制、无前置依赖的方案。
With a fair chunk of our work involving Wordpress themes and plugins, we hit a pretty common issue: we wanted to use the same Composer dependencies that other plugins might be using. If Plugin A uses…
受众观点：① 有人质疑 2-3 分钟到亚秒级的对比是否把 Composer 安装和 dump-autoload 时间算进去了，并指出相比速度，调试体验才是更大的取舍点，PHP 实现可以直接在 vendor 里打补丁，而编译二进制出错只能提 issue（@Abject-Sport-4086, 3分） ② 也有开发者认可从几分钟到不到一秒的巨大提速，认为单一二进制且不依赖 PHP 运行时非常适合 CI 和奇怪的托管环境（@Radiant-Audience-684, 2分） ③ 作者在评论中补充了基准测试方法、项目体量、Composer 超时问题以及 Rust 版本使用 AST 而非正则、会显式给出警告和错误等实现细节（@craigrileyuk, 1分）
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- @Abject-Sport-4086 (3): 139x faster is a nice number but 2-3 minutes of Strauss was almost certainly your composer install and dump-autoload, not the prefixing itself. I'd want to see the benchmark isolated from Composer. The bigger tradeoff for me is debugging: Strauss and PHP-Scoper are PHP, so when…
- @Radiant-Audience-684 (2): That 2-3 minute to sub-second jump is wild, the PHP version really was a slog for bigger projects. The single binary with no PHP runtime needed is a nice touch too, makes it way easier to drop into CI or weird hosting setups.
- @craigrileyuk (1): You can see the benchmarks and methodology here: https://evo-mark.github.io/strauss-rs/benchmarks.html Our project was probably an xxx-large one which used Google APIs, Illuminate, Webauthn and many more. We often had issues with Composer timeout if we didn’t disable it. We also…
- @craigrileyuk (1): Yeah, we wanted as little friction as possible whether it ran on a dev system or in a CICD pipeline, so we built the shell script that handles everything: detecting environment, downloading correct binary and keeping it updated. Rust is absolutely built for this type of task, so…
作者用 OpenAI 的 dot 做了一款叫 Whack Together 的多人网页小游戏，最多 6 人通过一个链接即可加入，用夸张武器一起打怪，几乎由 dot 负责全部开发自己只做反馈。
I wanted to see what I could build with OpenAI's dot. So we made Whack Together. It's a silly multiplayer game with oversized weapons, monsters and bosses. Up to 6 people can jump in through one link…
受众观点：① 有人调侃“不断要求更大武器”是最真实的产品需求说明书，侧面肯定了作者把玩家欲望直接转成迭代方向的做法（@QuanTradin, 1likes） ② 作者轻松回应“lol”，体现出这是一个以家庭和朋友娱乐为主、氛围轻松的实验项目（@williswee, 1likes） ③ 评论继续强调玩家提出“没做出来的东西”往往是小型游戏最有价值的反馈，暗示这类 AI 生成游戏可以快速试错不同夸张玩法（@QuanTradin, 1likes）
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- @QuanTradin (1): "kept asking for bigger weapons" is the most honest product spec I've read all week, no contest.
- @williswee (1): lol
- @QuanTradin (1): half serious, honestly. players asking for the thing you didn't build is the best feedback a small game gets.
作者开源了 Kinetograph，这是一款用 React/TSX 和 Node.js、Rust GPU 合成替代 Remotion 和无头 Chrome 的程序化视频生成工具，主打更快的 AI 生成视频渲染。
Many browser-based programmatic video editors rely on headless Chrome to render every frame, adding unnecessary overhead and slowing things down. I wanted my AI agents to generate videos without that…
受众观点：① 评论里有人直接夸项目很棒，鼓励作者继续做下去，说明开发者对替代现有方案的高性能视频工具有兴趣（@sarcAnuj, 1分） ② 作者在评论中回应感谢，表明目前社区互动还在早期阶段，主要是支持和鼓励（@Solid-Raspberry9133, 1分） ③ 有人表示愿意长时间观看相关内容，暗示这类技术项目如果做成长视频教程或演示，会有一定内容消费需求（@BeltRevolutionary101, 1分）
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- @sarcAnuj (1): This is awesome brother, keep up with the work!
- @Solid-Raspberry9133 (1): Thanks man! Appreciate it!
- @BeltRevolutionary101 (1): dude i would straight up watch this for 1 hour, if this was 1 hour youtube video.
