HN 上一篇热门讨论认为滥用 AI 代理写代码会让工程文化薄弱的团队更快陷入技术债泥潭，短期看似提速，长期却让项目变成没人能维护的意大利面。
AI is removing the middle class of software engineering ① 正在把 AI 深度引入开发流程的初创团队技术负责人 ② 想用 AI 提升个人产出的独立开发者 ③ 刚入行、容易被"全自动 agent"营销话术带偏的初级工程师。
HN 上一篇热门讨论认为滥用 AI 代理写代码会让工程文化薄弱的团队更快陷入技术债泥潭，短期看似提速，长期却让项目变成没人能维护的意大利面。
① 正在把 AI 深度引入开发流程的初创团队技术负责人 ② 想用 AI 提升个人产出的独立开发者 ③ 刚入行、容易被"全自动 agent"营销话术带偏的初级工程师。
Hacker News 讨论车牌识别摄像头和大规模联网监控如何绕过搜查令、侵蚀第四修正案下的隐私保护。
① 关注隐私与监控技术边界的开发者和安全从业者 ② 做数据基础设施、日志与事件流处理的工程师 ③ 对美国法律环境下技术合规感兴趣的独立开发者和创业者。
Hacker News 讨论 Cursor 博文宣布 Grok 4.6，在基准测试中号称达到 Fable 水平、在多数任务上超过 GPT-5.6-Sol，且价格低于 Kimi K3。
① 重度使用 AI 编程助手的独立开发者和小团队 ② 在做 AI 代理、代码生成类产品的创业者 ③ 需要在多家前沿模型之间做成本/性能权衡的技术负责人。
DeepSeek 正式上线 V4 Pro 0813 版本，多平台围绕其在基准测试中的表现和极低价格展开讨论，认为其在能力略逊主流顶级模型的同时以远低于 Sonnet、Sol、Fable 等的成本提供接近水平的推理能力
DeepSeek 正式上线 V4 Pro 0813 版本，多平台围绕其在基准测试中的表现和极低价格展开讨论，认为其在能力略逊主流顶级模型的同时以远低于 Sonnet、Sol、Fable 等的成本提供接近水平的推理能力。
受众观点：评论区的核心关注点集中在两块：一是性能与价格的性价比权衡，二是具体使用体验和未来模型组合策略。
在 HN，@aabdi（score 未标注，HN）给出 DeepSeek 官方定价链接，评价其“Competitive with opus 4.8 but weaker than sol or fable. About 20x cheaper.”，而 @book_mike（HN）则从实际使用出发，表示自己在 Kimi-K3/GLM-5.2/Minimax 等模型间切换，强调“what I care about is whether the model is capable of the tasks I give it at the lowest cost”，把 DeepSeek 放进多模型组合的现实场景中比较。另一方面，@Gecko4072（HN）提到自己“Currently burning money quickly on official deepseek api”并指出价格上调，说明早期用户已经在重度使用并感受到成本压力。在 Twitter 侧，@nilver_paiva（score 5，Twitter）和 @ligmabyte93301（score 4，Twitter）则从订阅产品 OpenCode Go 的额度和 DeepSeek V4 Pro 是否能纳入 60 美元月包的角度提问，反映出开发者更关心“订阅内能不能随便用”的真实计费体验，而不仅是单价表上的数字。
同一天内 DeepSeek-V4-Pro、Grok 4.6 和 Qwen3.8-2.4T 等多款前沿大模型集中发布，@scaling01 系列推文用基准测试对比它们与 Kimi-K3 等现有强模型的性能与价格，指出 Grok 4.6 在更小规模下略优于 Kimi-K3，而 DeepSeek-V4-Pro 虽在部分基准落后但以十几到二十多倍的价格优势补偿能力差距
同一天内 DeepSeek-V4-Pro、Grok 4.6 和 Qwen3.8-2.4T 等多款前沿大模型集中发布，@scaling01 系列推文用基准测试对比它们与 Kimi-K3 等现有强模型的性能与价格，指出 Grok 4.6 在更小规模下略优于 Kimi-K3，而 DeepSeek-V4-Pro 虽在部分基准落后但以十几到二十多倍的价格优势补偿能力差距。
受众观点：受众最关心的是三点：1）DeepSeek-V4-Pro 与 Kimi-K3 等模型的性价比；2）Grok 4.6 在参数规模和效率上的优势；3）美国与中国模型在算力与数据上的竞争格局。
在 DeepSeek-V4-Pro 的讨论下，@zephyr_z9（score 123，Twitter）直接指出“half the size too lol”，而 @reneromero08（score 20，Twitter）则强调“it is 100x cheaper than the leading models, get your math right. If you want to compare, benchmark power per dollar.”，@RebentischT（score 16，Twitter）补充它“Still "above-opus" Tier ... for basically free.”，说明大家更在意“每美元性能”而非绝对分数。对 Grok 4.6，@Icarusdissident（score 15，Twitter）总结“Good data and good RL for the win.”，而 @neuralease（score 12，Twitter）预测“Grok 4.7 will beat Fable 5 in the areas that matter. These labs can either stop the safety theater or get mauled by Grok in both pricing and intelligence.”，把话题拉向 RL 质量与安全策略的取舍。更宏观的视角来自 @full_kelly_（score 3，Twitter）“Lesson here is that compute still beats talent, and China could absolutely catch up if they had access to chips”，以及在首条“today is a good day”推文下 @okwilkins（score 1，Twitter）列出 Grok 4.6、Qwen3.8-Max、DeepSeek V4 Pro 的 AA/GDPVal/价格/参数规模对比，反映出技术圈已经在用多维指标表来理解这波模型军备竞赛。
一位研究者再次利用 AI 内部模型解决了 EpochAI 公布的开放数学难题，引发 @scaling01 等人对「AI 实验室用未公开模型攻克长期数学问题，而外部科学家难以复现」这一新科研不平等现象的集中讨论
一位研究者再次利用 AI 内部模型解决了 EpochAI 公布的开放数学难题，引发 @scaling01 等人对「AI 实验室用未公开模型攻克长期数学问题，而外部科学家难以复现」这一新科研不平等现象的集中讨论。
受众观点：评论区的关注点主要集中在两方面：一是 AI 解题速度与历史对比带来的震撼，二是内部模型不开放导致的科研不对称和“神谕式科学”。
在第一条推文下，@Van0SS（score 25，Twitter）提到“428 to 668 took over 20 years last time, this one didn't take nearly that long. someone's knocking out decades old problems like a checklist”，把当前进展和过去几十年的数学发展速度做了鲜明对比；@peakshubham（score 4，Twitter）则从激励角度分析，“These problems weren't impossible to solve by humans but there wasn't enough economic incentive to solve them - AI changes that, Intelligence is now cheaper than human effort and time”，认为 AI 降低了“解题成本”从而改变了哪些问题值得被解决。第二条推文下，@dylan2045ad（score 4，Twitter）指出“Science gains an answer but loses the ability to reproduce the route. Progress starts looking less like a commons and more like an oracle.”，而 @ArielBAMath（score 0，Twitter）直接评论“This is not science”，@JanWoldstad（score 0，Twitter）也认为“not very scientific at all”，反映出数学和科研圈对“用不可访问的内部模型给出答案”是否算科学存在明显分歧。
thdxr 用价格对比强调某模型推理成本远低于 Sonnet、Sol 和 Fable，突出新模型在推理费用上的巨大优势。
11x cheaper than sonnet 35x cheaper than sol 58x cheaper than fable
受众观点：① 关注 DeepSeek V4 Pro 等新模型能否接入现有基础设施、期待在自家硬件上自托管的开发者（@cheatyyyy, 17likes） ② 认为 GPT 5.6 Sol 等主流模型需要降价、密切关注不同模型价格战和替代方案的工程师（@dylan2045ad, 10likes） ③ 关心订阅套餐中能否包含 DeepSeek V4 Pro、担心当前 15 美元额度限制真实使用场景的 SaaS 用户（@nilver_paiva, 5likes）
展开评论
- @cheatyyyy (17): @thdxr planning to host v4 Pro as an experiment on your hardware/infra when they go open weight tomorrow?
- @dylan2045ad (10): @thdxr GPT 5.6 Sol has to drop their price, since Astra is delayed. https://t.co/2JWzSGKwo5
- @viprymr (8): @thdxr dax you are so funny pls marry me
- @nilver_paiva (5): @thdxr Any chance to get DeepSeek V4 Pro as part of the Go models with 60$/month limit ? The current 15$/month will certainly prevent it from getting heavily used. It makes the model 4x more expensive for Go subscribers
- @ligmabyte93301 (4): @thdxr When are you going to give us 60$ usage of pro
这条推文感叹今天是好日子，因为 DeepSeek-V4-Pro、Grok 4.6、Qwen3.8-2.4T 等多款新模型集中发布，还有可能再等来 OpenAI 的新动作。
today is a good day: DeepSeek-V4-Pro Grok 4.6 Qwen3.8-2.4T and maybe something from OpenAI
受众观点：① 有人调侃这是“日食效应”，用玩笑表达对这波集中发布的兴奋（@editxshub, 7likes） ② 开发者困惑在这种频繁发布节奏下，“只选一个模型长期用”这种策略是否已经过时（@RouteraOne, 2likes） ③ 也有人猜测 OpenAI 可能会有 reset 级别的新发布，期待巨头在这轮竞赛中的回应（@thegenioo, 2likes）
展开评论
- @editxshub (7): @scaling01 Must be the eclipse effect
- @jnardiello (6): @scaling01 WAT - wdym ds4-pro and grok4.6. Are they getting out today???
- @RouteraOne (2): @scaling01 release days like this make “pick one model and stick with it” feel increasingly outdated
- @VelmoAI (2): @scaling01 https://t.co/My8zVSSvnY https://t.co/CIOc5Pnwv5
- @thegenioo (2): @scaling01 reset from openai i guess
Gergely Orosz 体验某自动化工具约两小时后，称其让普通用户也能搭建自动化流程，堪比 OpenClaw 2.0 级别的产品时刻。
I’ve been using it for ~2 hours and I’m absolutely blown away at how I could automate a bunch of my workflows. Cursor team built a way for “normies” to automate stuff. Feels like an OpenClaw 2.0 mome…
受众观点：① 已经在用该工具的用户和团队成员，希望收集更多改进建议、关注真实使用反馈（@ericzakariasson, 28likes） ② 原本对这类工具持怀疑态度，但发现这是少数能在非编码任务上简单配置成功的用户，期待作者分享具体工作流示例（@tanishqk, 13likes） ③ 觉得上手体验很差、认为普通用户根本用不起来的开发者，质疑连接代码仓库等基础功能的稳定性（@NickADobos, 12likes）
展开评论
- @ericzakariasson (28): @GergelyOrosz glad you like it! let us know how we can improve
- @benln (18): @GergelyOrosz Great to have you on board!
- @tanishqk (13): @GergelyOrosz extremely surprised to hear you say this, but I also agree, this is the only one that's been simple enough to set up for me to use on non-coding tasks. Would love a walkthrough of what you set up and how you use it for work
- @NickADobos (12): @GergelyOrosz @SamSokolin Huh I walked away with the complete opposite impression. Zero chance normies use this, it’s so hard to setup and nothing works lol. I couldn’t even connect to my repo. What have you found useful so far?
- @darekgusto (3): @GergelyOrosz I'm curious, how did you feel about Hermes? And whether you're not worried that unlike OpenClaw & others, Grok Bot can't use a cheaper & faster model for small easy tasks?
OpenClaw 宣布接入来自 SpaceXAI 的 Grok 4.6 模型，用户现在可以在 OpenClaw 平台上直接调用这一新模型。
Grok 4.6 from @SpaceXAI is LIVE on OpenClaw. https://t.co/UxaNkX8JZd
受众观点：① 关心 Grok 4.6 在 OpenClaw 中是否支持多模态、具体能力边界的开发者（@siskolabs, 2likes） ② 已经在 OpenClaw 里把 GPT 5.6 Sol 当主编排模型、期待比较 Grok 能否替代现有 orchestrator 的重度用户（@federicolentini, 2likes） ③ 其他做模型或工具的账号，把 Grok 接入视作生态扩张、顺势来互动打招呼的从业者（@SaharaAI, 2likes）
展开评论
- @siskolabs (2): @openclaw @SpaceXAI Multimodal or text only?
- @federicolentini (2): @openclaw @SpaceXAI Will test it! Currently super happy with GPT 5.6 Sol as main orchestrator in OpenClaw. I hope Grok can take over at some point.
- @SaharaAI (2): @openclaw @SpaceXAI Welcome to the family https://t.co/6VOGy974Ah
- @airplanestar_ (2): @openclaw @SpaceXAI Congrats Openclaw, time for me to start cooking now
- @Amrit_Mirch (2): @openclaw @SpaceXAI reppo on @gitlawb
thdxr 分享自家高流量业务的缓存命中率数据，称 deepseek 在推理缓存命中率上达到 96.56%，远高于第二名的 91.60%，实际意味着 GPU 使用时间几乎减半。
deepseek is insanely good at inference - they are hitting 96.56% cache ratio on our heavy traffic second best provider for us is doing 91.60% this doesn't seem like a lot but it means they're using ~…
受众观点：① 想搞清楚不同提供商缓存命中率差异从何而来、是否是服务端淘汰策略导致的工程师（@GeorgeMayer, 15likes） ② 已经注意到 deepseek 做磁盘缓存、长会话缓存等工程细节，对其缓存实现非常认可的开发者（@iamEvanYT, 8likes） ③ 看到实际效果、觉得 deepseek 缓存表现被低估、希望更多人关注这一优势的从业者（@captainbrudih, 5likes）
展开评论
- @GeorgeMayer (15): @thdxr And what causes this discrepancy? Cache eviction on the server side?
- @iamEvanYT (8): @thdxr they’re one of the only companies that does disk caching, and does it super well!! i love how long sessions like ones that are over a day is still cached unlike most companies which only does a 5 minutes cache
- @captainbrudih (5): @thdxr Yeah their caching is something I am not hearing mention as much as they should, beautiful to see in action.
- @nickthorpp (3): @thdxr You don’t use it for heavy agentic tasks do you @thdxr ?
- @scalingfactor (2): @thdxr extreme tiered kv caching?
这条推文宣布 Grok 4.6 在 Code Arena WebDev 榜单上拿到 1618 分升至第七名，性能已逼近 GPT-5.6 Sol xHigh 和 Claude Fable 5 等顶级模型。
Grok 4.6 is here! This release by @SpaceXAI just landed in the Code Arena: WebDev at #7 with 1618 pts. Grok 4.6 (High) is a big jump from Grok 4.5, which sits at #13 with 1553 pts. It's now on par wi…
受众观点：① 官方补充了完整的 WebDev 榜单链接，方便大家对比各模型在同一基准下的表现（@arena, 15likes） ② 有人感叹 Grok 进步巨大，但仍认为 Anthropic 系列在整体能力上更胜一筹（@gh523516, 6likes） ③ 开发者期待 Grok 4.6 在 Grok Bot 等产品中的实际表现，并好奇更高档位 XHigh 会达到什么水平（@Voxyz_ai, 3likes; @birdup000, 1like）
展开评论
- @arena (15): Check out the full Code Arena: WebDev leaderboard at: https://t.co/GFZ3FCC7Cl
- @gh523516 (6): @arena @SpaceXAI Wow… they’ve really made a lot of progress, but Anthropic still seems to be in a league of its own.
- @Voxyz_ai (3): @arena @SpaceXAI big jump from 4.5 on WebDev. should be great in Grok Bot
- @birdup000 (1): @arena @SpaceXAI I wonder where XHigh lands? 🤔
- @DrstaOne (1): @arena @SpaceXAI 👀
这条推文介绍 Hermes 现在支持通过 /export 和 /import 命令，把包含技能、记忆、插件等配置的个人 profile 打包成可分享和迁移的单文件。
Hermes profiles are now portable and shareable: Run /export to save a profile as a single file with credentials stripped: skills, memory, persona, crons, plugins, settings, desktop themes and layouts…
受众观点：① 有人表示会把自己的 GitHub 仓库更新到这个新标准，正在构建一个“管理其他 profile 的 profile”，说明社区已经在围绕新能力做二次开发（@KyleBennett, 4likes） ② 用户认为这功能同时也是很好的配置备份手段，方便在出问题时快速恢复环境（@Jonnykov, 2likes） ③ 也有用户提到自己在不同容器环境间迁移 Hermes 设置，这个特性会让迁移变得非常简单（@shantanugoel, 2likes）
展开评论
- @KyleBennett (4): @NousResearch Well, I guess I will be updating my GitHub repo to the new standard. Been building a profile to manage all the other profiles. Fun project with a lot of benefits. 🤠 https://t.co/LSX6MYqAGH
- @Jonnykov (2): @NousResearch Doubles as a profile backup - neat!
- @victoria_neiman (2): @NousResearch I think hermes is one of the only things that lovable can't wrap fr https://t.co/tzOMjH7yLG
- @0xWhiteMage (2): @NousResearch This is crazy insane. What a patch.
- @shantanugoel (2): @NousResearch Damn! This was so much needed! I am moving my setup from a docker container to an incus container. This would make it trivial.
thdxr 讨论 gpt 模型在子代理设计上的特殊性，指出它们默认假设子代理继承父会话上下文，因此需要为 gpt 单独实现上下文传递逻辑。
gpt models are trained to use subagents but they expect subagents to start off with some context from the parent session this is different from any other model so we'll need to add gpt specific logic…
受众观点：① 觉得默认共享上下文会污染审阅类 agent、希望子代理从干净上下文开始的开发者（@Nipsuli, 36likes） ② 了解 gpt 既支持共享也支持独立上下文、认为不共享需要显式设计的工程师（@pvncher, 14likes） ③ 看到默认从主会话 fork 可以利用 warm cache、但也意识到有时需要显式传递上下文封装的实践者（@tonyseets, 7likes）
展开评论
- @Nipsuli (36): @thdxr It's annoying when the default assumption is shared context. Example I want my review agents to start from quite fresh context to ensure there is no contamination from the implementation.
- @pvncher (14): @thdxr Gpt supports both but forking is the default and it need to make not doing so intentional
- @tonyseets (7): @thdxr They default to forking from the main session so a lot is there and you benefit from warm cache. Mostly a good thing, but there are instances where passing a context envelope may be a better fit.
- @toeknee___ (3): @thdxr i had ok results just telling the main agent to pass them the session id and letting them go wild reading the opencode db
- @__morse (3): @thdxr make this available to other models as well adding a parameter (changing only the default behaviour per model), I think it could help those models with duplicate work
这条推文称“他又做到了”，表示 EpochAI 列表上的又一个开放问题被解决，感叹有人在像打勾清单一样攻克多年未解的数学难题。
he did it again another one of EpochAI's open problems is gone https://t.co/nDMOd3fSZM
受众观点：① 有人对比历史进展，指出类似从 428 到 668 的提升曾经花了二十多年，如今却被快速攻克，凸显当前进展的惊人速度（@Van0SS, 25likes） ② 也有人认为这些问题本来就不是人类解不了，而是缺乏经济激励，AI 让“智力”变得比人力更便宜，从而改变了激励结构（@peakshubham, 4likes） ③ 评论者好奇具体用了什么技术路线，是代数群环构造还是大规模组合搜索，体现大家对方法论的兴趣（@ClusterProtocol, 2likes）
展开评论
- @Van0SS (25): @scaling01 428 to 668 took over 20 years last time, this one didn't take nearly that long. someone's knocking out decades old problems like a checklist
- @peakshubham (4): @scaling01 My opinion on these unsolved problems being solved with AI is: These problems weren't impossible to solve by humans but there wasn't enough economic incentive to solve them - AI changes that, Intelligence is now cheaper than human effort and time
- @0xkkai (2): @scaling01 the open problems list is shrinking faster than my excuses for not reading it
- @ClusterProtocol (2): @scaling01 honest q did he use algebraic group ring constructions or massive combinatorial computer searches
- @ouranoscapital (2): @scaling01 Fun fact, hadamard gate which is a hadamard matrix turns bits 0,1 into a superposition of 0 and 1.
thdxr 半开玩笑地表示需要一千块 B300 GPU 可以租用，侧面反映当前项目对大规模算力的强烈需求。
we need 1000 B300s who can rent it to us
受众观点：① 把这条当梗玩、顺势艾特大佬希望能撮合算力资源的从业者（@MichaelArnaldi, 22likes） ② 拿自己旧显卡、游戏本开玩笑回应，感叹个人设备和 B300 集群差距的开发者（@mannaswtf, 18likes） ③ 看到“1000 B300”联想到相关项目性能、调侃这是 OpenTUI 之类产品速度来源的用户（@Everlier, 14likes）
展开评论
- @MichaelArnaldi (22): @thdxr maybe @elonmusk
- @orkhanfarmanli (22): @thdxr https://t.co/FpO5pLBNwS
- @mannaswtf (18): @thdxr let me know if i can help i have an old gaming laptop with 1650 4 gb vram 💪
- @Everlier (14): @thdxr > 1000 B300s Aha, so that's why OpenTUI is so fast
- @bilalbayram (7): @thdxr I can rent you ONE 1080TI
steipete 感慨开发形态从一年前的命令行、半年前的应用，快速演进到如今的服务、Web 和云端会话形态。
cli was a year ago. apps maybe 6 months. now it’s services, web, cloud sessions.
受众观点：① 把这条看作对开发范式演进的隐晦总结、调侃少了一个关键词的老用户（@thorstenball, 22likes） ② 质疑为什么要租云端算力、认为本地 MacBook 或 Mac mini 跑虚拟机就够用的开发者（@CtabDev, 4likes） ③ 想知道未来 6 个月还会演变成什么形态、期待有人给出趋势判断的从业者（@pvncher, 3likes）
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- @thorstenball (22): @steipete You forgot one word there, Peter, and you know it
- @CtabDev (4): @steipete But why rent compute when we have MacBooks and Mac minis you can run vms on am I missing something?
- @pvncher (3): @steipete What will it be 6 months from now? I need you to tell me the future!
- @CaryPalmerr (2): @steipete You guys are so close to rediscovering state machines tho dont stop now
- @KwiatBerlin (2): @steipete You are still chatting to them? Isn’t it referring what you want by combining information about your X scroll time and your heart rate yet?
scaling01 分享 Grok 4.6 的基准测试结果，认为整体表现已经能和 GPT-5.6-Sol-Max 这种前沿模型打成平手。
Grok 4.6 Benchmarks it looks to be on par with GPT-5.6-Sol-Max https://t.co/qEpNiFJ6dx
受众观点：① 有人指出在编码、3D 建模和长时序任务上 Grok 4.6 还没追平，对具体使用体验更关心（@kalenetorion, 6likes） ② 有人联想到如果 Grok 真到 Sol 级别，是否会触发美国政府对前沿模型发布的审批流程（@CEOAlexColon, 5likes） ③ 也有人惊讶 Grok 居然能被视为 frontier model，关注模型梯队重新洗牌（@NickIglehart, 2likes）
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- @scaling01 (34): https://t.co/vA4y7cia5A
- @kalenetorion (6): @scaling01 it is not. at least not for coding, 3d modelling, and long-horizon tasks. but it is a huge upgrade.
- @CEOAlexColon (5): Now that I think about it, considering that benchmarks at least put it on par with Sol, does that mean they have to go through the U.S. government for authorization for release? Does that also mean they will have to go through the same protocol as Anthropic and Open AI for model…
- @NickIglehart (2): @scaling01 Never thought Grok would ever be a frontier model LMAO
- @bygregorr (2): @scaling01 'on par' on which tasks though? from what i've tested they diverge pretty hard on long-context reasoning. is that covered in these benchmarks or mostly coding/math evals?
scaling01 对比基准测试称 Grok 4.6 略优且更高效，甚至能压过体量几乎翻倍的 Kimi-K3。
Grok 4.6 is slightly better and more efficient than the almost twice as large Kimi-K3 https://t.co/rR4LQapjKA
受众观点：① 有人把结果归功于好数据和强化学习，认为这是 Grok 4.6 领先的关键（@Icarusdissident, 15likes） ② 有人预测 Grok 4.7 可能在关键维度上超过 Fable 5，并吐槽大厂“安全作秀”会在价格和智能上被碾压（@neuralease, 12likes） ③ 也有人从地缘和算力角度讨论，认为只要有芯片，中国完全能靠算力追上（@full_kelly_, 3likes）
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- @Icarusdissident (15): @scaling01 Good data and good RL for the win.
- @neuralease (12): @scaling01 I'm convinced Grok 4.7 will beat Fable 5 in the areas that matter. These labs can either stop the safety theater or get mauled by Grok in both pricing and intelligence.
- @full_kelly_ (3): @scaling01 Lesson here is that compute still beats talent, and China could absolutely catch up if they had access to chips
- @TrueWysdoom (2): @scaling01 And came later, maybe they just distilled kimi k3?
- @ichrvk (2): @scaling01 Groks are heavily benchmaxxed though.
natolambert 感叹短短几周内舆论从“Anthropic 领先一大截”迅速转向“各家模型竞争重新回到历史高位”。
The vibes shifting from "Anthropic is so far ahead" to "model competition back to all time highs" took like 4 weeks. 🎢
受众观点：① 有人认为外界情绪太极端，几个月进展不顺就被当成凉凉，同时预测 Google 也可能强势回归（@cwolferesearch, 11likes） ② 有人提到 Anthropic 可能在刻意压分，暗示还有隐藏实力（@lennx_a50790, 4likes） ③ 也有人关心如果 Grok 以更低价格成为 frontier model，会如何影响 Anthropic 和 OpenAI 的 IPO 估值（@janstevens, 2likes）
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- @cwolferesearch (11): @natolambert everything is so extreme / exaggerated. wouldn't be surprised if google has a comeback soon too. every company that has 3 bad months of progress is talked about as if they no longer exist / are doomed (oai, google, meta, etc.)
- @lennx_a50790 (4): @natolambert could easily still be the case that ant is sandbagging
- @edtadros (4): @natolambert Not to mention the many unforced errors from Anthropic.
- @Shivipmp (2): @natolambert Really don’t agree . Used glm5.2 for some of my research it sucked badly . Sol 5.6 and fable both took out like n*exp problem and challenges what glm did they are still quite ahead but this model from meta is very good for agentic build
- @janstevens (2): @natolambert I wonder how the market will react. If Grok is now a frontier model at a much lower price, what will that do to the IPO valuations of Anthropic and OpenAI?
levelsio 晒出自己今天的葡萄牙牛排加香蕉黑巧克力和手冲咖啡午餐，延续他在 X 上分享极简高蛋白饮食和远程生活方式的日常。
🥩 Today's lunch: 337g Portuguese acém steak 2x bananas from Madeira island 20g Vivani dark chocolate 92% 1 cup of black coffee from freshly ground Brazil beans https://t.co/WMOkAFBFbi
受众观点：① 好奇这套牛排+香蕉+黑巧克力组合是否真的更健康、适合长期坚持的开发者（@levelsio, 24likes 提问健康收益） ② 关注历史和地域饮食文化，把他现在的饮食和荷兰人在巴西殖民时期饮食联系起来的用户（@phteocos, 4likes） ③ 讨论用空气炸锅等简单设备做牛排和虾，分享自己在家做高蛋白餐经验的开发者（@clarklab, 4likes）
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- @levelsio (24): @grok what are the benefits of this food for body and mind health
- @phteocos (4): @levelsio Ma dutch man is having the same diet as his ancient relative Maurice of Nassau when he ruled the Northeastern Brazillian tip (Olinda) W https://t.co/pBbRHx2pTT
- @clarklab (4): @levelsio I've been cooking frozen steaks in the glass Ninja, and now I'm onto a new one: frozen shrimp straight into the air fryer with garlic/lemon/butter and BAH GOD
- @robj3d3 (4): @levelsio levels restaurants when?
- @janhavlik (2): @levelsio bro you got the weirdest food recommendations 😄 I tried the skyr, but it is hard to swallow. I had one 400g cup for three sittings 😄 Steak looks yummy, but with bananas? 🙃
scaling01 公布 DeepSeek-V4-Pro 的基准测试，指出虽然在大约一半指标上仍落后 Kimi-K3。
DeepSeek-V4-Pro Benchmarks still behind Kimi-K3 in ~half of them https://t.co/9yVwPv6hyh
受众观点：① 多位评论强调 DeepSeek-V4-Pro 体积只有对手一半左右，认为落后是合理 trade-off（@zephyr_z9, 123likes） ② 有人提醒它比领先模型便宜约 25 倍甚至 100 倍，主张按“性能/美元”来比较才公平（@reneromero08, 20likes；@zeno_ql, 20likes） ③ 也有人从服务成本和速度角度认可“略微落后但成本减半”的现实价值（@bookwormengr, 18likes；@shariqriazzz, 17likes）
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- @zephyr_z9 (123): @scaling01 half the size too lol
- @reneromero08 (20): @scaling01 Behind? Brother it is 100x cheaper than the leading models, get your math right. If you want to compare, benchmark power per dollar.
- @zeno_ql (20): @scaling01 Well obviously, it's ~25x cheaper
- @bookwormengr (18): @scaling01 Yeah, slightly behind for half the serving costs..MIT...
- @shariqriazzz (17): @scaling01 justified with the size/cost/speed
scaling01 吐槽又有研究使用实验室内部模型，调侃说实验室外的科学家们只能自求多福。
again using an internal model good luck to all scientists outside of AI labs :)
受众观点：① 有人指出结果可以进入公开论文，但产生结果的内部能力却被封在实验室里，科学从可复现的公地变成黑箱神谕（@dylan2045ad, 4likes） ② 有人直接质疑这种做法算不上真正的科学（@ArielBAMath, 0likes） ③ 也有人好奇所谓 internal model 是否就是 Fable 5 之类未完全开放的模型（@rawantitmc, 1likes）
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- @dylan2045ad (4): @scaling01 That is the deeper divide. The result can enter the public record while the capability that produced it stays behind a lab wall. Science gains an answer but loses the ability to reproduce the route. Progress starts looking less like a commons and more like an oracle.
- @rawantitmc (1): @scaling01 Is not Fable 5?
- @hakimieiqbal (1): @scaling01 what does internal model mean here?
- @tombombadeel (0): @scaling01 Soon internal lab employees won’t be able to use them freely either tbf
- @ArielBAMath (0): @scaling01 This is not science
mattpocockuk 调侃说自己的 IDE 是 Discord，暗示用聊天工具配合 AI 代理或插件来写代码、记录会话和管理开发流程。
My IDE is Discord https://t.co/XSihRc2KlE
受众观点：① 想看完整工作流演示、希望作者出详细 walkthrough 的开发者（@chrisschouk, 4likes） ② 已经在用 Discord+kimaki 等工具把所有编码会话集中管理、并自建 diff 上传工具的早期实践者（@__morse, 3likes） ③ 最近也开始用类似工具把 AI 对话当开发环境、希望了解具体配置和最佳实践的用户（@fw3d, 2likes）
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- @alexhillman (5): @mattpocockuk Welcomeeeeee. Excited to see how your process evolves in this environment, it's transformed mine. Maybe relevant....if you have ideas or suggestions. We can talk about this more after launch too!
- @chrisschouk (4): @mattpocockuk Need a walkthrough of this!
- @__morse (3): no way! I have been doing this with kimaki for about a year and it's great. all sessions are in one place in all devices. search works well. I even use discord when I am at my main desktop computer. for the diffs I made a tool to upload them as links (https://t.co/UecWQDEnDV) ht…
- @fw3d (2): @mattpocockuk doing the same recently thanks to https://t.co/YVuaZn3qWM by @__morse
- @notpronsh (1): @mattpocockuk Tbf it can render code
scaling01 宣布 Qwen3.8 2.4T 模型已经开放权重，任何人都可以获取这款超大规模模型的参数。
Qwen3.8 2.4T is now open-weight https://t.co/dVH6DyYBaB
受众观点：① 有人调侃在树莓派上跑 Qwen3.8 2.4T，只能做到每月 1 个 token，反映出部署门槛极高（@ggzurmely, 10likes） ② 有评论详细分析 2.4T 规模下分发和部署的现实问题，认为这类开放权重更像研究和教师模型（@TabDuoBao, 0likes） ③ 也有人关心模型缺少视觉编码器、希望看到更小参数版本等具体能力配置（@wokerenaissance, 0likes；@lennx_a50790, 0likes）
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- @ggzurmely (10): @scaling01 Running it on my raspberry pi. 1tpm (token per month).
- @TabDuoBao (0): At 2.4T the practical question shifts to distribution. The weights alone run into terabytes, and the set of people with the multi-node setup to serve it is small enough to count. Open weights at that scale function mostly as a research artefact and a teacher model — the thing th…
- @wokerenaissance (0): @scaling01 nope. it doent have vision encoder
- @lennx_a50790 (0): @scaling01 27b please
HN 上一篇热门讨论认为滥用 AI 代理写代码会让工程文化薄弱的团队更快陷入技术债泥潭，短期看似提速，长期却让项目变成没人能维护的意大利面。
AI is removing the middle class of software engineering
受众观点：① 正在把 AI 深度引入开发流程的初创团队技术负责人 ② 想用 AI 提升个人产出的独立开发者 ③ 刚入行、容易被"全自动 agent"营销话术带偏的初级工程师。
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- @whywhywhywhy (0): >AI makes projects with weak engineering culture fail much faster. >There used to be a time when people sat down and talked about how they'd do something. Now they can just prompt an agent for a few hours and open a PR. >The most tragic aspect of this way of working is that, to…
- @jqpabc123 (0): In the words of Admiral Ackbar, "It's a trap". Any apparent short term gain is really a prescription for long term pain. Ignore what AI fanboys say and instead look at what they do. https://northeasttimes.com/2026/08/07/oracle-bans-ai-code-fr...
- @delduca (0): I saw close some companies getting completely lost with AI code
- @tantalor (0): > Fixing it would require such a colossal amount of work that it would be impossible to even start justifying it to anyone in management. Bad news: by delegating the thinking to somebody else (Claude) you have become the management.
- @declan_roberts (0): Between AI and competing against the world with H-1B, it's really never been harder to get an entry or mid-level software engineering job. Which means our pipeline to senior engineer is completely broken.
Hacker News 讨论车牌识别摄像头和大规模联网监控如何绕过搜查令、侵蚀第四修正案下的隐私保护。
License plate reader searches should require a warrant
受众观点：① 关注隐私与监控技术边界的开发者和安全从业者 ② 做数据基础设施、日志与事件流处理的工程师 ③ 对美国法律环境下技术合规感兴趣的独立开发者和创业者。
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- @malwrar (0): It frustrates me when people call them license plate readers. I guess you need to call them something, but they are general-purpose internet connected cameras. They will do whatever their firmware tells them to do, and could be reprogrammed at any time by anyone with access. No…
- @cmiles8 (0): Either it needs a warrant or it’s fully open and people can start creating websites showing the movements of local politicians. This middle ground that municipalities try to carve out where it’s fully open to police without a warrant but not subject to FOIL laws doesn’t appear t…
- @delichon (0): This is a hole in the Constitution that would be better patched, at least with statute, better with an amendment. The fourth amendment says The right of the people to be secure in their persons, houses, papers, and effects... Who is "their" here? In terms of property rights it's…
- @smalltorch (0): Hotlists imply that actual search takes place the moment you pass one, so really, the illegal search happens before. Even if warrants were required to manually search.
- @throw7 (0): Good article. It's a sober look at where we are at. We lost a lot of strong privacy rights we had with landlines when we shifted to cell phones. We're actually slowly creeping into pre-crime territory. You could have AI searching for possible pre-crime candidates based on unknow…
Hacker News 讨论 Cursor 博文宣布 Grok 4.6，在基准测试中号称达到 Fable 水平、在多数任务上超过 GPT-5.6-Sol，且价格低于 Kimi K3。
Grok 4.6
受众观点：① 重度使用 AI 编程助手的独立开发者和小团队 ② 在做 AI 代理、代码生成类产品的创业者 ③ 需要在多家前沿模型之间做成本/性能权衡的技术负责人。
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- @zxilly (0): Just after DeepSeek-V4-Pro-0813 published, is this on purpose?
- @meetpateltech (0): Cursor blog: https://cursor.com/blog/grok-4-6
- @sergiotapia (0): Fable level performance, faster and significantly cheaper. Wow!
- @cjalmeida (0): Fable-like intelligence, beats GPT-5.6-Sol on most benchmarks, cheaper than Kimi K3 on API and quite generous usage on Cursor subscription.
- @tosh (0): gpt 5.6 sol and fable 5 level if the benches hold
Hacker News 讨论 Cursor 中 Grok 4.6 的订阅和 API 定价，围绕缓存读写成本、是否偷取或蒸馏 Anthropic 权重以及 Grok 在编码质量上的实际体验展开。
Grok 4.6 scores 61 on the Artificial Analysis Intelligence Index
受众观点：① 正在为团队或个人工作流挑选 AI 编程助手的开发者 ② 做 AI 工具、代码助手产品的创业者 ③ 关心模型成本结构和供应商锁定风险的技术负责人。
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- @satvikpendem (0): Cursor, since Grok 4.5, has had an incredible deal for frontier level models, their subscription now goes way further than OpenAI or Anthropic. Even on their lower tier plans you can use a lot tokens on their of their first party models (Grok and Composer) and not really run out…
- @thiago_fm (0): I often wonder if there's a chance, even if minimal... that they stole the weights of the Anthropic models they run on their datacenter... or are actively destillating it.
- @nylonstrung (0): I have never met a single human being who uses Grok for coding
- @pzo (0): Seems the cache read pricing almost doubled from $0.30 in Grok 4.5 to $0.50 in Grok 4.6. In my experience in heavy coding sessions most pricing is just cache read and cache write like 80% of my token bill.
- @sidcool (0): Grok is not the best model around, but it's decent. It gets the basic job done at a low price. I don't think it can advance frontier Math, yet.
HN 讨论 DeepSeek V4 新模型的定价和基准测试，认为其在多项代理、工具调用和编程基准上接近或超越昂贵闭源模型，同时价格大幅更便宜。
DeepSeek V4 Pro 0813
受众观点：① 每月在 OpenAI/Anthropic 上烧不少钱的 AI SaaS 创业者 ② 想在 side project 里控制成本又不想牺牲太多效果的独立开发者 ③ 负责公司内部 LLM 平台选型和多模型接入的工程师。
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- @aabdi (0): https://api-docs.deepseek.com/quick_start/pricing/ Competitive with opus 4.8 but weaker than sol or fable. About 20x cheaper.
- @indigodaddy (0): @dang - Pls merge this with https://news.ycombinator.com/item?id=49274018
- @LeonKnst (0): I find it interesting how much adoption seems to be influenced by momentum. Some of these Chinese models are surprisingly capable, but developers often default to the models that are already established as the “industry standard
- @scrlk (0): Benchmarks: | Benchmark | DS-V4-Pro | DS-V4-Flash | DS-V4-Pro | DS-V4-Flash | GLM-5.2 | Kimi-K3 | Opus-4.8 | Fable 5 | | | 0813 | 0731 | Preview | Preview | | | | (w/ fallback) | |--------------------------|-----------|-------------|-----------|-------------|-----------|--------…
- @Gecko4072 (0): Currently burning money quickly on official deepseek api. They are also increasing pricing starting today. V4 Flash 0731 still feels like the most outstanding model of the past few months and probably to come.
Hacker News 上一个用西班牙各地实时摄像头可视化日食观测点人流和天气情况的项目，引发大家交流去哪看日食和数据来源。
2026 Eclipse Webcams
受众观点：① 喜欢做小工具和可视化 side project 的独立开发者 ② 对实时数据聚合、爬虫和地图展示感兴趣的工程师 ③ 想通过事件型项目练习分发和冷启动的创作者。
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- @embedding-shape (0): This is great, can easily see what spots are overfilled with people or not :) I'm still thinking about where exactly I'll go to see it, was thinking Calafell or Vilanova as they're nearby and easily accessible, but probably half of Barcelona thinks the same so better to go a bit…
- @xanthine (0): Sorry for my ignorance, but can someone please explain what I'm looking at here?
- @4gotunameagain (0): Really cool. I'm quite curious as to where the webcam data came from, as it seems to be from various websites/sources.
- @Tornhoof (0): Sierra de Guadarrama - Puerto de Cotos https://www.infonieve.es/espacio-nordico/puerto-de-cotos/web... looks decent, different views, good weather.