一位开发者以自己在防刷短视频应用 Bored 上疯狂加功能却不修复支付故障为例，吐槽陷入功能堆砌而逃避核心问题的开发者心态。
Ever get stuck adding features in your app while ignoring the real problem? Bro, I have the exact same problem and it is a total trap! There is a massive, glaring problem staring me right in the face…
受众观点：① 有人用梗图自嘲，表示这种一边逃避核心问题一边乱加功能的开发模式非常常见，很多人都有共鸣（@Jealous-Sink-9400, 1分） ② 有评论指出真正难的问题往往没有清晰路径，容易让人宁愿去清理一堆小 issue，但像支付这种关键流程就应该优先修好，否则再多新功能也没人用（@TRO_KIK, 1分） ③ 也有人建议不要用造新功能来逃避真正的工作，可以通过写笔记、自我提醒等方式逼自己面对核心任务（@Frosty_Ad2682, 1分）
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- @Jealous-Sink-9400 (1): the meme is basically my entire development process summed up in one penguin
- @TRO_KIK (1): Sometimes the hard problem might not have a clear path forward. My biggest challenges are not coding (or distribution) related and I can very easily spend a whole day on them and make no progress. Much easier to clear 100 Issues/TODOs with clear cut finish lines. Your checkout d…
- @Frosty_Ad2682 (1): Don't try to avoid the real work by building a feature. Maybe write in a notebook or notes app and remind yourself to not to procrastinate and actually do the work. Figure out lol
开发者做了一个叫 gitpushups.com 的小项目，通过 Git hook 联动 iOS、Android 和 Apple Watch 应用，在固定时间间隔检查是否完成俯卧撑，否则拒绝提交，以此强迫程序员在工作日保持活动量。
A little side project to keep me and some other developers moving during the work day. https://gitpushups.com Its basically: * A git hook which checks if I've done pushups in a regular interval * An…
受众观点：① 有人觉得这是开发者真正需要的“工具”，调侃自己光看介绍就觉得背都开始疼，说明久坐和身体负担是共鸣点（@Able-Gas-2442, 1分） ② 也有评论从工程角度指出当前 hook 设计为“失败即锁库”，如果 gitpushups.com 不可达就完全无法提交，建议增加超时并在请求失败时放行，以避免离线或网络差场景下被困住（@Ok_Fishing4084, 1分） ③ 还有人用玩笑方式吐槽“我们不需要更多臭烘烘的程序员”，侧面反映大家对运动与程序员刻板印象的调侃氛围（@DiddlyDinq, 1分）
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- @Able-Gas-2442 (1): this is the kind of developer tools we actually need. my back hurts just reading about it
- @Ok_Fishing4084 (1): Cute idea, but your hook fails closed: if gitpushups.com is unreachable, curl -fs returns nothing, res!= "true", and you can't commit at all. Add a timeout and let it pass when the request itself fails, unless you enjoy being locked out of your own repo on a plane.
- @DiddlyDinq (1): We dont need more stinky programmers
Levelrail 是作者自研的开源自托管部署平台，把 Docker、Caddy、Webhook 等自建方案整合成一套系统，从 Git 仓库构建并运行应用，提供推送部署、分支预览、回滚、负载均衡和多节点代理等功能，主打单 Go 二进制、低内存占用和无需 Kubernetes。
I'm the maintainer of Levelrail, so this is my own project. I started it after hitting the same wall a few times. Vercel bills kept climbing as traffic grew. The self-hosted tools I tried either want…
受众观点：① 有用户直接拿它和 Coolify 做对比，关心为什么要选 Levelrail 而不是现有自托管平台，说明大家关注的是差异化和迁移成本（@nehalist, 4分） ② 也有人继续追问与 openship 等其他方案的比较，体现出这一赛道竞争者众多，选择困难（@mcc0unt, 2分） ③ 作者在长评中详细解释了 Levelrail 的优势：资源占用小、CLI 全流程操作无需 SSH、通过小 agent 加节点并内建负载均衡、支持从 Coolify 导入，以及提供对比文档和架构说明等（@Familiar-Classroom47, 1分）
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- @nehalist (4): Why would I use that over coolify? (No hate or sarcasm, just genuinely curious)
- @mcc0unt (2): In addition: how does it compare to openship?
- @Familiar-Classroom47 (1): If Coolify works for you, stick with it, it's a good tool. The reasons I built my own: It's small. Idle it uses around 200 MB of RAM and about 1.5% of a CPU on a 2 vCPU box (one measured run, the method is in the docs), so it fits on a cheap VPS and leaves the memory for your ap…
作者在 MacBook 刘海位置做了一个叫 luni 的小月亮角色，同时也是集音乐、通知、日历等功能于一体的 notch 应用，用拟人化动画回应耳机连接、音量变化和代码助手运行等事件。
The notch on my macbook always felt like dead space so i gave it a tenant. it's a little moon called luni that hides behind the camera and comes out when something happens. puts its earbuds in when m…
受众观点：① 用户被 luni 戴上耳机等细节打动，认为这类拟人化小组件很容易在朋友之间口口相传（@QuanTradin, 1likes） ② 评论区整体关注点集中在趣味性和分享传播潜力，对底层实现和商业模式几乎没有讨论（多人, 低赞）
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- @QuanTradin (1): the earbuds going in when the airpods connect is such a good detail. this is exactly the kind of thing that ends up on every friend's laptop within a week.