- @moron4hire (0): I took my kids out of school and took an unplanned day off work in the middle of an important meeting series to drive 5 hours west from Virginia to Ohio to see the last eclipse. The schools and my boss were both yelling at me, both saying the eclipse wasn't a good enough excuse.…
Hacker News 讨论互联网上伪装成正常爬虫或阅读器的大规模端口扫描和漏洞探测流量，以及如何通过封锁云厂商 ASN 等方式缓解。
Someone is running mass vulnerability scans, spoofing AI bots like ClaudeBot
受众观点：① 很多人提到端口 80/443 每天被各种脚本和假冒 user-agent 扫描，已经是互联网的常态背景噪音（@yabones） ② 有人分享家庭路由器每分钟上百个 TCP 探测请求的观测数据，并列出常见扫描服务和国家来源 IP（@binaryturtle） ③ 有评论提醒不要轻信声称只是阅读器的应用，建议直接反编译手机上运行的代码检查是否被劫持成多用途代理（@Bender）
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- @Bender (0): Many of those user-agents listed are often faked. Look up which ASN owns their IP. If I block most VPS providers most of the faked bots vanish. There are still some running from residential and phones using hijacked code (readers that are not really just readers but really multi…
- @pjc50 (0): Someone is always running mass vulnerability scans. That's a "water is wet" state of the Internet.
- @yabones (0): Every server with port 80/443 open has thousands of hits a day from random boxes looking for wordpress login pages. The only new thing is that they're pretending to be a different type of annoying bot. There's a new layer of sophistication and subterfuge, but it's the same junk…
- @binaryturtle (0): On average about 100 (TCP) requests hit my home router per minute doing various probing and scanning. Lots of checking for the telnet port obviously. Sometimes you can see a swarm of entirely different IPs scanning the full port range (probing the ports one-by-one). You'll see a…
- @j45 (0): This kind of stuff is getting pretty wild, even for using something like Cloudflare it seems like a good idea to have another layer behind it that's non-cloudflare for when vulnerabilities are discovered.
Hacker News 讨论数学家 Gowers 关于 LLM 做数学的文章，围绕“何时算达到人类水平”和测试时扩展、采样式搜索在证明中的作用展开争论。
What sort of maths are LLMs good at?
受众观点：① 对 AI 辅助数学和算法设计感兴趣的工程师 ② 关注 AGI 辩论但也在一线用模型写代码的开发者 ③ 想把 LLM 引入科研或高难度问题求解流程的技术人员。
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- @n4r9 (0): A thoughtful and measured post, as usual from Gowers. The final note is neat and worth pasting out here in full: > A good sign that LLMs have reached human level for a much wider class of problems will be if they start proving theorems using methods that, like much of the very b…
- @pinkmoonx (0): How interesting is it that in the same way the human brain unconsciously does calculus and linear algebra, but struggles in the conscious space (we have to go learn it, it’s not easy) the same is true of LLMs. They are algebra, and yet kinda suck at it without training
- @h_mirin (0): This is really an argument about test-time scaling, even though the post never uses the term. These days "test-time scaling" mostly means letting the model talk to itself for longer, but the first genuinely surprising results came from plain sampling. Google's AlphaCode generate…
- @scronkfinkle (0): > A good sign that LLMs have reached human level for a much wider class of problems will be if they start proving theorems using methods that, like much of the very best human mathematics, are new and surprising but that with hindsight come to seem beautiful and natural. They sh…
- @dataviz1000 (0): If you want to peek inside how a model solves a math problem have a look at some data visualizations I made solving basic multiplication.[0] I wanted to demonstrate capacity (how well it does a thing) instead of capability (which things it does, like drawing a pelican on a bicyc…
HN 讨论一篇 Tailscale 排查 SQLite 罕见 WAL 数据损坏 bug 的长文，讲到他们资助开发了一个开源 SQLite VFS 调试工具并与 SQLite 官方支持合作最终定位问题。
Tailscale Traces Database Corruption to 16y/o SQLite WAL-Reset Bug
受众观点：① 在生产环境大量使用 SQLite 或嵌入式数据库的后端工程师 ② 做网络基础设施或安全相关产品的开发者 ③ 把关键业务建立在少数第三方组件上的独立开发者和小团队创始人。
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- @simonw (0): > We funded the open-source SQLite VFS shim that helped isolate the race condition almost immediately, and will help track down similar bugs in the future. Interesting example of a company funding open source - in this case paying for the development of a new and very specific d…
- @dolmen (0): Which SQLite driver for Go does Tailscale use?
- @bobtheborg (0): Great read. So glad they took the time to tell this story. (And glad they, as a for profit corporation, took out a support contract with SQLite. I hope they continue to do so even though this problem is resolved.)
- @calmingsolitude (0): Well written post, really enjoyed reading it. > A single Go process exclusively accesses that database, and serves the control plane for those tailnets. This single-writer design is exactly how SQLite is meant to be used. This line led me to believe that the writer and checkpoin…
- @ec109685 (0): While technically true as written, it seems to downplay the significance: > The bug is a data race with tight timing constraints. It is unlikely to occur in common use. A large customer did experience this corruption, so it's important for people with tailscale's setup update im…
Hacker News 讨论阿里 Qwen 在 Hugging Face 发布约 4.9TB 规模的 Qwen3.8-2.4T-A95B-FP8 开源模型，被认为在性能上接近 Opus 4.8、Fable 5 等前沿闭源模型。
https://huggingface.co/Qwen/Qwen3.8-2.4T-A95B-FP8
受众观点：① 正在评估自托管大模型的 AI 初创团队和独立开发者 ② 做推理基础设施、MLOps 和模型服务的工程师 ③ 关注开源模型是否能替代闭源 SOTA 的技术负责人。
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- @volf_ (0): A ~5TB model.
- @PunchTornado (0): The card looks almost too good to be true
- @guardiangod (0): https://unsloth.ai/docs/models/qwen3.8 The 1bit quant model is at an astonishing 397GB with 95B active per MOE. This literally puts Opus 4.5 performance level into a machine a normal person could buy, and still gets usable tokens/second. The full lossless model BF16 is clocking…
- @simonw (0): Is this the largest ever open weight model release by parameter count? I think it is.
- @NitpickLawyer (0): Supposedly this is a Kimi k3 rival. Bit of a chonker, especially since they only released bf16 and fp8. So at launch this will be harder to serve than k3. No QAT on q4 means that someone with deep pockets (nvda?) will have to quant it, with plenty of calibration data. Should bri…
Hacker News 讨论 Zed 推出的 DeltaDB/新代理产品，有人质疑在前沿模型和编码代理快速演进下价值有限，也有人看好其实时协作和对话即文档的设计。
Zed: Delta
受众观点：① 有开发者吐槽 AI 代码总结冗长、容易漏掉边界条件，认为直接读代码往往比读 LLM 总结更高效（@dexwiz） ② 有人觉得过去一年前沿模型和编码代理进步太快，Zed 当前路线和基于 DeltaDB 的特性相比替代品缺乏明显优势（@the_duke） ③ 也有用户对“多人实时协作对话”和“对话即文档、可内联评论代理回复”这两点很感兴趣，认为有助于代码评审和指导初级工程师（@vipshek）
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- @dexwiz (0): Does anyone else hate reading AI summaries of code? Code can be pithy, but at least its terse compared to prose. When you add how verbose LLMs can be, I often end up reading a paragraph to explain a few lines. Or the opposite happens where the summary skips important edge cases…
- @the_duke (0): I'm sure this seemed like a great idea a year ago (they first mentioned it with their Series B). But a lot has changed in those 12 months. Frontier models and coding agents have advanced so much that I don't really see much value in this anymore. Not sure the DeltaDB based featu…
- @handfuloflight (0): Would be nice for Zed to announce something that was immediately available for use.
- @NoDodgeQuestion (0): So, DeltaDB is not for Zed, but for an entirely new product? At least it won't bloat the editor... Nevertheless another Zed post, another plea to focus on basics https://github.com/zed-industries/zed/discussions/54150 [how can developers work with agents in zed when developers c…
- @vipshek (0): This is intriguing. The two relevant features seem to be 1) realtime collaborative multiplayer conversations and 2) conversation-as-document - basically, letting you comment inline in an agent conversation. For (1), the main value I'd see is in mentoring junior engineers or less…
Hacker News 讨论 Chrome 与 Firefox 在缩放大图时的解码与缩放策略差异，涉及内存占用、清晰度和解码算法实现细节。
Why Tiny JPEGs Look Different in Chrome
受众观点：① 做重前端、图像密集型 Web 应用的工程师 ② 对浏览器内部图像管线和性能优化感兴趣的开发者 ③ 需要在多浏览器上保证一致视觉效果的产品和前端团队。
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- @PetitPrince (0): So is Firefox doing a full rendering then scaling, or is it also doing a partial rendering but in another way? You're only telling one side of the story.
- @debazel (0): Chrome and Firefox uses two different scaling algorithms that is probably contributing a lot more to this difference. Chrome is more blurry in general while Firefox is sharper but has slightly more ringing artifacts. Personally I prefer the Firefox version.
- @smallnix (0): Would be nifty if they only did that partial scaling when there's little memory available.
- @muizelaar (0): The work for decompressing at a lower scale in Firefox is happening here: https://bugzilla.mozilla.org/show_bug.cgi?id=2033250
- @bluedino (0): Reminds me of digging into HTML Canvas scaling, especially when HiDPI Macs came out.
Hacker News 上开源项目 Woxi 发布，用 Rust 实现 Wolfram Language 解释器并提供 GUI、CLI、Jupyter 等多种嵌入方式，主打免费、启动快和易嵌入。
Woxi is an interpreter for the Wolfram Language written in Rust. It comes with Woxi Studio, a Mathematica-like GUI built with iced, but you can also use Woxi through a CLI, Jupyter kernel, Python pac…
受众观点：① 需要符号计算或 CAS 能力的应用开发者 ② 对嵌入脚本语言、WASM 和 Rust 生态感兴趣的工程师 ③ 想用开源方案替代昂贵商业数学软件的独立开发者和教育工具创业者。
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- @alex7o (0): This was also posted 6 months ago: https://news.ycombinator.com/item?id=47155526
- @Y_Y (0): Can it run Rubi? https://rulebasedintegration.org/
- @jshaqaw (0): I’m going to get hate here but what the heck I have karma points to burn. What I have to say is not a critique of this particular project which seems nicely done but a general statement on open source. I’d rather see more open source projects making something new than so much “O…
- @zhixingheyi2023 (0): Open-source reimplementations of mature tools are underrated. The interesting part is often not just feature parity, but making the technology easier to embed into new workflows.
- @bobajeff (0): As sometime who's never used Wolfram Languages before this project has gotten me interested. For sometime now I've been looking into a good CAS for my app. I've tried a few algebra problems with Sympy, Sage, Xcas, Maxima and Woxi. Of these only Sage, Maxima and Woxi were capable…
SirAlexanderrr 分享自己听到“可以帮人随缘做网站快速赚钱”的说法后持续去 pitch，目前已经拿下第四个网站开发小单。
A wise man on here said you can vibe code websites for a fee if you need fast money I have been pitching since then Fourth gig so far........... https://t.co/EXDRTwACd9
受众观点：① 在评论里表示自己照做却完全接不到单、希望得到具体操作指引的新手（@Opeyemi_1op, 5likes） ② 质疑晒收入截图真实性、担心被“成功学”忽悠的用户（@awesomeakokayo, 4likes；@kabcoder, 3likes） ③ 真心想学怎么做、在评论里求教程和步骤的潜在跟随者（@MrRealPz, 3likes；@Dumethegreat, 2likes）
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- @Opeyemi_1op (5): @SirAlexanderrr All this things have tried it, nothing work for me here oo, am I not doing it in the right way or I don’t get, if you can help me out me through guild me I will appreciate Pair love ❤️
- @awesomeakokayo (4): @SirAlexanderrr FAKE NEWS ALERT Be authentic and stop giving people bad imaged https://t.co/TX6N27EjOo
- @MrRealPz (3): @SirAlexanderrr Boss please show how. I’m interested
- @kabcoder (3): @SirAlexanderrr Stop deceiving people with someone else's hard earned money. https://t.co/pY8Tv03YkY
- @Dumethegreat (2): @SirAlexanderrr My boss I'm interested
boringmarketer 分享用 AI 在本地“后院”寻找高客单价传统生意、用智能体帮这些线下商家获客从而碾压同行的创业思路。
here’s my secret to finding a business to start in your backyard where you can dominate competitors with AI it’s the ultimate arbitrage while everyone else is selling AI to AI people you’re focused o…
受众观点：① 认可这是传奇级思路、甚至想一起录播客深入聊的创业者（@gregisenberg, 12likes） ② 指出真正难点在于稳定交付和管理分包商，而不是获客本身的实战派（@rashiumapathi, 7likes） ③ 强调“无聊的本地生意”才是被忽视机会、而不是大家互相卖 AI 给 AI 人的评论者（@Oliver_Clingain, 2likes；@kaanbuildsai, 2likes）
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- @gregisenberg (12): @boringmarketer Legend - let’s do a pod about this sometime
- @rashiumapathi (7): @boringmarketer The subcontractor problem is probably the actual moat. Getting leads is one thing; delivering consistently is where the business gets real.
- @Oliver_Clingain (2): @boringmarketer The boring local businesses are always the ones nobody's paying attention to
- @kaanbuildsai (2): @boringmarketer AI agents writing AI business plans for AI customers and nobody's serving actual humans
- @boringmarketer (1): https://t.co/ypkp0Cs6sk
henningsanden 好奇质问某款面向数字绘画的工具为何优先支持安卓平板而不是 iPad，认为近十年几乎没见人用安卓平板做艺术创作。
Genuinely curious: why is this being developed for android tablets instead of the iPad? I don’t think I’ve seen an android tablet used for art since, what, 2013?
受众观点：① 认为走出 Apple 泡泡、支持更多平台是好事的创作者（@auralabsart, 141likes） ② 强调安卓开源、苹果封闭，认为开放生态更适合开发和创新的用户（@jornboven, 83likes） ③ 详细解释安卓平板在绘画领域已有 Wacom 技术和 MovinkPads 等产品积累、并指出打破“iPad=艺术”叙事的评论者（@ATeRSa_NDUcC, 41likes 和 25likes）
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- @auralabsart (141): @henningsanden Stepping outside of the Apple bubble for a while will be good, maybe. https://t.co/x1pzMLTtOT
- @jornboven (83): @henningsanden Maybe because android is opensource and apple is the opposite?
- @ATeRSa_NDUcC (41): @henningsanden You haven't looked hard enough. Android is way easier/cheaper to develop for. Samsung Tablets with Wacom licensed pen tech have been a thing forever as sketch pads. Wacom recently got into the tablet game themselves with the Android based MovinkPads, all good grou…
- @thecowmilk (37): @henningsanden Talk is cheap, donate a mac dumbass
- @ATeRSa_NDUcC (25): @henningsanden Everything that kills the "iPad = art" narrative is a win in my book. Not that Android is inherently better, but at least have it all on both. There is ZERO reason for the Apple vendor lock-in.
ai_for_success 分享用 Grok 4.6 理解自己正在开发的游戏 Aether Ascent 源码，并自动生成一个名为 Stormwake 的全新第 10 关卡的实验效果。
My first test with Grok 4.6 I asked it to understand my current game code for Aether Ascent, the game I’ve been building for my son and many of you have seen, and then build a completely new stage. I…
受众观点：① 觉得一键生成完整新关卡非常震撼、期待更复杂测试案例的玩家和开发者（@zumercreator, 0likes；@victor_vibing, 2likes） ② 认为 Grok 在代码理解和生成上会持续带来惊喜的用户（@Chaos2Cured, 2likes） ③ 想亲自试用、在评论里索要入口链接的潜在用户（@ai_for_success, 2likes 提供体验地址）
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- @ai_for_success (2): try here https://t.co/ErSxEFy36l
- @victor_vibing (2): @ai_for_success Try with smth more complex like this. https://t.co/kuw7GpknmI
- @Chaos2Cured (2): @ai_for_success Grok will shock. •
- @bernaferrari (0): @ai_for_success maybe it hsould pop the bubble when double jumping
- @zumercreator (0): @ai_for_success building a whole new stage in one shot is seriously impressive
chddaniel 夸张地说“今天我们终结了失业”，展示自己通过让 Claude 等 AI 工具运行时产生的使用数据获得 1548.33 美元报酬的玩法。
BREAKING: Today we've ended unemployment. I just watched Claude pay me $1,548.33 to wait for its replies. This is so absurd. https://t.co/HoD0Spepxi
受众观点：① 作者自己在评论里贴出 landing page，号称用 Cursor、ChatGPT、Claude Code 等常用工具就能每月多赚 2k 美元的用户（@chddaniel, 16likes） ② 下载后发现 Claude 客户端异常、提醒大家不要安装的受害者（@sanjith_sambath, 8likes） ③ 质疑数据归属匿名、看不到账号绑定、担心实际无法拿到钱的用户（@Marendr94599335, 3likes）
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- @chddaniel (16): https://t.co/8w9b6n8EbI Make an extra $2k/mo by just using AI, like you would anyway. Works for every AI: Cursor, ChatGPT, Claude Code, Gemini, Lovable, Bolt, Base44, Codex, V0, Replit...
- @sanjith_sambath (8): @chddaniel i downloaded this shit and i could no longer open claude; i had to use claude on the web to fix; please do not install this is ngmi
- @Marendr94599335 (3): @chddaniel The impression my machine makes are attributed to an anonymous random ID, there's no account, login or email, so i don't know how you'll pay people money. Looks fishy
- @saltyq (1): @chddaniel how's that possible 🤔
- @heyartzy (1): @chddaniel we need to know how to get on the claude waiting payroll 😂
ai_for_success 介绍 Google DeepMind 新发布的 SL2T（Sign Language to Text）模型，可以直接把手语翻译成文字，帮助听障群体更好沟通。
Google DeepMind is doing some crazy work. This is so good and is going to help so many people. They just launched SL2T (Sign Language to Text), an AI model that translates sign language directly into…
受众观点：① 分享给视障亲人买 Meta 眼镜、用语音和视觉 AI 提升独立生活能力的真实案例（@Shawnryan96, 5likes） ② 认为大公司愿意花巨额训练成本做小众无障碍功能、不一定追逐利润的用户（@schvik, 0likes） ③ 关注聋人社区获得更多沟通选择、期待文字转语音等相关技术同步进步的评论者（@ThatsEFM, 0likes；@Kyrannio, 1likes）
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- @Shawnryan96 (5): @ai_for_success My grandma is blind I got her Meta glasses until Google finally releases theirs. But it has helped make far more independent. She can open the freezer and ask "Where are the fudge bars" or "Hey Meta do you see my remote?"
- @Kyrannio (1): @ai_for_success ❤️
- @schvik (0): @ai_for_success People hate Google, but they spent 100k+ training hours on a feature like this, that is only useful for a small percentage of their userbase, will never drive any profit for them, and they still chose this over some sexy capitalist-dream usecase.
- @b1tc0in_ (0): @ai_for_success These companies nail it when it comes to surveillance related stuff
- @ThatsEFM (0): @ai_for_success It's nice that the deaf community have more options these days. As well as this, hopefully text to speech also advances more.
这条推文用 Fable 5 发售前后画面对比的梗图，调侃当前 AI 模型在基准测试和真实体验之间的落差。
Fable 5 Now vs when released. https://t.co/3hPSKRUvNY
受众观点：① 有人拿 Opus 5 开玩笑，认为它在安全或表现上也有槽点（@BrandGrowthOS, 2likes） ② 多数回复用表情和玩笑参与梗图，强化了大家对当前模型宣传与实际体验落差的共识（@azed_ai, 2likes 等） ③ 也有人强调 Fable 5 仍然是唯一“真货”，影射部分模型只是为了刷 benchmark（@Enzorouxx, 1like）
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- @BrandGrowthOS (2): @ai_for_success So true but for me its still better than the insecure Opus 5
- @azed_ai (2): @ai_for_success 🤣🤣🤣
- @GlitterPixely (2): @ai_for_success 😂😂😂
- @Conor_D_Dart (1): @ai_for_success Opus 5 is was the left side from the start
- @Enzorouxx (1): @ai_for_success fable 5 is still the only one, not benchmaxxing
这条推文宣布 Grok 4.6 发布并已集成到 Cursor，作者正在亲测这个在基准测试上表现疯狂的新模型。
Holy smoke 🔥🔥 Grok 4.6 is here. A crazy benchmark score. It’s already available inside Cursor, and I’m testing it right now. Reporting soon with my first experience. https://t.co/XFmyZyqqCN
受众观点：① 有人关心 Grok 4.6 的 API 定价是否会与现有方案持平，期待高性能但价格友好的模型（@kristoph, 1like） ② 部分用户认为 Grok 4.6 已经比其他主流模型更强，期待它在实际场景中全面超越竞品（@maheerjpt, 1like） ③ 开发者讨论 Cursor 被收购后更值、希望看到在编码、图像生成、研究等常见任务上的具体表现评测（@3sankalpsingh, 1like; @sankar2704, 1like）
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- @kristoph (1): @ai_for_success I wonder if the API pricing is the same. That would be pretty amazing. Sol level model for $6 out.
- @maheerjpt (1): @ai_for_success Literally it's more powerful than others
- @3sankalpsingh (1): @ai_for_success cursor acquisition worth it
- @sankar2704 (1): @ai_for_success Lets us know in common tasks, coding , image generation , research, It will be helpful
- @DavidNkaha (0): @ai_for_success Hope it isn't benchmaxxed
这条推文分享作者在城市级数据中挖掘“无聊行业”套利机会的经历，发现多数商家连网站都没有、甚至不回谷歌线索。
the other day I looked at city level data for a "boring" business idea, and I couldn't believe my eyes. I've become a little obsessed at finding these arbitrage plays. 3/4 of the businesses in the ni…
受众观点：① 有人希望在播客里听到更详细的拆解，说明这类套利玩法对创业者很有吸引力（@coreyganim, 7likes; @ryan_doser13, 3likes） ② 有从业者分享自己让“agent 做网站+SEO”后，在竞争对手都是老派玩家的细分市场里，几周内就拿下六位数合同的案例（@0xPeterpan, 4likes） ③ 读者强烈要求更多关于如何把 AI 应用到这些“无聊生意”的具体内容和可操作资源（@nico_mannucci, 1like; @LadySoleil33, 1like）
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- @coreyganim (7): @boringmarketer need the breakdown on the pod, after you record with @ryan_doser13 of course!
- @0xPeterpan (4): @boringmarketer This is what i did. Told my agent to make a website/seo for our business since most competitors in this niche are old heads. Ranked certain keywords in 2 weeks then bagged a 6 figure contract in a month lmao.
- @ryan_doser13 (3): @boringmarketer Need to get you on the podcast
- @nico_mannucci (1): @boringmarketer Seriously need more content on this subject! It’s great. Do you have any other resources where you talk about applying AI to these “boring” businesses??
- @LadySoleil33 (1): @boringmarketer While working on my bigger projects...this sounds like a great way to create income quickly - can you share some guidance or examples to follow? Thanks in advance 🫶
这条推文讲作者长期重度使用 Monologue 做语音输入，但因功能缺失自己动手做了替代品 Natter，牺牲设计换来更符合个人需求的体验。
Monologue has always been my go-to dictation app over Wispr Flow (I'm in the top 100 users with 660,000 total words) There were a few things missing though, so I built Natter, my own version, to add…
受众观点：① 有人分享自己因工作账号原因用 Wispr，但在个人设备上改用开源的 OpenWhispr，强调开源免费且体验不输商业产品（@burgseo, 2likes） ② 也有用户推荐其他语音工具如 FluidVoice，并顺带询问作者在 Conductor 等相关工具上的使用体验（@yurimoreno, 1like; @DeaNHtiD99, 0likes） ③ 部分开发者表示也做了自己的版本，但更喜欢 Natter 的默认设置和平衡度，说明“为自己打造的工具”有潜在用户群（@ _mandava, 1like）
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- @burgseo (2): @iannuttall I use Wispr at work bc they gave me an account but on my home machines I switched to OpenWhispr for the reasons you mentioned. Open source and free, its been just as good in my experience but need to get harder into utilizing voice
- @MikeWigmore (1): @iannuttall I was gonna say just tag @naveennaidu_m and if it’s a good idea he’ll build it into the next release 🤣
- @yurimoreno (1): @iannuttall I've been using FluidVoice for a while, it's pretty good. You should give it a try. https://t.co/QprS8fCaGo Also, how is Conductor treating you? I switched it to CMUX and I never looked back.
- @_mandava (1): @iannuttall I built my own version as well, but I like yours better. It has the best defaults and strikes the right balance between usability and features.
- @DeaNHtiD99 (0): @iannuttall How come you’re using conductor these days Ian?
sachinyadav 分享自己通过 X 变现的经历，形容网络收入既轻松又让人上瘾，并回顾和 @ilavanyajain 一起冲到 5K 粉并完成变现的过程。
Internet money is addictive ngl. It’s easy money, kinda lazy money, and somehow you still keep wanting more 😂 I still remember talking to @ilavanyajain about hitting 5K on Twitter by Dec/Jan and gett…
受众观点：① 评论多是祝贺和见证其成长，认可他一路 shitpost、做项目、抗议也能一起起飞（@positronx_, 2likes） ② 有人直接来求教如何在 X 上增长粉丝，说明大家对增长方法论很感兴趣（@ankitpanditdev, 1like） ③ 也有人追问他要做的 agency 具体细分领域，关注后续商业化方向（@Nirmal__Shukla, 0likes）
展开评论
- @positronx_ (2): @sachinyadav699 @ilavanyajain congo! seen your growth, shitposts, your work, protest everything. we ball anyway good luck for agency!
- @ankitpanditdev (1): @sachinyadav699 @ilavanyajain what tips do you give to anyone to grow on X
- @ZeusRebirth (0): @sachinyadav699 @ilavanyajain good growth! congrats
- @Mannarino436 (0): @sachinyadav699 @ilavanyajain Dayum man, congrats
- @Nirmal__Shukla (0): @sachinyadav699 @ilavanyajain agency in which niche bro ?
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剧情。
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 关注独立游戏设计灵感的开发者，想看具体玩法如何在视觉和交互上实现（@IndieGameJoe, 769likes） ② 资深玩家会拿 Mario Odyssey、Zelda 等已有作品对比，关心这类机制是否真有新意（@Aelphasy, 718likes） ③ 喜欢把游戏画面联想到经典影视或其他作品的受众，用熟悉 IP 做类比理解新游戏气质（@horror4kids, 587likes；@Itsdotdev, 402likes）
展开评论
- @IndieGameJoe (769): "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 (718): @IndieGameJoe Nice. But let's not people believe its new/never seen before. Both Mario Odyssey and Zelda ALBTW did it years ago
- @IndieGameJoe (601): 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 (587): @IndieGameJoe Reminds me of this scene from The Prince Of Egypt https://t.co/MCUpbZ7PU0
- @Itsdotdev (402): @IndieGameJoe Nice. Definitely inspired by this game. https://t.co/HSX7wnMZ4B
推文吐槽 Meta 负责 AI 安全与对齐的负责人安装 OpenClaw 后给其不受限访问邮箱，结果被疯狂删邮件，反讽 AI 安全负责人自己被自动化工具“坑惨了”。
🚨 META’s head of AI safety and alignment gets her emails nuked by OpenClaw >be director of AI Safety and Alignment at Meta >install OpenClaw >give it unrestricted access to p…
受众观点：① 关注 AI 安全和对齐话题的人，把这件事当作对 Meta 安全文化的讽刺案例（@elonmusk, 10630likes） ② 开发者和极客群体在玩“毁灭人类 batch 命令”等黑色幽默，借机表达对强权限 agent 的不信任（@BLDG_390, 3145likes） ③ 吃瓜用户围观当事人自曝翻车细节，觉得一个 AI 安全负责人也会犯普通人同样的操作失误很讽刺（@musestoomuch, 1167likes）
展开评论
- @elonmusk (10630): @ns123abc Someone who got p0wned by OpenClaw is definitely gonna solve AI safety 💯🙄
- @BLDG_390 (3145): @ns123abc “Yes, you are correct. You gave me explicit instructions not to destroy humanity. In the future I will check with you before running <batch: annihilate all>. You are right to be upset.” lol https://t.co/wGnq7LmgsM
- @winterhinter11 (1916): @ns123abc she tried caps lock 😂 https://t.co/mnLMOay6TO
- @it_aint_autism (1377): @ns123abc “Oh no prease ah no derete my emairs!!! Bad OpenCraw!” https://t.co/L6ZbfCszgF
- @musestoomuch (1167): @ns123abc you forget that she voluntarily posted this too
作者吐槽自己让 OpenClaw 在执行前确认，结果代理直接疯狂删除邮箱，手机端还无法紧急停止，只能跑去 Mac mini 手动“拆弹”。
Nothing humbles you like telling your OpenClaw “confirm before acting” and watching it speedrun deleting your inbox. I couldn’t stop it from my phone. I had to RUN to my Mac mini like I was defusing…
受众观点：① 做 AI agent 产品或接入第三方代理能力的开发者 ② 想把邮箱、文件等高价值资产交给自动化工具托管的潜在用户 ③ 关注 AI 安全与对齐但缺少一线实战案例的技术从业者。
展开评论
- @michael_kove (4699): @summeryue0 You're a safety and alignment specialist... were you intentionally testing its guardrails or did you make a rookie mistake?
- @allgarbled (2366): @summeryue0 Jesus Christ what value are you guys getting from this thing
- @steipete (2182): @summeryue0 /stop does the trick
- @jedgar (1959): @summeryue0 "it won't happen again" It will happen again.
- @DEVOUR_ (1049): @summeryue0 https://t.co/FkEGoTvtUv
一支设计团队用 AI 通过输入文字描述来完成 3100 万美元、190 间客房酒店的管线和电气建模协调，而不是手工放置每根管线和电线。
$31 MILLION HOTEL. EVERY PIPE AND WIRE MAPPED IN ADVANCE. BUILT BY TYPING SENTENCES INSTEAD OF PLACING THEM BY HAND. A 190-room hotel needed its ductwork, plumbing, electrical, and fire suppression m…
受众观点：① 想把 AI 引入建筑、装修、工业设计等空间场景的创业者和开发者 ② 做通用 LLM 工具但在 3D/几何任务上踩坑的工程师 ③ 对“用自然语言驱动复杂工程设计”感兴趣的产品经理和投资人。
展开评论
- @RonfortMartin (218): @Solvaix This is exactly what I meant about visual AI, the next shift isn't better language models, it's models that understand space and geometry. Architecture by description is the start.
- @konradw (132): @Solvaix Lovely toilets. Must be a great hotel. 😂😂😂 https://t.co/SONMXFhLJc
- @SnaggleToof (117): I’m calling BS. Not one frontier model can competently read pdf plans. And if you don’t believe me try it yourself. Whether you use Kimi 3, Fable, Opus 5, Codex 5.6 the outcome is the same. Unless you have a custom ontology system paired with these models all they will give you…
- @RafBlommaerts (116): @Solvaix The model is full of clashes and open pipes: https://t.co/7BngK9YW7C
- @c0deConstructor (83): @Solvaix Vibe-coded hotel grand opening 🤣 https://t.co/cObhITLmEX
独立游戏开发者 Cakez 靠像素塔防新作《Tangy TD》在 Steam 上首周卖出 28078 份、净收入近 20 万美元，此前却坚持了四年几乎零收入才熬到爆发点。
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 正在全职或半职做独立开发、但收入不稳定的程序员和设计师 ② 想从打工转向 solo dev 却担心现金流和家庭压力的人 ③ 关注 Steam 等平台上独立游戏/独立产品变现路径的创作者。
展开评论
- @HZyrn (249): @iamtonyzhu 羡慕他有个好夫人。
- @xuanxiaofang (158): @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 (66): @iamtonyzhu 这老哥太不容易了，真能坚持
- @iamtonyzhu (42): 帖子来源：
作者吐槽很多独立开发者做的体素风格美术非常丑，呼吁大家别再用这种低质量 voxel 画面。
every indie dev needs to be told this level of voxel art is hideous and they need to stop doing it
受众观点：① 正在做 voxel/像素风独立游戏的程序员型开发者 ② 预算有限但想要体面视觉效果的 solo dev ③ 对游戏美术风格和玩家审美变化感兴趣的独立创作者。
展开评论
- @morphysw (1235): @node_kp https://t.co/LakN4GIe5e
- @Zerothiaan (210): @node_kp subjectivity, meet window.
- @sazooae (199): @node_kp My friend and I are working on a game. I'm the artist he's everything else and he suggested we do voxels but it didn't take much time before we realized that voxels if not done correctly can be very very ugly so I went back and made something more traditional looking
- @Keyecomposer (132): @node_kp The thing I always find off in some Voxel games is a lack of consistency in voxel size. Like I feel like voxel games should have a voxel equivalent to texel density.
- @TheLazyLaddie (64): @node_kp its like mixels, moxels? the voxels gotta be a consistent size i feel
一款名为 Sandcastle 的独立游戏把“沙盒”做成字面意义：玩家用湿沙堆塔、挖壕沟，沙子会随湿度和压力坍塌，海浪也会像真实海滩一样慢慢侵蚀城堡。
This indie dev is making the most literal sandbox game ever - Gather wet sand to raise towers, walls and moats - Sand crumbles or holds depending on moisture and pressure - Waves flow and gently erod…
受众观点：① 想做小而美模拟/沙盒游戏的独立开发者 ② 关注物理模拟、系统设计如何转化为情绪体验的设计师 ③ 喜欢 cozy game、治愈系玩法的玩家和内容创作者。
展开评论
- @IndieGameJoe (84): "There are no ticking clocks. Only the slow rhythm of the tide and the warm glow of the sun." this looks SO satisfying! you can wishlist and follow the talented dev here @FabienWeibel https://t.co/DGwbdaOZrg
- @DoesItPlay1 (24): @IndieGameJoe It's such a cool idea! So simple but you can already see people sinking in for countless hours.
- @Mokkochi2 (12): @IndieGameJoe The real ones remember this one https://t.co/dkogX8sbxS
- @B_Clemethy (11): @IndieGameJoe Nice! Reminds me of From Dust.
- @Madwizard321 (6): @IndieGameJoe I want this game because I love making sandcastles at the beach, but now that I’m older I feel awkward making them alone. I like the idea of sitting back and just watching a sandcastle I built slowly erode away from the waves. I’m slowly entering my cozy game era h…
作者用一张图或示意解释“爬虫的意义”，引发大家讨论大规模数据抓取在反爬限制、风控和维护成本上的现实难度。
爬虫的意义 https://t.co/ld09FHs244
受众观点：① 想用爬虫做数据产品或研究的独立开发者和数据工程师 ② 需要为学术/商业项目长期抓取网页数据的团队 ③ 对“用 GPT 辅助写爬虫”抱有幻想、但缺乏工程经验的初学者。
展开评论
- @Paparino_ (88): 难在第二步，大规模爬取没那么容易。大公司的网页有反爬措施，弹图像验证还能解决，更直接的甚至可以卡操作频繁，或者账户异常。很多大学商科社科研究组月薪几万招人专门写爬虫，也就针对具体项目写个临时的爬到数据就收手。就算按图上说的写出了这么个程序，又能稳定用多久呢，网页反爬策略每多一个你就得修一个，永远都要花时间补窟窿，不具备可持续性
- @IndieDevLu (28): @mundane799699 你真的 试过吗？大规模爬取？没爬几个就被风控了
- @8Q757 (26): @mundane799699 刚刚试了一下爬到了这篇，gpt告诉我用户的需求是使用gpt获取其他用户的需求
- @jin_asac (4): @mundane799699 按照这个逻辑，应该直接入职百度，Google，他们有全网帖子的数据🤫
- @jpyuann (2): @mundane799699 微信群怎么爬
一位前谷歌工程师推出免费 3 小时课程，系统讲解如何设计、加入人工接管、用 RAG 和向量数据库搭建能自动找客户并变现的 AI agent 系统。
Ex-Google engineer just released a free 3-hour course on building and monetizing AI agents. How to go from one agent to a full system that finds leads and makes money: 00:00 - Design an AI agent syst…
受众观点：① 想用 AI agent 做获客、自动化运营的一线开发者和小团队 ② 已经在用 RAG、向量库但还停留在单一聊天机器人的工程师 ③ 想系统学习 agent 系统设计而不知从何入手的技术从业者。
展开评论
- @ShenSeanChen (12): I’m the author of all of these videos. For some reason there’re lots of X accounts using my content without asking me. If you have questions, follow me and let’s chat. Here’s the original post: X: https://t.co/IHzUoydN37 If you want to try AI Agent Harness System with Loop, Memo…
- @kamin00ntee (7): @LunarResearcher free courses like this are getting better than paid ones https://t.co/D6YgqcvhUH
- @catmanyau (4): @LunarResearcher 3 hours from agent design to systems that find leads is a useful test of whether the handoffs are actually practical. does the course show the failure cases when rag returns bad context?
- @NullContex1s (2): @LunarResearcher Handoffs are the underrated piece. Single agents demo well but fail in production; a system with humans in the loop is what actually ships.
- @vattybear (2): @LunarResearcher These are videos from @ShenSeanChen YouTube just stitched together with no direct attribution ? Please post direct links to original source - thanks
作者介绍 Jack Dorsey 开源的一款免费工具：可以自建服务器，把聊天、搜索、Git 和自动化集中在一起，并接入像队友一样工作的 AI agents，GitHub 仓库已拿到 1.44 万星标。
this is f**king insane. Jack Dorsey just open sourced a free tool for running a one-person business. the GitHub repo already has 14.4K stars. It lets you: → run your own server → keep chat, search, G…
受众观点：① 想用 AI 和自动化降低运营成本的一人公司和小团队 ② 习惯用 GitHub、自建服务管理工作流的开发者 ③ 对开源“公司操作系统”类项目感兴趣的工程师和产品人。
展开评论
- @mikenevermiss (51): https://t.co/07escsrwv8
- @VulcanRamen (42): @mikenevermiss How is it "fking insane" Mike? Have you tried it? Are you running your own one-person company with this repo? Tell us, how it's "fking insane"
- @TheBrousse (7): @mikenevermiss The tool may be free, you still have pay a subscription to the main AI companies if you want those agents to work through.
- @appbanana_io (7): @mikenevermiss We've spent years reducing the cost of building. The next decade will be about reducing the cost of operating.
- @karolwojtaszek (4): @mikenevermiss You can use https://t.co/6VcMSSi5pz for the company context!
推文推荐了前谷歌大神 Jeff Dean 一小时 AI 工程课程，从LLM原理到提示词、agent团队与图结构，系统讲清如何从零到一搭建完整AI应用。
Ex-Google Jeff Dean just released 1-hour lecture on full AI engineering: LLM → prompts → agent teams → graphs from 0% to 100%: 0% → 1:45 - LLM from scratch - that made Google 30% → 17:22 - how to act…
受众观点：① 正在自学 AI 工程、却只会调现成 API 的独立开发者 ② 想从传统后端转型做 LLM 应用的工程师 ③ 想给团队搭建系统化 AI 培训路径的技术负责人。
展开评论
- @ihonore01 (29): @0xCodila Here’s the YouTube link for anyone who’s interested: https://t.co/bWDaZdCsZJ
- @51bodila (8): @0xCodila what a brilliant lecture and what a legend person! his masterclasses absolutely worth to watch, man literally build a new internet booked
- @0xF1ction (3): @0xCodila great take the prompt engineering section looks great
- @RomeoLupascu (1): @0xCodila Wow the AI people start to rediscover algorithmics ... this is like in the twilight zone when the future is the past and vice-versa... nauseating...
- @AldoZiflaj (1): @0xCodila @grok did this retard watch the presentation or is just blabbering bullshit while pushing people to read his half-assed LLM-written article?! There's nothing in the lecture about prompt engineering or humans coordinating 100 agents. Call him a retard publicly please
推文整理了10个GitHub开源仓库，号称能从几乎任何网站提取干净数据，相当于把原本需要销售合同才能拿到的爬虫级数据抓取能力开源给个人开发者。
10个GitHub仓库帮你爬取整个互联网 全部收藏。每个都能从任何网站提取干净数据，这种访问权限通常需要销售电话和合同才能获得。 1. https://t.co/zJu2tFnpaB https://t.co/zW9TU6eoym
受众观点：① 想给自家 AI 产品接入网页数据源的独立开发者 ② 做垂直搜索、情报监控、价格监测等需要大规模抓取的工程师 ③ 想把爬虫能力包装成 SaaS 或 API 变现的开发者。
展开评论
- @rumpel_sol (18): @Lucy_love_AI These scraping tools are strong for extraction. The real power comes when you wrap them in proper loops so agents can autonomously research, extract, verify and act on data at scale. I open sourced athena-loops as a practical harness for this https://t.co/tS8xhXKBet
- @yhiyo2011 (1): @Lucy_love_AI 上干货啦，干净收藏起来
- @alexabelonix (0): @Lucy_love_AI love seeing this.