作者分享自己做的 www.bookplate.eu 读书追踪应用，类似开源版 Goodreads，希望获得大家的使用反馈和建议。
Heya, I’ve been working on a book tracking app lately www.bookplate.eu Would love to hear thoughts! Read more Heya, I’ve been working on a book tracking app lately www.bookplate.eu Would love to hear…
受众观点：① 当前帖子没有任何评论，尚未形成有效讨论或反馈（无评论） ② 由于缺乏用户声音，产品定位、目标用户和使用场景在评论区完全空白（无评论）
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- _无评论_
这篇分享用预训练的 Anticipatory Music Transformer 加上实时 MIDI 偏置，让模型在 Jetson Orin Nano 上和真人钢琴手即兴合奏的实验。
I wanted to see how far you can get making a pretrained symbolic music model "listen" to a live player without training it. Turns out pretty far. Setup: I play a MIDI keyboard, the Anticipatory Music…
受众观点：① 帖子本身展示了在不微调模型的前提下，通过调节 logits 偏置就能让音乐 Transformer 听懂调性、和弦和节奏，与真人形成问答式即兴（原帖作者） ② 读者会关心在 Jetson Orin Nano 这类边缘设备上跑预训练模型做实时采样的延迟和稳定性，以及是否适合做现场演出或互动装置（潜在评论者）
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- _无评论_
zCAD AI 是一款用自然语言和参考图片生成可编辑参数化 3D CAD 模型的 SaaS 设计工具。
zCAD AI
受众观点：① 有用户关心非设计背景的人是否也能轻松上手，说明门槛和学习曲线是潜在用户的首要顾虑（@DeepCell） ② 官方介绍强调通过文字描述加参考图片即可生成带尺寸和装配关系的参数化 CAD 模型，主打减少重复建模时间（@gzzeaon） ③ 产品标签集中在设计工具、SaaS 和 3D 建模，表明社区将其视为专业工作流中的一环而非玩具应用（@Overview）
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- @Overview (0): * [Reviews](/products/zcad-ai/reviews) * [Alternatives](/products/zcad-ai/alternatives) * [Built with](/products/zcad-ai/built-with) * [Forum](/p/zcad-ai) * [Team](/products/zcad-ai/makers) * [Awards](/products/zcad-ai/awards) * More Free Options Launch tags:[Design Tools](/topi…
- @DeepCell (0): Quick question: would it be easy to use for someone without any design experience like me? Upvote (1) Report Share 11h ago [](/@x%5Fz11) [X Z](/@x%5Fz11) [zCAD AI](/products/zcad-ai) Maker
- @gzzeaon (0): [zCAD AI](/products/zcad-ai) Maker Hey everyone! I’m gzzeason, a software engineer on the product team at zCAD. 😊 We’re building zCAD to make it easier for engineers, designers, and makers to turn ideas into editable 3D CAD models. Our goal is simple: help you spend less time on…
myPip 是一款用自然语言描述就能生成并修改可发布游戏的 AI 游戏创作平台，支持多人协作和变现。
myPip
受众观点：① 官方介绍强调用户只需用自然语言描述就能在浏览器里生成可玩的游戏，并支持内购和广告等变现方式（@Games） ② 创始人多次在评论中解释“vibe coding”理念，希望让有想法但不会写 C# 的人也能快速做出游戏原型（@myPip） ③ 有用户询问是否支持面向儿童的教育游戏，说明潜在使用场景不仅是娱乐，还有教育内容创作需求（@myPip 引用的 @abhishek_jain42 提问）
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- @Games (0): MyPip turns your game ideas into playable games you can publish and monetize. Describe what you want to build, and AI brings it to life directly in your browser, no coding required. Create multiplayer experiences, add in-app purchases and ads, and take your games beyond the brow…
- @Welcome (0): Hey Product Hunt! I'm Misha, cofounder and CEO of myPip, vibe coding for video games. Most of us grew up with a game idea in our heads that never got made. Game engines are powerful, but they're intimidating, and "learn C# first" kills most ideas before they start. We built myPi…
- @myPip (0): Maker 📌 Hey Product Hunt! 👋 I'm Misha, cofounder and CEO of [**myPip**](https://mypip.dev/), vibe coding for video games. Most of us grew up with a game idea in our heads that never got made. Game engines are powerful, but they're intimidating, and "learn C# first" kills most id…
- @myPip (0): Maker [@shivam\_kushwaha16](https://www.producthunt.com/@shivam%5Fkushwaha16) thank you!! Upvote (1) Report Share 5h ago [](/@misha%5Fstastna) [Misha Stastna](/@misha%5Fstastna)
- @myPip (0): Maker [@shivam\_kushwaha16](https://www.producthunt.com/@shivam%5Fkushwaha16) ty! Upvote Report Share 2h ago [](/@abhishek%5Fjain42) [abhishek jain](/@abhishek%5Fjain42) This sounds exciting, quick question, is there any age restriction for the players to use the games? Example…