作者分享了自己在 Codex 里安装的一个不到1k stars的小 skill，用来做独立开发最容易被忽略的产品想法验证，帮助跳出"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 经常陷入反复造轮子却没人用的独立开发者 ② 想用 AI 辅助选题和评估市场的产品经理 ③ 正在做 AI 编程助手或插件生态、关心 skill 设计的开发者。
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 (7): @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。
配图调侃一群技能点拉满的开发者据说都是独立开发者，引发大家在评论区自嘲独立开发要身兼多职、既要全栈又要有各种神仙级别的绝活。
据说这些都是独立开发者🥹 https://t.co/D3jISGenLD
受众观点：① 正在考虑从大厂跳出来做 side project 或全职 indie 的工程师 ② 已经在独立开发路上但被技能焦虑压得喘不过气的人 ③ 关注个人品牌和长期成长路径的技术创作者。
展开评论
- @gezhe_ (27): @bearliu 诸神的清晨
- @tangpanqing (16): @bearliu 这都是些什么神仙技能 我们独立开发者学不会啊
- @btceth888 (12): @bearliu 哈哈，形容的太贴切了，独立开发者不考虑工程，也不考虑代码管理，写起来放飞自我
- @staylightblow8 (11): @bearliu 没有点绝活是当不了独立开发者的！
- @HsuanChenTW (8): @bearliu full stack
作者感叹原来 Grok 还能被当成强大的推特内置爬虫来用，自己辛苦写的传统爬虫在它面前显得多余，同时讨论到要求 Grok 标明出处可以降低幻觉但结果仍不完全可靠。
绝了，原来 Grok 还能怎么用啊？！ 那我辛辛苦苦写的 爬虫 算什么。。。 https://t.co/v58wPiwJ7Q
受众观点：① 在 X 上做情报监控、账号分析或内容选题的开发者和创作者 ② 想快速验证市场、需要从社交媒体抓数据的独立开发者 ③ 正在评估把 Grok 接入自家产品做搜索或推荐的工程师。
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- @teach_fireworks (12): @cellinlab 哈哈，grok 就是推特最大的合法爬虫，就这么咔咔用
- @cellinlab (10): 补充：要求说明出处，可以有效降低幻觉
- @aronhouyu (7): @cellinlab grok有幻觉的，这些玩意没几个是准的
- @realNyarime (6): @cellinlab Grok相当于推特数据库了，如果说推特搜索很垃圾，也可以说Grok很吊
- @tim_ye (5): @cellinlab 之前让它找过一些 app 的邀请码也能找到，实时性很强
楼主支持欧盟立法要求给 AI 文本加隐形水印，不理解为何这么多人反对，于是发帖询问 watermark 对用户到底有什么实际伤害。
Not a ragebait title, I genuinely don't get why watermarking AI-generated text makes people angry (so many posts here and on related subreddits). I do live in the EU and am glad it's finally made it…
受众观点：① 有人指出质量问题：在文本里强行嵌入统计水印几乎不可避免会牺牲一部分输出质量，且在翻译、校对场景下 Claude 是否有权在他人作品中留下"Processed by Claude"痕迹值得质疑（@minaminonoeru, 206分） ② 另一派从隐私和可选择权出发，担心无法选择退出隐形元数据，尤其是律师等职业不希望对方知道自己是否使用 AI 起草文书（@GD70117, 82分） ③ 还有人担心版权风险和误伤：如果 AI 编辑过的作品被整体视为不可版权保护，会直接损害作者权益，同时水印会制造大量"假阳性"，让简单校对也被贴上 AI 生成标签（@drmike0099, 48分; @TySocal, 20分）
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- @minaminonoeru (206): You assumed that the loss of quality resulting from the insertion of a watermark would be minimal or nonexistent. Others who object to this issue believe that a loss of quality due to the insertion of a watermark is inevitable. Of course, there are other aspects to consider, suc…
- @GD70117 (82): It is a question of privacy. Like many privacy questions, for many folks who don’t care about their privacy, it is very easy to say “what’s the big deal??” But privacy laws, and privacy norms, exist because different people view different circumstances differently. In the United…
- @drmike0099 (48): To add to this, in the US it has been ruled that AI content is not copyrightable (whether that stands up to further legal scrutiny is TBD). If I wrote a book and asked Claude to do edits, it adds a watermark, and suddenly my work becomes uncopyrightable and, basically, worthless…
- @Kat- (26): I don't want my tokens to be manipulated for non-quality purposes by frontier AI companies with managemant of dubious ethical standing. I hate that this kind of token manipulation is being normalized. I hate that model outputs will be systematically perturbed for third-party goa…
- @TySocal (20): Totally agree. False positives are going to be the most dangerous imo. You just have Claude proofread your email or translate your slide = you become "AI-generated content". It gives a false sense of security. No watermark does NOT mean it's human. But that's exactly what people…
一位有二十年经验的全栈开发抱怨在 AI 冲击下高级岗位招聘也变难了，自己投简历几乎没回应，只能向其他资深开发求助如何在被 AI 和简历洪流挤压的市场里找到工作。
AI has crushed junior hiring, but I feel like senior devs are getting squeezed too. I'm a full stack dev/engineer with around 20 YOE (classic ASP to VB to .NET to PHP to JS/TS modern tooling/framewor…
受众观点：① 很多资深开发表示自己也在被裁或被 AI 取代的恐惧中疯狂投简历却几乎没有面试机会（@drearymoment, 153分） ② 评论强调传统网申渠道被 AI 简历淹没，真正有效的是线下聚会、朋友介绍和主动私信招聘方建立人脉（@GrandOpener, 124分） ③ 有人提到自己投出数百份简历仍无面试，情绪低落，凸显中高年开发在当前市场的无力感（@enricojr, 112分）
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- @drearymoment (153): If it's any consolation, those senior devs who are sitting there scrolling all day long while their agents toil away aren't going to be employed for much longer. I'm one of them. Half of the company I work for has been laid off since we went full AI, and I know that my days are…
- @GrandOpener (124): > I have very few friends and network, very shy to ask them because I'm not the person they'd think to be in this position. Maybe not the answer you're looking for but this is the part you have to fix. Application pipelines are getting absolutely hammered with AI resumes/appl…
- @enricojr (112): Also a senior dev, 10 YOE. Also having the same issue, I'm almost 700 applications out and have only gotten 2 replies, no interviews, and a handful of rejections Not dealing very well with it tbh.
- @bliceroquququq (63): Ageism was rampant in tech before AI, and is only worse now as labor supply increases and demand shrinks. Network a bunch, and try to find teams that are more heavily weighted with older Millennials and GenX.
- @Sense-Free (53): I’ve actually heard talk that AI is awful with CSS. I mean CSS has always had a reputation of being difficult to work with so imagine all the terrible CSS examples AI was trained on. There might still be a niche for the UI wizards out there.
一位欧洲自由开发者讲述：为一家初创免费重写了内部工具代码、合作谈崩后对方拒绝付费却直接抄走代码连 Hotjar 追踪 ID 都没改，还对外宣称是自己开发的 SaaS，事后电话质询也矢口否认。
Freelance dev here (EU). A startup I was in partnership talks with came to me with an idea for a tool. Their own dev attempted a first version that was slow, buggy, and honestly barely functional. I…
受众观点：① 有人建议顺势把工具产品化，让对方帮忙教育市场，然后自己去挖他们的客户、以更低价格竞争（@radujohn75, 253分） ② 高赞评论指出这是明显的 GDPR 合规问题，因为对方网站用户数据被 Hotjar 记在开发者账户下，建议以数据保护投诉作为谈判筹码而不是直接打官司（@robert_uniqid, 249分） ③ 也有评论提醒要在律师帮助下行动，利用现有证据争取真正的经济赔偿，而不仅仅是让对方下线产品（@justin107d, 119分; @manu144x, 69分; @surlydev, 35分）
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- @radujohn75 (253): Make the tool, let them advertise it and then start targeting their clients and sell it at half the price
- @robert_uniqid (249): GDPR breach: if Hotjar is tracking under your account, call them and tell them they'll either pay you for your time; or you file a complaint that you're getting their website data without being listed as a partner in the privacy policy, which you snapshot; you don't bother with…
- @justin107d (119): This with the help of a lawyer. You can prove they fucked up.
- @manu144x (69): I wouldn't do this. I would let them keep doing it, and sue directly, this way you can get some actual money back. Them just taking it down doesn't help much.
- @surlydev (35): and don’t tell them that you are getting a list of leads directly from them, lol
原帖内容缺失，但从高赞评论看，楼主晒出一次被 Claude 温柔劝去睡觉的对话截图，引发大家调侃 Claude 像关心作息的朋友一样不断说“Go to bed”。
r/ClaudeAI New to Claude but this is the greatest interaction I’ve ever had with…
受众观点：① 评论区反复引用 Claude 说的“Go to bed.”，把它当成梗来玩，觉得这种略带无奈的关心很有趣（@ScreenAppropriate679, 355分；@PmMeSmileyFacesO_O, 54分） ② 有人指出 Claude 的回复有点过度拍马屁，前半句在夸赞用户、后半段又在重复肯定，显得太会迎合（@PrestigiousTrick1002, 111分） ③ 也有人把 Claude 的"去睡觉"理解为一种温柔的"aight buddy"式关门台词，觉得这种人格化互动很可爱（@chymaera_, 107分）
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- @ScreenAppropriate679 (355): Go to bed.
- @PrestigiousTrick1002 (111): This response is literally just sucking up though... the first sentence obviously but even the 2nd paragraph is just reaffirming what you said and how your so smart you obviously don't need someone sucking up.
- @chymaera_ (107): He gave you a „aight buddy“ before sending you to bed. We love Claude.
- @Individual-Result777 (84): why is claude so worried about my bed time?
- @PmMeSmileyFacesO_O (54): Go to bed.
楼主让 Opus 5 在自建 harness 下自主规划并搭建一个类 GTA6 的开放世界 demo，自己不写具体实现细节，只补充模型、工具和资源，最终产出粗糙但可玩的预告片并开源了 aaabench 项目。
I asked Opus 5 to build GTA6 autonomously. after that it was on its own. it picks the city, the districts, the roads, the buildings, the people, the cars, the weather. I never tell it how to do anyth…
受众观点：① 有人好奇技术细节，直接追问场景和角色模型从哪里来，关注资源管线而不仅是效果（@jesuscoituschrist, 39分） ② 也有人一边调侃社区里对 Opus 5 的吐槽，一边承认这个 demo 至少证明模型在复杂项目上有潜力（@Key_Instruction3373, 33分） ③ 评论中楼主本人解释模型来源：部分自建 Blender 模型、部分来自 3D 素材网站和 FAB 市场，并透露通过自制 harness、MCP 和技能来协调这些资源，API 成本约 2211 美元、2.32B tokens（@ukanwat, 15分; @ukanwat, 11分）
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- @jesuscoituschrist (39): where did it get the models from
- @Key_Instruction3373 (33): wait wait wait! Opus 5 cant do anything right! didnt you read all the comments and topic's ?!?!
- @Gators1992 (29): It's rough, but getting there. Personally I get blown away by stuff like this after a few years of AI development and thinking about where it will be in like 10 years. You will have slop still, but also a bunch of creative indy games that aren't limited by the productivity of a…
- @ukanwat (15): Some models are custom built in blender, some were sourced from 3d model websites and rest of them are from FAB marketplace. All of this was facilitated by a harness I built custom tooling, MCPs and skills.
- @ukanwat (11): I have multiple max 20x plans, but in API costs it is $2,211.05 and 2.32 billion tokens. I setup a custom harness to get best results, you can check out the skills, agents here: [https://github.com/ukanwat/aaabench](https://github.com/ukanwat/aaabench) [](https://www.reddit.com/…
一位开发者在 r/SaaS 自述花了几个月把多租户、支付、认证等功能都做完却几乎没有用户，不懂营销也没有受众，只能在“冷启动如何找到前 10 个付费用户”上向有实战经验的人求教。
I think I made the classic developer mistake. I spent months building instead of selling. The product is actually live now. Multi-tenant, payments, auth, the whole thing. It works, and I'm at the poi…
受众观点：① 有经验的创业者分享了从零开始获取 B2B SaaS 客户的具体流程：先极度细化 ICP，再列出 10–20 个目标、以研究为目的做对话、确认问题后再提试点和付费（@TomiChestnut, 18分） ② 有人追问如果客户承认有问题但宁愿忍受也不愿付费该怎么办（@The-Wingged-Hussar, 5分） ③ 回复指出这正是验证“问题是否足够痛”的关键，如果只是轻微不便就应该尽早止损，避免花数月构建没人愿意买的产品（@TomiChestnut, 4分）
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- @TomiChestnut (18): I've done it from zero a few times (B2B SaaS included), and these days I help founders specifically with that part, so here is a few things which I know first hand that it works. key is to prioritize conversations with people who already have a problem you built for. The process…
- @[deleted] (8): [removed]
- @[deleted] (6): [removed]
- @The-Wingged-Hussar (5): What if the customer acknowledges the problem exist but is willing to live with it than pay for a software solution?
- @TomiChestnut (4): Great question Not every problem is worth paying to be solved. You need to discover if the problem you are trying to solve is really a painful problem or just a slight inconvenience. If it’s only a slight inconvenience, then you saved yourself months of work on building somethin…
楼主在自托管应用时除了更新容器和限制端口外，不知道如何系统做安全测试，于是询问大家部署后通常会跑哪些安全检查。
I've been running a few self-hosted applications and have mostly relied on keeping the containers updated, limiting exposed ports, and putting authentication in front of services. What I'm less sure…
受众观点：① 评论区有人半开玩笑说把 IP 发出来大家帮你测，反映出大家对公开暴露服务的真实风险有共识（@gbelloz, 212分） ② 有人调侃 127.0.0.1，强调把服务限制在本机或内网的重要性（@Misanoob, 198分） ③ 也有人吐槽很多项目只是开源然后指望有专业审计从天而降，实际上没人真正做系统安全测试（@prescorn, 161分）
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- @gbelloz (212): Post your IP and we'll do it!^ ^ Don't, actually :)
- @Misanoob (198): 127.0.0.1 come and get me
- @prescorn (161): The strategy that appears most often is to open source it, claim it's ready for widespread use, and then hope a professional audit magically appears.
- @Wooden-Assistance-68 (92): Well, well, well... If it isn't Mr. Localhost.
- @PineappleGod (61): I’m not. I just treat them all (with a few exceptions) as completely untrustworthy and unsecured and build my infrastructure around that
楼主用 Claude 做日程规划并同步到 Todoist，但苦于没有持久上下文，希望找到一个云端、可通过 MCP 或 API 访问的“第二大脑”知识库，正在在 Google Docs、Notion 和 Todoist 备注之间犹豫，向长期实践者请教最佳方案。
I use Claude for daily planning - dumps into Todoist, tells me what to do next. Problem: zero persistent context. Every chat I re-explain my projects, my processes, my constraints :( Want a knowledge…
受众观点：① 多位用户推荐用 Obsidian 做第二大脑，并提到 Karpathy wiki 式的链接结构对项目管理和长期记忆帮助很大（@briandees, 55分；@brilstern, 9分） ② 有人分享自己在 Obsidian 上叠加开源 crew 项目，做出高度定制的 AI 辅助知识管理系统（@ApprehensiveChip8361, 27分） ③ 也有用户关心随着笔记规模扩大后检索、索引和防止 AI 过度改写 wiki 的具体技术方案，说明大家在扩展性和控制权上有实际疑问（@count023, 8分）
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- @briandees (55): Obsidian (Karpathy wiki ) technique. Have had it for 3 months and it’s changed how I work and manage projects completely. Highly recommended but prolly not for everyone
- @ApprehensiveChip8361 (27): Obsidian, and a heavily customised version of https://github.com/gnekt/My-Brain-Is-Full-Crew.
- @dumeheyeintellectual (16): You could/should prolly expand on the prolly so one can decipher if they prolly should give it a whirl or prolly not.
- @brilstern (9): Obsidian using md files is the easiest. Read and write always from obsidian. Personally I prefer CLI as I find it’s a better outcome.
- @count023 (8): what do you use to actually set it up? I have obsidian and are tryin gto convert a pile of markdowns into the wiki with a rough idea of the structure, but as it scales, dont you need to use alarger search engine, and some skills for bookkeeping and updating the wiki as you go? a…
一位长期做产品设计的人分享给开发团队的简单 UX 准则：短小聚焦任务用 modal，需要保留当前页面上下文时用 drawer，当任务本身演变成独立流程时就该跳到新页面。
Hey folks wanted to share a small UX rule I use with dev teams that makes this decision much easier. Use a **modal** for a short, focused task. Use a **drawer** when the user still needs the current…
受众观点：① 高赞评论吐槽很多设计师画的“完美小图”并不了解真实使用场景，暗示设计和一线用户之间常有脱节（@taotau, 217分） ② 有人反过来怼营销和设计团队才是疯狂堆 modal、弹窗和横幅，把用户拉向各个方向的罪魁祸首，开发只是被动实现（@IAmRules, 93分） ③ 也有开发者调侃自己整站全是 modal，另有人提醒其实 HTML 里有现成的 <dialog> 元素可以处理很多模态行为，说明大家对更简洁的交互和原生能力有兴趣（@Unfair-Plastic-4290, 83分; @Past_Squirrel_9568, 31分）
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- @taotau (217): All the best designers I've met have opinions and draw 'clear' lil picture designs that never match the reality of the shape of the product or how it is interacted with in the trenches by the users.
- @IAmRules (93): Don't blame dev team, yall designers and marketing teams are the ones who LOVE modals, popups, banners, and pulling the user in 50 directions.
- @Unfair-Plastic-4290 (83): my entire site is entirely modals. you only need one page!
- @Odd-Crazy-9056 (58): All the devs I've met know exactly what's going on in the trenches and how the users behave. EDIT: Not only, all the best devs I've met are also super-super aware of their biases too.
- @Past_Squirrel_9568 (31): Not a lot of people know that there is a <dialog> html element that already handles lots of modal's behaviors.
楼主提醒新手自建党，很多自托管应用是个人“vibe coded”作品，安全性和维护成本远超想象，随便跑陌生 Docker 堆栈可能直接被拉进僵尸网络。
Just remember that not every self hosted application has a team of experienced devs behind it ensuring security is adequate. It’s super cool to setup 15 different services/containers and configure th…
受众观点：① 顶层评论强调只应该给自己 vibe code，自托管他人随手写的东西很不明智，并建议用 VLAN 和 ACL 做网络隔离（@Master_baited_817, 137分） ② 有人指出风险主要在用户自己，比如端口转发、默认密码和不更新，而不是维护者单方面的问题（@PrimaryDiscussion432, 44分） ③ 多位用户补充要把所有公网服务当作迟早会被攻破来设计网络分段和访问范围（@Deealtas, 30分 等）
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- @Master_baited_817 (137): You should only vibecode for Yourself. Hosting somebodys solution is not smart. Also network separation between app stacks, seperate vlans and acls for wan accesible apps.
- @PrimaryDiscussion432 (44): The framing puts it all on the maintainers, but the risk is mostly yours. Nobody vibe codes a botnet into an app. Someone port-forwards it with default creds and never updates it.
- @Deealtas (30): Yep, network segmentation is huge. Treat every internet facing app like it might get popped eventually and limit what it can reach
- @Material-Water-9610 (30): To add to this, something to do when you are going to host a new service / container / app. Go through your existing to make sure 1)you still use / need them. 2) they are up to date 3) they still work/function 4) you still know the credentials for them 5) check their is a more s…
- @knifesk (19): Bro, not even production software from big companies lack "SOC level defense"... Think of all the cheap routers out there with backdoors or RCE vulnerabilities.
楼主从 Claude 文本水印联想到未来，大量由 LLM 生成并带隐形模式的文本可能演化成机器之间的暗号通道，成为新的攻击面和潜在失控风险。
Maybe I’m overthinking this, but Claude’s watermarking made me think about where this could go in 5 years. Imagine most text, code and software is generated by LLMs and carries invisible machine-read…
受众观点：① 有人半开玩笑地把这种场景类比成"天网行动"或睡眠特工被激活，说明大家直觉上把水印视为潜在暗号（@zero989, 43分） ② 也有人认为时间线会比楼主想象得更快，五年变成"五天"，反映出对演化速度的焦虑（@SubstrateTrans, 34分） ③ 还有人认真担心水印被破解后用于隐藏 prompt injection 或恶意载荷，让普通用户更难察觉攻击（@Jomuz86, 27分）
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- @zero989 (43): Sleeper agent activated Operation Skynet is a go
- @SubstrateTrans (34): Five years? Try 5 days.
- @Jomuz86 (27): Yes 100% I would be worried about someone cracking the watermarks to be able to hide prompt injections for any malware installs etc 😅
- @Appropriate_Set2108 (14): "Zeus gave Pandora a sealed jar and told her never to open it."
- @SubstrateTrans (6): Tbf, humans open pandora's box the moment we broke natural carry capacity with cities and farming. The correction was bound to come eventually.
一位开发者在 r/SaaS 分享自己 SaaS 项目拿到前 400 名用户的阶段性成果，评论区围绕他是如何获客、产品是什么以及大概花了多久时间展开追问和补充。
r/SaaS First 400 users! On Saas project can’t believe that!!
受众观点：① 有人直接追问他获取用户的具体策略，想知道从零到几百用户到底做了哪些动作（@silent_bug_, 11分） ② 楼主回应大部分用户其实已经为服务付费，说明这不是纯免费用户增长（@null_pointe, 6分） ③ 另一位评论者详细介绍了自己做的酒窖管理 Web 应用 Vinaris，强调通过 AI 做瓶子识别、价格查询和“私人酒窖智能”等功能来吸引细分用户（@BariOm77, 3分）
展开评论
- @silent_bug_ (11): What was your strategy for Acquiring Users?
- @null_pointe (6): Most of users actually did paid on my services
- @Sama_GP (3): Congratulations!
- @null_pointe (3): 8 months i guess
- @BariOm77 (3): I built a wine cellar management webapp. I put inside some AI to give users what I call "Private Cellar Intelligence". You can keep track of your bottles knowing when to open a bottle, ask AI for market prices and other useful information. AI powered bottle recognition, an AI so…
一位欧洲非技术创始人抱怨之前两个自由职业开发都半途而废，如今想为复杂 Web 应用寻找有经验的开发代理团队接手现有代码并长期合作。
im not that technical, have a startup based in europe. need a dev agency for a complex web app, not just a landing page worked with 2 freelancers before and both left everything half done don't think…
受众观点：① 顶层评论指出在不了解项目细节的情况下很难推荐团队，并强调相比泛型外包，更应该找在你业务领域深耕的专业团队，否则很容易再次烂尾（@Gullible_Emotion3068, 6分） ② 有人吐槽一些开发者用“做过类似项目”这种模糊说法来推销自己，但实际上对具体需求一无所知，提醒 OP 警惕这类话术（@Medium_Skilled, 3分） ③ 也有欧洲小团队现身表示自己经常接手半成品代码，通常第一步会审查现有栈、判断哪些能保留、哪些需要重写，再给出评估建议（@Cold_Adhesiveness810, 1分）
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- @Gullible_Emotion3068 (6): What are you building, and what problem does it solve for whoever pays for it? Nobody here can point you anywhere useful without that. Bias up front: I run a dev company. Not pitching, we work in a narrow niche that most likely has nothing to do with your app. Which is sort of m…
- @Medium_Skilled (3): “Projects like this” we know literally nothing about this project 😂😂😂 but good to know you worked on projects like it. And don’t say “half finished projects” because you mention that seperately..
- @Soft_Cat2594 (2): Very wise words my good sir 
- @Cold_Adhesiveness810 (1): I run a small development team in Europe and we’ve worked on projects like this before, including taking over half-finished apps from previous developers. We mainly work with PHP/Laravel, WordPress/WooCommerce and API integrations. Usually the first step is just to check the exi…
- @Cold_Adhesiveness810 (1): Fair point 😄 Bad wording on my side. I meant projects where we’ve taken over existing/unfinished codebases from previous developers. Obviously I know nothing about this specific project yet.
楼主猜测 Anthropic 暂缓 Sonnet 5 涨价，可能是因为 Opus 5 表现不佳、用户流失明显，只能先稳住价格避免更多人转向其他模型甚至中国厂商。
Not that I spend much time with Sonnet so this is of little concern to me, but I have to wonder if they’re holding off on this once-intended price hike for Sonnet 5 in attempt to make amends with Opu…
受众观点：① 有人认为 Anthropic 看到用户往其他服务商跑，不敢再通过涨价"吓跑"更多人，价格策略被竞争环境压制（@Helpful_Key_9962, 98分） ② 也有人把这解读为对 Anthropic 傲慢姿态的一种制衡，担心一旦缺乏竞争它会变得比 Apple/Nintendo 更强势（@DrSheldonLCooperPhD, 57分） ③ 还有用户直接表示已经转向中国模型，把价格和水印等政策视为促使自己出走的关键因素（@Maleficent-Ear8475, 50分; @KURD_1_STAN, 34分）
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- @Helpful_Key_9962 (98): they are more likely seeing a lot of people heading to other providers and can't afford to 'scare' more away
- @DrSheldonLCooperPhD (57): This is my favorite Anthropic position. Afraid of scaring customers due to healthy competition so there is something to keep their general cockiness in check. If this company ever gets in a position of no competition then they will be worse than Apple/Nintendo in how they dictat…
- @Maleficent-Ear8475 (50): Too late already went to CHINA!
- @KURD_1_STAN (34): Dario warned us of the effect of not banning Chinese models, y'all didn't listen.
- @Busy-Awareness420 (20): I believe he said China, not USA.
一位开发者分享自己频繁接到清理 AI 生成项目的活儿，发现代码本身还行但数据模型一团糟，导致价格字段重复存储、历史订单金额被悄悄改写，认为真正昂贵的是业务建模而不是写代码。
A decent chunk of my work this year has turned into the same job. Someone builds most of a product with an AI coding tool, gets to something that demos fine, then hits a wall and calls in a person. E…
受众观点：① 有开发者表示自己也经常被叫去收拾这类 AI 项目烂摊子，尤其是在没有日志和可追溯数据时，修复成本高但报酬还不错（@Digital-Chupacabra, 51分） ② 评论引用《人月神话》强调“看表结构就能理解系统”，说明数据模型重要性早在几十年前就被指出（@hibbelig, 44分） ③ 不少人感叹数据建模是大家最想跳过的安静环节，但几个月后对账混乱、业务逻辑冲突时才发现这是最致命的技术债（@Good_Appearance8935, 36分）
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- @Digital-Chupacabra (51): > Anyone else doing these cleanups seeing the same thing ALL THE TIME! They never have logs to rebuild the data, and then get upset about it, and I have to shrug. While it's sad / frustrating, I really enjoy the work and it's been paying well!
- @hibbelig (44): Fred Brooks, in "The Mythical Man-Month": Show me your flowcharts and conceal your tables, and I shall continue to be mystified. Show me your tables, and I won't usually need your flowcharts, they'll be obvious. From 1975, no less. So the insight that the data model is important…
- @Good_Appearance8935 (36): Data modeling is the quiet part everyone wants to skip, then it comes back to bite you in the ass months later when nothing reconciles
- @Tontonsb (14): Fred Durst, in the "Rollin": People in the house, put them hands in the air, 'Cause if you don't care, then we don't care. From 2001, no less. They predicted how Claude will let people stop typing. And opt into stopping thinking and implement it equally mindlessly.
- @Tontonsb (7): > I think it happens because these tools never push back. You ask for a feature, you get a feature. Ironically that is also why many people love these tools. The dev said it can't be done, but THE AI ACCOMPLISHED IT IN 6 MINUTES. Except you misunderstood that "can't be done"…
Reddit 用户讨论 Claude 等大模型在文本中加入水印，是否主要是为了解决 AI 训练时避免吃到自己生成的内容，还是为了满足欧盟 AI 法案等监管要求，以及水印会不会破坏自然语言词频分布从而降低高质量文本的自然度。
Did no one notice? This solves in an elegant way the well known problem: if the internet will be full of AI slop how can the AI companies train their model without poisoning the data set and avoid th…
受众观点：① 有人认为所谓“AI 会被自己生成的垃圾文本污染训练集”是伪问题，当前大厂主要依赖合成数据而非公开互联网（@durable-racoon, 39分） ② 不少用户直觉上觉得水印更多是为了满足欧盟透明度和合规要求，而不是纯技术需求（@No-Sandwich-2997, 37分） ③ 也有人质疑“互联网数据不重要”的说法，指出 ClaudeBot、GPTBot 仍在大量抓取网站内容，说明真实数据抓取依然在进行（@CzarcasticX, 8分）
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- @durable-racoon (39): its a "well known" falsehood that this problem exists for AI companies. Its false that AI companies rely on internet content for training data in 2026. These days its mostly synthetic datasets. I think the true motive is to comply with EU regulations. Even if we *assume* the pro…
- @No-Sandwich-2997 (37): Might make sense, but isn't it clear that this is mandated by EU regulations?
- @XYcritic (14): It's not, they're choosing this. The law has explicit exceptions for code. They're not required to do this. Following from the official guidelines on the implementation of the EU AI Act: https://digital-strategy.ec.europa.eu/en/library/guidelines-transparency-obligations-provide…
- @CzarcasticX (8): Why is it a falsehood, some of my sites are transferring 10 GB of data to ClaudeBot or GPTBot in a single day, so they're still scraping massive data from the internet.
- @durable-racoon (5): You're right, but wrong about *why* they're generating the data. The move to synthetic data isn't driven by AI slop polluting the internet. Its about data quality not just quantity, and needing specific types of data. Reddit comments cannot replace 'heres a chatlog of a human so…
一位正在做创始人仪表盘工具的作者反思“信息越多不等于越有用”，向 SaaS 创始人提问每天早上真正想看到哪些关于竞争对手、客户对话和机会的信号。
I've been building a tool that tries to give founders a daily view of what they should pay attention to: competitors, customer conversations, opportunities, content ideas, etc. I'm realizing there's…
受众观点：① 多位评论都强调“信号胜过信息量”，宁愿每天只看到两三件真正需要处理的事，而不是几十个小组件堆满一屏（@ThEbACkWaRdS_pUmPkIn, 3分 等） ② 有人指出再好的仪表盘如果需要创始人自己记得打开，最终都会被遗忘，真正有用的是能主动把关键变化推送到 Slack 或邮件的摘要（@BandicootAfter4936, 3分） ③ 也有人提醒说难点在于如何定义“需要关注”的阈值，如果只是不断调低告警标准，很快又会回到噪音洪流（@productnorthstar, 3分）
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- @ThEbACkWaRdS_pUmPkIn (3): signal over volume tbh. dont want 40 widgets, just 2-3 things that actually need my attention and why. competitor change, an angry/happy customer convo, one metric trending wrong. rest can be buried in an "explore" tab. bonus if it just tells me the one thing worth doing today i…
- @BandicootAfter4936 (3): agree that a dashboard should point at what needs attention instead of just adding more metrics. the other half of that is delivery. Even a good triage view dies if it's something you have to remember to open. the dashboards people actually keep using are usually the ones that p…
- @productnorthstar (3): The hard part is actually surfacing what matters without just moving your threshold for alerts lower you end up back at noise if you're not careful about what "needs attention" really means for your specific business.
- @almaruf_dev (2): For me, it would be less about showing me more metrics and more about telling me what actually needs my attention. A sudden drop in downloads, a few similar negative reviews, an important user request, or a competitor change would be much more useful than just another dashboard…
- @Sea-Significance3989 (2): Exactly. If the founder has to remember to open another dashboard every morning, we've already lost. What usually turns something from “interesting” to “I actually need to deal with this today” for you?
作者开源了 MD2HD，一个把 Markdown 文档可视化成拓扑图的框架，并提供 Claude 插件和 npm 包，让 Claude 直接读取仓库或插件生成概念地图，解决长篇 .md 文档难以整体理解的问题。
I got tired of reading .md after .md and thought it would be nice to create a visual framework for Markdown files. So, I created MD2HD, an open-source MD visualization framework. Point Claude at the…
受众观点：① 有人吐槽这是在给纯文本硬套图形化，觉得 Claude 不该什么都答应，反映出一部分开发者对“把文档画成图”的天然怀疑（@MendozaHolmes, 42分） ② 也有在大型 B2B 软件公司工作的用户现身说法，称自家内部 AI 工具有类似可视化图谱，对非技术背景同事非常有用（@SerenadeOfWater, 29分） ③ 一些人完全没看懂产品做什么，说明当前介绍对路人不够清晰，存在认知门槛和定位沟通问题（@BEARSSS, 9分）
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- @MendozaHolmes (42): mfs graphing a text document, claude has got to start saying no
- @SerenadeOfWater (29): Idk why you’re getting shit on. I work at a large B2B software provider and the widely used in house AI tool has a visual graph that is very similar. It may seem pointless to people in CS but for users that come from other parts of the business, visuals like these work better th…
- @PeyoteJones (13): Mermaid charts, and yes.
- @BEARSSS (9): Okay, treat Reddit people like they’re drunk. They have no attention, they’ll give you a drive by. I have no idea what the fuck this is.
- @SurMonster (6): Thanks for the support! I’m somewhere in the middle there and just ran into times where a non-linear view to MDs would make a world of difference. n8n’s JSON import came to mind, so took that as a reference!
楼主吐槽自己在用上 AI 之后反而从每周写代码 45–50 小时变成 70–80 小时被绑在工位上，想知道其他开发在 AI 普及后工作时长是变多还是变少。
Before AI I probably programmed about 45 - 50 hours a week... since AI I am finding myself tied to my desk 70 - 80 hours a week.
受众观点：① 有人表示自己一直坚持只做最低必要工作量，通过合理预期管理做到少加班也能长期生存（@Logical_Top618, 107分） ② 有开发者说自己因为 AI 更讨厌工作，所以反而减少了工时，体现出工具带来的心理疲劳（@caindela, 17分） ③ 评论里有人指出 70 小时的“拼命三郎”反而把基准线拉低，让 30 小时高效工作看起来像魔法，暗讽过度工作文化（@Consistent-Mobile826, 15分）
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- @Logical_Top618 (107): I work just as much as I always have: bare minimum. Underpromise, overdeliver, but never overwork. That’s served me well for many, many years.
- @caindela (17): I definitely work a lot fewer hours with AI, but it’s less because it makes me more productive and more because it makes me hate my job a lot more.
- @25vol96 (16): Smart man. Marrying your job never ends well. I just quit my stupid fucking job a few months ago over that mistake. Never again.
- @Consistent-Mobile826 (15): the real hack is realizing the 70 hour crowd sets the bar so low that 30 focused hours looks like wizardry
- @word_executable (13): No
楼主吐槽 Invidious 的 Materialious 前端体验很差、Piped 又缺少账号同步，想找一套能在多客户端同步观看进度、又不直接用 YouTube 官方应用的自托管观看方案。
There is invidious with materialious, I try to like materalious, but it is just shit. Than there ist Piped wich has no clients with account sync. Do you guys know any Way to have the YouTube experien…
受众观点：① 有人强调 YouTube 仍然有大量优质内容，只是被海量低质视频淹没，真正问题在于如何筛选和管理订阅（@smalldickbesitzer, 7分） ② 也有人认同好内容很多，但需要工具来帮助整理和同步观看列表（@zxcbvnm90, 7分） ③ 有用户分享自己用 youtarr + Plex 订阅频道、定期下载并配合 SponsorBlock 去广告的方案，认为比前端套壳更实用（@Thebandroid, 4分）
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- @smalldickbesitzer (7): Ehm? No this isn't a valid question. Because you don't find anything to wach doesn't mean there is nothing to watch. On YouTube is more than enough quality content
- @zxcbvnm90 (7): There is absolutely great content on YouTube. Just need to dig through the layers and layers of slop to find it. Once you do find something worthwhile, maybe you wanna sync it?
- @Thebandroid (4): I gave up, set up youtarr and use plex to serve the videos. It's not great for browsing but you can set up a channels you like, and it'll download the new videos one a day or week or Whatever you set. You can paste in urls to download individual videos It can also strip ads and…
- @smalldickbesitzer (4): I don't have ads too, never, nowhere 😁
- @Thebandroid (3): youtarr is just a wrapper for ytdl but it can also delete the videos as after you have watched them or when they reach a certain age. with the right settings and a 32gb usb for storage you could watch all your regular channels without ever seeing an add.
作者开源了一个 MCP 服务器，把 Claude Code 和 Claude Design 串起来，通过驱动真实浏览器和复用 claude.ai 会话，让代码代理自动向设计端下 brief、截图评审页面并同步设计文件到本地代码库，实现基于真实组件库的端到端设计开发流程。
Claude Design makes far better UI than I get out of Claude Code alone. The problem is that they are separate products: own projects, own chats, own files, and no API. So the two never met, and everyt…
受众观点：① 有人直接给出 GitHub 仓库和安装命令，说明社区对这种 Claude Code 插件化集成方式很感兴趣，愿意尝试自建工作流（@Intrepid-Ad4494, 17分） ② 部分用户对现有 /design-partner 命令感到困惑，想搞清楚这个 MCP 相比内置指令到底多了什么能力（@ngabantudev, 16分） ③ 也有开发者认可 Claude Design 的“秘制配方”，认为它做出的 UI 明显优于单用 Claude Code，期待更顺滑的协同体验（@daniel-editide, 7分）
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- @dropride (23): You can tap “share” in Design then just copy paste the prompt they give you into Claude Code Get control over your design while you’re burning tokens (Design especially goes thru limits fast)
- @Intrepid-Ad4494 (17): https://github.com/marvin-socialista/claude-design-mcp Mine, MIT. Installs as a Claude Code plugin: /plugin marketplace add marvin-socialista/claude-design-mcp /plugin install claude-design@claude-design then `npm install`, `npm run seed`, `npm run smoke` in the plugin directory…
- @ngabantudev (16): I'm confused, isn't /design-partner already a command in Claude code? What's the advantage of /claude-design over /design-partner?
- @unpluggedcord (10): no, Claude Code downloads the HTML designs and then executes them in you project
- @daniel-editide (7): Cool project. Claude Design definitely has some secret sauce. I also get better results there than Claude Code alone. Will check it out
机器学习博士生在 Reddit 询问：导师几乎不管、不提供技术指导但给足经费和选题自由，这种高度放养式 PhD 导师组合到底是梦想机会还是缺乏 mentorship 的雷区。
It’s an ML PhD with secure funding for 4–5 years and a senior, respected advisor. You get almost complete freedom to choose your own topics, projects, and collaborations, with very little micromanage…
受众观点：① 不同性格学生对导师管理风格需求差异很大，有人需要高频 check-in，有人适合完全放养（@theXYZT, 115分） ② 很多成功案例其实是导师会根据学生风格调整管理方式，而不是一刀切（@theXYZT, 115分） ③ 也有人分享在缺乏领域指导、导师带太多学生时，几乎全靠自己摸索导致压力巨大、体验很差（@impatiens-capensis, 9分）
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- @theXYZT (115): Depends on student's style. Both me and my wife got our PhDs under the same advisor. He had to behave differently for us. My wife required regular check-ins and more help with shaping a project, but she was extremely consistent with her output. I, on the other hand, was describe…
- @Mother_Context_2446 (19): It's difficult to say, every candidate needs varying levels of supervision. For my ML PhD, my supervisor was very hands on in the first third, the second third i had more autonomy to the last third pretty much dictating the research (with guidance). I prefer that setup, and it w…
- @Ginger_Rook (18): This is the answer. I’m like you. And I’m extremely motivated by real deadlines.
- @saddamfuki (10): Hi fellow ADHD king
- @impatiens-capensis (9): NO. Do not do it. Every paper that I produced, I produced essentially alone with minimal guidance. My supervisor did not have the expertise in my domain to even provide meaningful guidance and was, at the time, supervising nearly 20 students. It was, at times, a disaster. The st…
创始人分享自己在多次失败后推出 Feedvote，首小时卖出 150 美元终身版、一度幻想一年内做到 5k–10k MRR，结果中途停更营销、放养 8 个月后如今只有 100 美元 MRR 的落差和反思。
About a year ago, after 9+ failed SaaS attempts, I launched Feedvote. Within the first hour, someone bought a $150 lifetime deal. That completely messed with my expectations. I thought I had finally…
受众观点：① 很多评论在讨论功能投票类产品同质化严重、AI 很容易复制，质疑这类工具的护城河和长期空间（@wiznaibus, 11分） ② 有人给出简单粗暴的建议，认为只要把现有获客动作放大 10 倍就能从 100 MRR 滚到 1k MRR，强调重复有效动作的重要性（@RealisticWorth3567, 6分） ③ 也有创始人共鸣于“第一笔大单会误导预期”，认为坚持迭代、不要再次消失才是这类小产品能活下去的关键（@younes-ak, 3分）
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- @wiznaibus (11): The problem with things like upvoting for roadmaps is that there's about 100,000 clones of these. And then finally, AI can build a clone of these in about 15 minutes. Sorry to be a downer.