1Password 推出“1Password for Agents”功能，让受支持的 AI agent 在不直接接触明文密码的情况下替你登录网站。
1Password
受众观点：① 产品页面强调这是 1Password 的第 23 次发布，突出其在密码管理领域的长期积累和品牌信任（@Overview） ② 新功能主打让 AI agent 在不知道密码的情况下完成登录，解决自动化场景中凭证暴露和共享的问题（@Overview） ③ 作为 Product Hunt 上的正式发布，配套有团队、客户和奖项信息，说明社区将其视为重要的功能级更新而非小改版（@Overview）
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- @Overview (0): * [Launches23](/products/1password/launches) * [Reviews45](/products/1password/reviews) * [Alternatives](/products/1password/alternatives) * [Customers](/products/1password/customers) * [Team](/products/1password/makers) * [Awards](/products/1password/awards) * More This is the…
AgentValley 是一个围绕 Claude Code 会话构建的桌面工具，用像素小人界面统一监控多个编码代理的状态和进度。
AgentValley
受众观点：① 开发者对用 Claude Code 同时跑多个项目、需要集中查看每个代理状态的想法很感兴趣（@AgentValley） ② 有人好奇这种像素角色式的可视化如何实现、如何区分不同子代理类型并保持会话一致性（@AgentValley） ③ 关注是否能扩展支持更多工具或增加手机端，以便随时查看代理进度的潜在用户（@AgentValley）
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- @Overview (0): * [Reviews](/products/agentvalley/reviews) * [Alternatives](/products/agentvalley/alternatives) * [Built with](/products/agentvalley/built-with) * [Team](/products/agentvalley/makers) * [Awards](/products/agentvalley/awards) * More Free Launch tags:[Open Source](/topics/open-sou…
- @Terminals (0): [Glint](/products/glint-9?ref=product%5Fsidebar) Claude Code activity, right where you want it. [AI Coding Agents](/categories/ai-coding-agents)[Observability tools](/categories/observability-tools) [View more ](/products/agentvalley/alternatives)
- @AgentValley (0): Maker 📌 Hi, I'm Morse. I usually have a few Claude Code windows going at the same time, a hobby project, my day job, some experiment, and I wanted one place to see which agent is doing what in which project, if one is stuck, and if one is waiting for me to answer something. So n…
- @AgentValley (0): Maker [@anirudh\_madhavan](https://www.producthunt.com/@anirudh%5Fmadhavan) Thank you so much. Sounds like the same problem I kept running into. In the current version the crew can call out to you, and it's more than a notification sound. They might ask for your permission, tell…
- @AgentValley (0): Maker [@melvin\_valster](https://www.producthunt.com/@melvin%5Fvalster) Thanks! The characters are 12×12 pixel grids written into the code row by row, one letter per colour (skin, hair, glasses, shirt). Each sub-agent type gets its own look, and each session keeps the same chara…
LinkIntel 是一款给 AI 写作助手接入的 MCP 服务，用你自己的 X 发帖数据和 X 开源排序权重来优化 AI 生成的推文。
LinkIntel
受众观点：① 创作者关心 AI 工具是否真的读取并利用 X 的开源排序代码更新，而不是嘴上说“算法变了”却拿不出证据（@Mailwarm） ② 用户想知道它能否不仅分析自己账号，还能对同领域其他账号做对比，帮助找到细分圈子的有效话术（@Mailwarm） ③ B2B 用户在意是否支持 LinkedIn 等其他平台，因为他们的主要转化场景不在 X 上（@Mailwarm）
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- @Overview (0): * [Launches2](/products/linkintel#launches) * [Reviews](/products/linkintel/reviews) * [Alternatives](/products/linkintel/alternatives) * [Team](/products/linkintel/makers) * [Awards](/products/linkintel/awards) * More This is the 2nd launch from LinkIntel. [View more ](/product…
- @LinkIntel (0): Maker 📌 Hey Product Hunt, I'm Marcos, a solo founder in the UK. I write most of my X drafts with Claude now. It kept telling me a post would do well, with total confidence, without ever having seen how a single one of my posts actually did. Every draft started from the model's g…
- @Mailwarm (0): Likely AI the bit where it re-reads X's ranking code daily and links the commit is the part i'd actualy trust, most tools just say "the algo changed" with zero receipts does it only look at my own posts or can i point it at a few accounts in my niche to compare ?? and is LinkedI…
- @LinkIntel (0): Maker