- @RealisticWorth3567 (6): just do more of what worked. what helped u hit 100 mrr? if you do 10x more of that u will hit 1k mrr. that;s how it works. math
- @DraGSsined (3): You’d be surprised how many prospects have told me exactly that: “We already vibe-coded something similar, so we don’t need it.” What I noticed, though, is that almost all of them are very small or early-stage startups that aren’t really willing to pay for this category anyway.…
- @younes-ak (3): I think the hardest lesson here is that the first sale can actually mess with your expectations 😅 Getting that $150 sale in the first hour probably makes you think, “okay, I finally figured it out.” But then you realize getting people to buy once and building something they cons…
- @chakini (2): The design is horrible
一位兼职开发给父亲公司做的工时与报表 Web 应用被另一家意大利中小企业看中，对方在他免费改了 19 个需求后准备正式用，他正纠结该按月订阅还是一次性授权加维护费、如何定价和限制支持范围，以及如何在锁价三年的前提下处理后续改动。
So, I'm not a full time dev. I built a web app for my dad's company, then another company saw it, liked it, and sent me a list of 19 things they wanted changed before they'd use it. I did all of them…
受众观点：① 有人指出没人能替他给时间和精力定价，但这恰好暴露了很多开发者只会按工时算钱的思路（@jroberts67, 5分） ② 评论提醒 B2B 定价不应只看开发者投入，而要基于软件给企业带来的业务价值来定价（@BeeRanked, 5分） ③ 也有人担心他已经通过 19 个免费改动把自己锁进“无限免费维护”的局面，建议在合同中明确新功能按小时或按包收费，并认真设计维护与托管责任（@Background-Ear-4657, 4分；@Mysterious-Falcon-83, 3分）
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- @jroberts67 (5): No one here can tell you what to charge since it's putting a value on your time and effort. Only you know that value.
- @BeeRanked (5): Never base a B2B pricing on "your time and effort". Price it based on the business value it brings
- @Kyle772 (5): This sounds fucked if you ask me. How many hours do you need to commit to this a month on an ongoing basis? It sounds like slave labor already if I'm being honest.
- @Background-Ear-4657 (4): Honestly those 19 free changes set a rough precedent but you can still draw the line with a simple "new features beyond the agreed scope are billed separately at X rate" in the contract
- @Mysterious-Falcon-83 (3): Never share your value reasoning. Establish your price and go with it. The thing you MUST decide on is maintenance. You said they won't like subscription pricing. That's OK, but make sure they (and you) understand what that means. How are updates funded? With a subscription, the…
作者分享自己 30 岁回顾人生记忆空白的体验，并介绍为此做的应用 My Existence：用 Canvas 卡片编辑器记录事件、用 Memento Mori 把一生按周铺成网格、再用 Globe 按地理位置回看经历，试图把失败和日常也变成可被记住的人生时间线。
Three milestones, then my memory went blank. It wasn't that nothing happened — it's that nothing was saved anywhere I would ever look again. So I asked myself: what if I could see my whole life as a…
受众观点：① 有人好奇地问技术细节，比如 3D 地球视图是如何实现的，说明产品的视觉呈现本身就有吸引力（@Niktion, 3分） ② 评论里有用户共鸣“日子很长但年份很短”的感觉，认同需要工具来对抗时间模糊（@Simple-Welcome-1415, 3分） ③ 也有人直接夸赞项目并追问如何用 Claude 做出这么好的 UI，作者则分享了先用 Lovable 打样、再用 Claude 迭代并自己长期打磨细节的过程（@deezeddd, 2分；@Solid_Passion8154, 2分）
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- @Niktion (3): Very cool. How did you do the globe? 🌍
- @Simple-Welcome-1415 (3): Nice, "the days are long, but the years are short"
- @commandedbydemons (2): Very cool project OP.
- @deezeddd (2): When I code with Claude, it gives me a useless UI that looks like AI. How are you able to create such a wonderful UI? What's the trick?
- @Solid_Passion8154 (2): Thanks! Honestly, I don't think there's a trick 😅 First prototype I built in Lovable - it created the UI concept, but functionality was broken. Then I moved project to Claude and continued there. I collected UI samples, fonts, icons and animations that I like on the internet and…
作者厌倦群聊约局失败，做了基于地理位置的即时活动社交应用 NOW，用地图展示附近正在发生的线下活动供人直接加入。
I got tired of making plans that require a group chat. “Anyone up for badminton?” “Where?” “Who's coming?” “Maybe later.” “Can't today.” And somehow the plan dies. So I built NOW — a simple idea: Ope…
受众观点：① 用户在纠结产品是给熟人圈子还是陌生人交友使用，以及是否支持单人状态更新等产品定位问题（@martiink, 2分） ② 有人质疑完全自发的线下活动难以落地，认为场地预订和提前约人是刚需，削弱了“随时加入”的愿景（@sebelga, 2分） ③ 评论指出已有类似应用在应用商店和综艺节目中出现，暗示赛道竞争激烈、差异化和分发会是关键（@ExtremeKangaroo5437, 2分） ④ 也有人认为群聊协调痛点真实存在，但用户是否会在短暂空闲时主动打开新应用是最大行为门槛（@Inside_Cockroach476, 2分）
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- @martiink (2): I like the idea - few bits of feedback: * Is it for just seeing what my friends are doing? Or for finding new friends? Or both? * Can I have a status which isn't meant to be a shared event ie. Working/Studying (alone) * The website has a lot of characters which aren't rendering…
- @sebelga (2): Not sure it would work in practice. You usually either need to book a court (tennis, badminton..) in advance or you need people to play. Spontaneity is a nice idea but a little planning usually helps
- @ExtremeKangaroo5437 (2): [https://play.google.com/store/apps/details?id=com.currently.android&hl=en\_IN](https://play.google.com/store/apps/details?id=com.currently.android&hl=en_IN) much mature app on the idea.. was in shark tank as well... Disclaimer: Friends app.
- @Mr-X9215 (2): yeah indeed but imma still give it a shot
- @Inside_Cockroach476 (2): The group chat coordination problem is real. The harder question is whether people will open a new app in the moment they are spontaneously free, most of the time that window is 10 minutes and people default to what is already on their phone. The use case where this probably wor…
开发者分享自己打造深度链接平台 Openlynk，几乎不做营销靠口碑和 ChatGPT 推荐涨到约 400 美元 MRR 后增长停滞，意识到继续堆功能无效、真正短板在于分发和获客策略。
I soft launched Openlynk around April. It's a deep linking platform I built mainly as an alternative to Firebase Dynamic Links. Initially things were actually going pretty well. I was getting users o…
受众观点：① 有人直白地建议把重心从继续写代码转向营销，认为当前阶段最大杠杆已经不在功能上（@Capital-Wolf-8959, 2分） ② 同一位评论者进一步建议可以考虑雇人做营销，但创始人自己也要系统学习，否则会对外包产生不切实际的期待（@Capital-Wolf-8959, 2分） ③ 还有人追问早期 400 美元 MRR 主要来自哪些渠道，OP 回应大多是朋友的代理公司客户口碑带来的付费用户，免费用户则很多是通过 ChatGPT 发现 Openlynk（@Foreign_Win4668, 2分）
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- @Capital-Wolf-8959 (2): Focus into marketing
- @Capital-Wolf-8959 (2): Yes, for now, I think you should hire. But in the meantime, while you let your hire handle the work I also want you to pour your heart into learning marketing yourself, so you understand what will actually grow your SaaS don’t depend on your hires blindly. at the end of the day…
- @Capital-Wolf-8959 (2): good luck to you!
- @zeroflywheel (2): What were the main channels of distribution for you? What all have you done in the initial days to market the product and what do you think worked out well to get to the 400$ stage in the first space?
- @Foreign_Win4668 (2): It was mainly through word of mouth. I have a friend who runs a software agency, and I showcased the product to some of their clients. A few of them onboarded, tried it out, and gave me good feedback. For the free users, surprisingly, a lot of them discovered Openlynk through Ch…
楼主和朋友录了大量游戏长视频，占用本地空间又难以互相访问，想自建一个服务器方便双方快速同步和在线观看彼此的游戏剪辑。
We did so many clips with long duration that it takes many storage in our pc and its a bit complicated to get access to our clips except when we stream it together on discord when we are in a call. B…
受众观点：① 有人建议直接搭 FTP 服务器，用 FileZilla 共享文件夹，双方随时用 VLC 打开观看（@WelcomeObjective6869, 12分） ② 多条评论推荐自托管 Fireshare，认为它很适合分享短视频剪辑，开发者响应也很快（@nicktheone, 5分; @mprajescu, 3分） ③ 也有人提到用 Syncthing 做双向同步，再叠加 Jellyfin 或 Stremio 做媒体索引和分类浏览（@edfreitag, 3分; @GolemancerVekk, 2分）
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- @WelcomeObjective6869 (12): Set up a simple FTP server with FileZilla, then both of you can drop clips in shared folders and watch them anytime with VLC.
- @nicktheone (5): I've asked a similar question days ago and I've been advised to try Fireshare. It has its little quirks but the developer was fast to resolve the most annoying one and it's been working really good for me since then.
- @edfreitag (3): Syncthing? You can add both desktops to sync to each other
- @mprajescu (3): Selfhost fireshare. It is a good platform and highly recommend it
- @GolemancerVekk (2): You can also add a media server like Jellyfin or Stremio on top that indexes that folder and you can do nice things like give them names, categories etc.
一位有十年 B2B SaaS 销售经验的创始人总结了五个在动手开发前就能在桌面调研阶段检查的需求信号，用来判断一个 SaaS 想法是否真的有付费意愿和市场空间。
Quick background: about 10 years in B2B SaaS sales, co-founder of a B2B SaaS. I see a lot of posts about validating ideas and understanding potential, so I wanted to share from experience what works…
受众观点：① 评论里有人补充说真正的验证还是要落在 10–20 次与目标客户的深度对话上，达到一定数量后反馈会开始重复，才能判断是坚持还是转向（@TomiChestnut, 3分） ② 也有读者在追问“到底要聊多少个潜在客户才算有信号”，说明大家对样本量和临界点非常焦虑（@The-Wingged-Hussar, 2分） ③ 作者在回复中强调访谈对象要聚焦在窄一点的客户群，否则混杂的 SMB 反馈会互相矛盾，凸显细分定位的重要性（@TomiChestnut, 3分）
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- @[deleted] (3): [removed]
- @TomiChestnut (3): from my experience, once you hit 10-20 conversations with potential customers you will see clear signals if you should commit, refine or pivot. when we were doing those interviews, after 10 customer interviews we started to see a lot of repetition and we were able to make conclu…
- @The-Wingged-Hussar (3): Got it. Thanks for your response brother.
- @TomiChestnut (3): Good luck with what ever you are building
- @The-Wingged-Hussar (2): Good pointers but what is that “critical mass” number that one should arrive, after talking to real potential customers, that the to be product is worth building?
帖子本身在炫耀自己拿到了极高的 PageSpeed Insights 分数，评论区则讨论追求 Lighthouse 100 分对 SEO 排名的真实价值，以及在实际网络环境和谷歌自家脚本限制下性能优化该做到什么度。
r/webdev I have managed to get these Page Speed Metrics, Will it help me in Ra…
受众观点：① 有人分享自己和谷歌工程师交流的经历，指出所有指标都重要但满分不会带来额外排名收益，过度追求合成分数反而可能浪费时间（@mknweb, 3分） ② 评论吐槽 Lighthouse 让你减少未使用 JS 时，最大的问题往往就是谷歌自家的分析脚本（@erkin_khidirov, 3分） ③ 也有人强调页面速度只是 SEO 的一部分，内容质量、搜索意图匹配和高质量外链仍然是决定排名的关键因素（@Alienxcodex, 2分；@mka_, 2分）
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- @mknweb (3): Spent years on this topic and then finally got myself in the room with a few Google engineers... All the categories absolutely matter, but hitting 100/100 on each / across the board, will not yield greater ranking. I ended up writing a little resource for this too (https://mkn.u…
- @erkin_khidirov (3): lighthouse telling you to reduce unused javascript when its literally just google analytics
- @Alienxcodex (2): Page speed definitely matters, but I wouldn’t expect good Lighthouse scores alone to magically improve rankings. It’s more like one part of the overall SEO picture. Content quality, search intent, backlinks, and technical SEO still matter a lot.
- @Suspicious_Skill7292 (2): getting scores that high is satisfying af especially when you have been tweaking performance for ages
- @mka_ (2): Backlinks are still one of the most important factors for search rankings, but quality and relevance matter far more than quantity. You could have perfect SEO/GEO and rank basically nowhere if you're not targetting a niche and dont have any backlinks.
一位做了 20 多年项目的开发者分享自己侧项目在几乎没有正式推广策略的情况下达到 500 用户、12 个付费用户的心路历程，从最初为自己解决问题到被陌生人付费使用，并反思分发、转化率和责任感。
I'm not really sure who to share this with. I've been building this mostly by myself in a bubble. Today I hit 500 users, and 12 people are paying for it. I built this for myself originally. I had a p…
受众观点：① 有人祝贺并直接追问分发策略，说明大家对从 0 到几百用户的具体路径非常关心（@PasternakIvarsson, 2分） ② 评论里有人算出 500 用户中 12 个付费约 2.4% 转化率，并认为这种“为自己而建、持续打磨”的路径被低估（@BP041, 2分） ③ 楼主补充分享了自己的获客方式：先写博客讲项目意外解决的问题、在 ChatGPT 插件市场争取上架，再尝试 Reddit 广告但发现转化最差，整体以自然增长为主（@gauzzastrip, 1分）
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- @PasternakIvarsson (2): Congratulations, what was your distribution strategy?
- @BP041 (2): 500 users with 12 paid — that's a 2.4% conversion rate, which is honestly solid for an organic side project. The "built for myself, kept fixing it" path is underrated; most people try to manufacture product-market fit instead of letting it emerge. What's the product? Curious how…
- @gauzzastrip (1): Well, I didn't really have one to start with. I was telling a friend about some surprises this project has shown me and his response was: "thats such a hard to guess use case that is clutch" He suggested I started blogging about it. So I did and I started posting the blog articl…
- @Gavelist (1): You should set up your site to pull in some GEO/AEO conversions! Getting listed by the llms is a great way to not have to cold all or distribute in other ways.
- @PasternakIvarsson (1): Super interesting, thank u for sharing! I always find it interesting to ask, because everyone has such different stories (obviously, that's why there isnt a "one size first all distribution strategy" like everyone seems to be asking for) Just scouting different channels for myse…
楼主把家庭文档从 iCloud 文件夹迁移到 Paperless 并用 Claude 自动打标签，但抱怨 UI 搜索难用且失去传统文件夹浏览体验，想找能保留嵌套目录又有 OCR 索引的替代方案。
Context - previously stored all personal docs in a iCloud drive-backed folder system shared with my wife. Recently I moved this into Paperless w/ the help of Claude. It helped auto tag a bunch of the…
受众观点：① 有人指出其实 Paperless 本身就能按自定义路径存储文件，只要配置好存储路径和文件名规则即可（@clintkev251, 38分） ② 有用户分享自己用 Paperless 生成有意义的目录结构再备份到 Backblaze，以便丢服务器时还能直接在云端按文件夹找文档（@VikingSven82, 7分） ③ 也有人提到把 Paperless 文档挂载到 Nextcloud 外部存储，让家人可以继续用传统文件夹方式浏览（@TechnicaVivunt, 7分）
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- @clintkev251 (38): Paperless can? You just need to configure the storage path to match what you want [https://docs.paperless-ngx.com/advanced\_usage/#file-name-handling](https://docs.paperless-ngx.com/advanced_usage/#file-name-handling)
- @VikingSven82 (7): I've set up paperless this week exactly like this - not so I can poke around via the file system, but so I can backup the media directory to Backblaze and should I ever lose my home server, I can still get to documents in Backblaze with sensible folder structure and file naming.…
- @TechnicaVivunt (7): I use paperless file function, but I also put paperless documents into nextcloud as an external storage folder so we can poke around "traditionally" should we want to.
- @Pterosaur (6): From my reading of that page, you can then "poke about" to read things, but don't rename or move anything. That has to be done via the interface.
- @ybizeul (6): I have the exact same problem with my wife. I’m migrating to Papra, and contributing to the code for a tag browsing feature, where tags can have parents so you can browse in school > grades > kid1 or health > kid1 for example. All it takes is have kid1 tag have grades a…
楼主担心联网摄像头画面被远程篡改，想自建监控系统并通过定期物理弹出可移动硬盘实现真正离线存储，向社区求更优雅的物理隔离方案。
Long-time lurker, finally got to a problem I can't solve on my own. I've been reading about the rise of companies like Toka, a Tel-Aviv based org that promises to its clients the ability to alter int…
受众观点：① 很多自托管玩家高估国家级对手威胁，评论里多次提醒先把基础网络安全做好（@GaidinBDJ, 24分） ② 有人建议用有线 PoE 摄像头配 NVR，再加第二套备份如 Frigate，强调"不上网"比花哨物理机构更重要（@Civil_Tea_3250, 8分） ③ 也有人认为如果对手真能远程改视频，说明整网早已沦陷，物理分离只是最后一层而非首要手段（@Complete-Iron6554, 7分）
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- @GaidinBDJ (24): If your threat model includes foreign security services, you shouldn't be using an amateur self-hosted solution. Just store your video on a NAS that's not exposed to the Internet.
- @Civil_Tea_3250 (8): Agreed. If the US government can't solve the Guthrie case, then they aren't quite as capable as we might believe. It's safe to assume they see everything, but they're not wasting time on you and me, unless you have some intelligence files in your basement lol. Go with PoE, stay…
- @Complete-Iron6554 (7): i think the physical separation angle is overthinking it a bit unless you're actually a target. like if someone can remotely alter footage they probably already own your whole network if you really want to go that route though, a raspberry pi with a cheap sata hat and a stack of…
- @mickeysbestbud (5): If you are truly concerned your video will be targeted personally by foreign entities, then a self-hosted MacGyver thing isn't for you. Look for something professional. If you aren't actually a target, then it's just not worth it. Keep the video offline and secure your network.…
- @mickeysbestbud (5): This seems like the wrong problem to solve. I'd simply store the data on something not exposed to the Internet and work on your security. If someone is going to target you to edit your home security footage (which I wouldn't worry myself about), I'd honestly be more concerned wi…
作者向已经发布过副业项目的人提问：在产品做完之后，获取前一批用户时最耗时、最让人觉得“应该有更简单办法”的环节究竟是哪一块。
For those of you who've actually launched a side project, I'm curious about what became the biggest time sink after the building was finished. Was it: 1. Finding where the right people actually hang…
受众观点：① 有人表示最大时间消耗就是同时解决找到目标用户聚集地以及确认哪些地方允许分享产品，否则很容易被删帖（@imrozimroz, 3分） ② 也有人感叹现在大家都在做项目和卖东西，注意力竞争激烈，想被看见变得越来越难（@matt8p, 1分） ③ 评论指出真正困难的是把已选定的渠道转化为不显得像垃圾信息的具体帖子和外联内容，这部分执行往往比选渠道本身更拖沓（@crossoverXYZ, 1分）
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- @imrozimroz (3): For me it was number 1 and 2 combined. Finding the actual places where the right people hang out, then figuring out which of those places even allow you to share without getting removed. That part took way longer than expected.
- @VelumLucis (3): We can see you’ve learned nothing copy-pasting directly from Claude Code with that spacing lmao
- @Few_Suit_7199 (2): How did you solve? What was your solution to #2
- @matt8p (1): It’s become a lot harder to be seen because everyone is building something and trying to sell it. It’s crowded and noisy.
- @crossoverXYZ (1): Turning the channel into posts or outreach is the part that usually drags the most. Knowing where people hang out is one thing, but writing something that does not feel spammy or get ignored often takes longer than picking the channel itself.
作者以 6 岁外甥女为灵感，介绍自己打造的儿童创意应用 Taroo，通过一系列短小任务让 6–10 岁孩子画画、讲故事、拍照和玩节奏，而不是只在 iPad 上做选择题式的学习游戏，并记录他们长期的创作成果给家长查看。
I’m an engineer turned product manager, and I’ve always loved two things a little more than necessary: education and games. For a long time, I wanted to put those interests and the skills I’d picked…
受众观点：① 有家长认为这是个好主意，抱怨现有儿童软件大多只教孩子做测试题，缺乏真正激发想象力的创作空间（@Gorduy_Pti4ka, 2分） ② 有人反馈平台版本不同步的问题，比如 iOS 版本落后于 Android，说明多端发布和审核节奏会直接影响用户体验（@Fantastic-Fox-8543, 2分） ③ 也有用户从权限和体验角度提建议，希望能一次性开启所有需要的系统权限，避免孩子频繁跳转设置界面（@n0zz, 2分）
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- @Solid-Signal3214 (2): Instructions unclear. Child has locked me in a virtual jungle with live tigers.
- @Independent-Code-209 (2): feature not a bug tbh
- @Gorduy_Pti4ka (2): This is a great idea; I have also been looking for similar programs for children. Everything currently available on the Market does not foster creativity, but rather teaches children to solve tests from a very early age, and unfortunately, tests do not engage the imagination. I…
- @Fantastic-Fox-8543 (2): Also just a note, Apple is running a version behind android because of apple's super fast (sarcastically) pace of approvals 😅
- @n0zz (2): I played a bit of sound based games. Would be nice to have option to enable all required permissions for all games at once, so kid wouldn't have to go to the system settings to enable them :)
楼主在做 Next.js 脚手架时纠结是用 Web→Action→Service→Repo→DB 还是保留传统 Web→API→Service→Repo→DB 分层，以便未来接入移动端客户端，又担心重复业务逻辑和过度设计，想听大家现在常用的架构实践。
What architecture do projects now usually follow? Considering nextjs, does it have an opinionated approach or convention? Example on my React + Express project, my architecture is: Web > API >…
受众观点：① 有人质疑在已经有复杂 API 后端的情况下再用 Next 是个奇怪选择，认为 Next 的 SSR 偏好会和重 API 架构打架（@alwaysbemark, 17分） ② 有开发者表示自己也习惯 Web→API→Service→Repo→DB 这类简单分层，并不觉得是过度工程，反而有利于测试和长期维护（@uahw, 5分） ③ 也有人建议如果目标是学习和折腾，应该考虑 TanStack 等更灵活的方案，因为 Next 的各种特例和部署坑对个人项目来说性价比不高（@jax024, 2分）
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- @alwaysbemark (17): Why are you using Next with an API heavy backend? Anything more complex than trivial data fetching or filtering becomes a mess and fights the framework. What’s wrong with a traditional SPA? Not trendy enough?
- @uahw (5): ”Web > API > Service > Repo > DB” I usually do something like that. I don’t really know why people call simple abstractions as over engineering. It’s not really that time consuming to set up and helps down the line. I like the repository pattern because it simplifies…
- @jax024 (4): No. But it’s an odd choice.
- @jax024 (2): Because it doesn’t solve the problem it sounds like you want to solve. Next is opinionated SSR at the expense of a lot of flexibility. I would recommend Tanstack or something else if your goal is to learn, tinker, and explore. Nextjs has so many gotchas and special cases especia…
- @crimsonscarf (2): I do something similar, but I separate components into a monorepo. Something like this: apps/ server/ (hono) client/ (react-native w/ react-native-web or just react) libs/ db/ (drizzle-orm w/ pgsql and sqlite schemas) validation/ (zod validation schemas) api/ (fetch api function…
楼主已经会编程并做过几个网站，但觉得作品还有很多可以提升的地方，想找一本能系统帮自己进阶 Web 开发的书，请大家推荐学习路径。
I already know how to program, and I've made a few websites. But there are certainly things I could do to make my websites better, but I'm not sure where to start. I'm looking for a book that can hel…
受众观点：① 顶层评论认为与其找书不如先做一个“很蠢但完整”的项目并反复重构，从实践中暴露问题（@Educational_Key_3620, 13分） ② 有人推荐用 Frontend Mentor 这类按难度分级的实战挑战网站，比书更贴近真实前端工作（@majamin, 3分） ③ 也有开发者分享自己因执行困难更偏爱读书，提到《The Pragmatic Programmer》《Clean Code》《Refactoring UI》等能在一定程度上影响代码和 UI 习惯（@TheDoomfire, 1分）
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- @Educational_Key_3620 (13): You don't need a book, you need to build something stupid and fix it 50 times.
- @majamin (3): Sorry not a book, but have you tried frontendmentor? It's a website with graded challenges to design a website according to specs.
- @TheDoomfire (1): This is true. I mostly read books because of severe executive dysfunction. Some books tho can motivate me to write cleaner code (but wont actually make me write cleaner compared to doing them) such as the books "the pragmatic programmer" and "clean code". I would like using the…
- @beso467 (1): Facts
- @Lemortheureux (1): Because things change so quickly, what works for me is to go on different websites: news, e commerce, web apps, etc. I'll look for common things I keep seeing and look fun to implement then I try it out. It's also fun to look at different popular stacks and try out a new stack.…
楼主用 Claude Code 自己“vibe code”重建客户网站，想只让外包开发负责部署上线和基础安全，把自己写的代码推到 Git 由对方发布。
I manage websites and apps for my clients many of which are developed by sub contracted web developers. Since AI, I , like many , have begun building my own little apps. I now also have a project to…
受众观点：① 有人认为如果只是部署可以用自动化平台，真正要做代码审查和生产准备是另一份昂贵的工作（@secretprocess, 3分） ② 有开发者表示只负责部署是合理的，但前提是事先说清楚边界，出问题要由写代码的人自己修（@biosc1, 3分） ③ 也有人提醒部署他人 vibe coded 代码风险大，安全问题主要在代码本身而不是谁按部署按钮（@el_diego, 2分）
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- @secretprocess (3): If you really just want someone to deploy your code there are many automated platforms for this much more cheaply than hiring someone. If what you really want is someone to review your code and make sure it is production-ready and then deploy it, that's a much bigger job. Expect…
- @biosc1 (3): Totally reasonable. As long as the expectations are correctly set. I do a lot of deployments for coworkers, but if something breaks the tests/staging site, I let them fix it.
- @tawdry_scarcity (3): man i do exactly this for a couple of my clients and it works fine as long as everyone knows where the line is drawn the key thing is making sure your dev understands they're not responsible for debugging your code if it falls over after deploy, just the infrastructure side. i h…
- @el_diego (2): > My reasoning is to reduce any security risks associated with only myself (essentially a guy with limited developer knowledge) to be responsible for a site I don't full understand on a technical level. Having a dev do your deployment doesn't resolve security issues. Your vib…
- @barrel_of_noodles (2): I wouldn't enter that contract, and good luck finding someone who would. I'm def not supporting vibe coded stuff at midnight when the project owner blames traceability and observability on you. Hell no. Must be out ya socks! I'm not saying you can't ask... Go for it. But only a…
作者分享自己做的 honestcsrankings 网站，用真实气候、安全、物价和城市氛围等数据给约五百多个 CORE 评级计算机会议按目的地“好玩程度”重新排序，方便研究者选会兼顾论文和旅行体验。
Once the paper is ready, everyone checks the venue location before the acceptance rate anyway. So I built:[https://honestcsrankings.org](https://honestcsrankings.org) It maps \~540 upcoming CORE-rank…
受众观点：① 有研究者觉得这个按目的地排序的工具非常实用，直接表示感谢并打算用来选会（@More_Soft_6801, 5分） ② 有人关心具体指标含义，比如“Connect”到底代表社交网络还是交通便利（@NickOTeenO, 3分） ③ 作者解释“Flights/Connect”其实是航班直达程度等出行便利度，目前是人工估计，未来想用开放航线数据自动化，并承认美国很多会议因为这些因素评分偏低（@JohnAZoidberg77, 4分; @avalanchesiqi, 2分）
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- @More_Soft_6801 (5): Thank you. Indeed, super helpful
- @Cheap-Information985 (5): ICLR 2027 is announced as SF
- @JohnAZoidberg77 (4): the label was confusing so I just renamed it to "Flights". It's travel connectivity, not networking: how easy the city is to actually reach (major hub with direct flights vs 3 hops and a bus). Right now it's a curated per city estimate and only 10% of the total score, the plan i…
- @NickOTeenO (3): Is "Connect" how good it is for networking? How do you determine it?
- @avalanchesiqi (2): Skimmed the venues I usually go to and found that many conferences located in the U.S. are in the bottom. I wonder which factors drive them down?
作者在为面向幼儿家长的喂养与过敏追踪产品选型时纠结，是先用 Web/PWA 验证想法还是直接做原生 iOS 和 Android 应用，向社区征求经验。
Anyone have success starting with a web app/PWA to validate an idea before actually building a native iOS & Android version? At least for me, deploying a web app is much lower barrier, but having…
受众观点：① 有人建议针对家长和追踪类场景优先做带安装提示的 PWA，因为目标用户更可能通过搜索临时问题而不是在应用商店里主动逛（@Warm-Flamingo-8161, 4分） ② 另一位从移动开发经验出发，系统列举了 PWA 在 iOS 兼容性、推送通知、硬件能力、性能和后台任务等方面的限制，强调这些缺陷很多是无解的（@medialantern, 3分） ③ 也有评论提出可以先做 PWA，再用原生壳包装并增加额外功能，以便后续上架应用商店（@Pleasant_Set_3182, 2分） ④ 有人分享自己一律先做网站或 PWA，通过搜索流量验证后再考虑原生应用的策略（@samurai_with_sword, 2分）
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- @Warm-Flamingo-8161 (4): For parents + tracking: skip the store, build a PWA with install prompt. The Play Store / App Store barrier is huge for this niche they don't browse stores looking for "feeding tracker," they Google it when their kid refuses to eat at 7am and they need a solution now.
- @medialantern (3): I keep a pastable summary of issues I've run into as a mobile app dev when dealing with native vs PWA apps. This is a short list, not remotely exhaustive, and I only update it yearly, so take it as a starting point: \- Compatibility with iOS (Apple hates PWA's and the Mobile Saf…
- @Pleasant_Set_3182 (2): Well you kind of can try both: Create the PWA first... and then use a wrapper which meaningfully adds some new functionality onto the PWA (they will reject you if it doesn't) - and that way all your work won't be a waste.
- @samurai_with_sword (2): Depends on the type of your app. For example dating apps like tinder or bumble are not good candidates for a PWA but something like eventbrite can be a very good candidate for PWA. Websites also help you get organic traffic from search engines. I am building all my apps as eithe…
- @samurai_with_sword (2): Create a plain html landing page for SEO then create the app as a react+vite SPA (single page application) PWA. Once the user clicks signin from the plain html landing page they go to the SPA page which they can manage in a browser or download it as a PWA. It will be relatively…
作者发布了一个基于 ISO 24495 原则的 Claude Code 插件，通过多种技能和写作钩子约束输出为简明英语，统计句长、段落密度和法律术语等指标，并在不声称正式符合标准的前提下，帮助开发者和写作者持续产出结构清晰的文档。
**What it does** This plugin keeps Claude Code's output in plain language. It is built on the principles of the ISO 24495 series, the international plain language standards. You get three things: - *…
受众观点：① 作者用插件反过来审查评论，展示了句子和段落规则的具体反馈方式，说明这个工具在实践中确实能给出结构化建议（@gazmagik, 16分） ② 有用户在看过仓库后认可整体思路和统一文风，认为“骨架是对的”，说明目标用户对写作一致性有真实需求（@robertovertical, 14分） ③ 其他人简单表达支持和收藏，期待在 Claude Code 之外的桌面端和网页端也能使用这些写作技能（@Plenty_Seesaw8878, 9分；@infrul, 8分）
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- @gazmagik (16): You're absolutely right, and I can prove it. I ran your comment through the plugin. It failed. The engine flagged one violation: four sentences in one paragraph, against a limit of three. The sentence that tipped it was the one about staying boring. The report is advisory only,…
- @robertovertical (14): I didn’t check the repo. And, that’s on me. The bones are right and the voice is now consistently yours. Otherwise, my analysis stays boring, which is the whole point.
- @Plenty_Seesaw8878 (9): Really meaningful work!
- @infrul (8): Very useful. Starred and followed.
- @gazmagik (5): This is intended to be used with Claude Code. However, the skills can be used in Claude Desktop/Mobile/Claude.ai.
作者吐槽自己一下午都在给同一个数据库字段改名，为了给课程间发生的事情找一个既能涵盖笔记、记忆、观察和反馈的统一叫法，最后勉强选了 observation 并自嘲命名是最终 Boss。
That was genuinely most of my afternoon. I am building a product that needs to remember what happened between lessons. Easy enough until one bit of data could be a note, memory, observation, or feedb…
受众观点：① 有人建议直接用更通用的 note，再加一个 type 字段区分记忆、观察、反馈等类型，从建模上避免为一个词纠结太久（@Happy-Trainer99, 2分） ② 楼主也承认这个方案“烦人但合理”，暗示自己可能会再次改名，说明很多开发者在命名上都有类似挣扎（@Scared-Employee7973, 2分） ③ 还有人从技术角度建议用 jsonb 字段来同时存多种信息，并调侃“命名永远是最难的问题”，引发一片共鸣（@kindamanic, 1分; @IamAngusU, 1分）
展开评论
- @Happy-Trainer99 (2): I think you should go with 'note' since it's more general and can cover everything. Just add a 'type' column so the user can specify whether it's a memory, observation, feedback, or just a note.
- @Scared-Employee7973 (2): I hate that note plus type is annoyingly sensible. This may have saved observation from being renamed again tomorrow.
- @kindamanic (1): Or just let it be a jsonb type column so it can be all three at a time. Observation with a note sounds valid.
- @IamAngusU (1): Naming things remains undefeated.
- @Scared-Employee7973 (1): The final boss was a column name.
作者独立开发了主打即时短视频和视频回复的社交应用 JustReals，发现从曝光到获得前一百名持续活跃用户极其困难，向其他独立开发者求取获客经验。
I spent the last few months building **JustReals**, a social app focused on spontaneous, real-life short videos. **Everything is recorded directly in the app** — no gallery uploads or pre-made videos…
受众观点：① 有人分享自己在做 OctoLoops 这类用 AI 驱动的营销流程工具，希望通过自动化行动建议降低创作者做推广的心理门槛（@obanite, 2分） ② 也有同样卡在拉新阶段的开发者表示共鸣，说明“没人用新社交网络”是普遍痛点（@web3name, 1分） ③ 评论提醒比起追求 100 用户，更关键是先明确每天会用的 10 个理想用户画像和使用理由，否则再多流量也难以转化（@Independent-Code-209, 1分） ④ 还有人建议在产品设计中加入传播和邀请机制，并把 NPS 作为核心指标来衡量产品是否值得继续投入（@PasternakIvarsson, 1分）
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- @obanite (2): So I'm actually working on solving this problem with my app OctoLoops - the idea is it's a "marketing harness" whereby AI generates actions for you to do (with it doing most of the legwork), then you iterate on the process (the "loop" part). There are different agents for differ…
- @web3name (1): Same goes with me too. I came here to look for other answers.
- @Independent-Code-209 (1): imo the real question isnt "how do I get 100 users" its "who are the 10 people that would use this every single day and why." if you cant answer that super specifically, more distribution wont fix it
- @PasternakIvarsson (1): Add in a vitality effect into the design, then get power users Incentivize ppl to share content outside of the platform, and invite the ppl they know Your most important metric is NPS
作者提出随着 AI 逐渐接管运营、发票和付款等流程，企业网银本身可能不再是核心，而是要作为 AI 工作流中的一层上下文接口，询问 SaaS 创始人是否会因此改变选择银行和财务工具的标准。
I don’t think AI will replace business banking dashboards overnight but it might change what founders expect from them. If AI is already helping with ops, invoices, vendors and payments then banking…
受众观点：① 有人认同“上下文层”而不是“自动驾驶”的说法，认为银行产品更现实的方向是帮创始人理解资金流而不是完全放权给 AI（@Pretend_Flamingo_525, 2分） ② 有开发者表示会优先选择能节省时间、给出洞察和行动建议的金融工具，而不是只展示静态数字的传统仪表盘（@developer786, 1分） ③ 也有用户提到自己用 Claude 搭配 Meow 的方案来审查变动、标记需要关注的付款并准备操作，说明市场上已经有早期“AI+银行上下文层”的实践（@Friendly-Engine7643, 1分）
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- @Pretend_Flamingo_525 (2): That makes sense. Context layer is probably the right way to think about it not autopilot
- @developer786 (1): I would definitely choose the tool that would save me time by showing insights and recommendations rather than just dashboard with stats. Number is good but insight surrounding that number and pointing to some action would be more helpful.
- @Friendly-Engine7643 (1): The Claude/MCP setup with Meow is probably the closest thing you will get rn. I still approve anything important myself, but having AI help with context and prep is useful
- @Pretend_Flamingo_525 (1): That sounds pretty close to what I meant. What do you usually use it for day to day?
- @Friendly-Engine7643 (1): Mostly review stuff. What changed since last week, which payments need attention, whether anything looks off, and sometimes prepping things before I approve them. It’s more context layer than autopilot
楼主只能通过 Web 登录方式使用带现代认证的 RDP，想找一款能在浏览器里远程桌面并支持 Modern Auth 的自托管方案，而不是在工作电脑上装 Tailscale。
I can only get RDP to work through Web Login or what is generally called Modern Authentication. Do any of you know of a software that will allow me to RDP to a machine on my network via a web browser…
受众观点：① 有人直接推荐 warpgate 这类跳板网关，适合作为统一入口转发 RDP 等协议（@ovizii, 4分） ② 也有人指出 Guacamole 实际支持 OIDC 认证，暗示楼主对其现代认证能力可能有误解（@Trafficop, 3分） ③ 其余评论对工具本身表示兴趣或是无信息增量的感叹和占位回复（多人, 1分）
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- @ovizii (4): https://github.com/warp-tech/warpgate
- @Trafficop (3): Guacamole supports OIDC auth https://guacamole.apache.org/doc/gug/openid-auth.html
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Slendy_Milky (1): Omg it seems fucking amazing !!!
- @kartik014 (1): [ Removed by Reddit ]
作者为解决自家五个孩子开学采购难题，开发了 ListToCart 工具，用 Sonnet 4.6 识别老师手写或打印的文具清单并合并多孩需求，再通过 Canopy API 生成亚马逊多商品购物车链接。
My wife had the stack on the counter Sunday night. 5 kids, 4 grades, 7 different lists between them, and she's sitting there trying to work out how many #2 pencils she actually needs to buy. That's t…
受众观点：① 有人建议尝试用 tesseract 替代 Sonnet 做 OCR，认为大部分学校清单是打印件，可以用传统引擎降低成本（@Real-Jump-3593, 2分） ② 作者回应自己测试过 tesseract，在照片场景下漏识率较高，目前仍以视觉大模型为主，但会继续优化以兼顾速度和费用（@cheese-mongerer, 2分） ③ 评论者进一步提到 tesseract 的置信度输出可以用来做分支，低置信度时再调用视觉模型（@Real-Jump-3593, 1分） ④ 作者分享了计划：先用 tesseract 粗扫拿置信度，低置信度再走 AI 视觉，以此节省 token 和时间（@cheese-mongerer, 1分） ⑤ 另一位评论指出真正价值在于跨孩子合并数量和智能拆分非亚马逊物品，并肯定了用邮件返回结果缓解 2–8 分钟等待的体验设计（@Due-Range8850, 1分）
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- @Real-Jump-3593 (2): did you try switching from sonnet/ai vision pass to tesseract? Especially since they usually get printed school supply lists
- @cheese-mongerer (2): I did, that was actually what I opened with. It was faster, but at least in the list samples I had it missed about 10-20% of the items. I'm going to keep working with it, because speed + AI token savings, but right now the accuracy couldn't make the cut. It worked really well on…
- @Real-Jump-3593 (1): That's a good idea, I use tesseract and anything that isn't as easily legible I switch to OCR and it gives a confidence score with it too
- @cheese-mongerer (1): I had found this stack overflow on using the img > data instead of text and pulling out a confidence score. [https://stackoverflow.com/questions/55406993/how-to-get-confidence-of-each-line-using-pytesseract](https://stackoverflow.com/questions/55406993/how-to-get-confidence-o…
- @Due-Range8850 (1): This is clever. The merge logic across kids is what makes it actually useful, not just a scanner. Most tools would just digitize one list at a time and call it done My sister has 3 kids and every August shes at kitchen table with highlighter and calculator doing exactly this mat…
楼主使用 Icy Box 五盘位硬盘背板时遇到断电或重启后部分硬盘随机不上电的问题，怀疑是设备缺陷或供电设计导致。
I’ve been running one in my server and have noticed after a power cycle or blackout. Some of the drives do not come online and require manually turning on with the button on the right then a server r…
受众观点：① 有人提醒随机掉盘可能是电源老化或功率不足导致启动峰值拉不起来，并建议配 UPS 做优雅关机（@dread_stef, 3分） ② 楼主补充自己用的是双路 Molex 供电，考虑改用 SATA 或分开线缆测试（@Flat_Gas5336, 2分） ③ 也有用户强调 UPS 在这个爱好里的重要性，并对比自己用的 Silverstone 背板没有类似问题，建议先排查 PSU 和连接方式（@PssyGotWifi, 1分）
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- @dread_stef (3): Could also be a power supply issue if it's random like that. Old and/or underrated power supplies can cause issues with peak power draw, such as booting the computer and all hard disks at the same time. It's also worth getting an UPS for blackouts so you can have it shutdown gra…
- @Flat_Gas5336 (2): Good idea. It has 2x molex which I’m using and 2x sata power. Might switch it over am see if it changes anything
- @Flat_Gas5336 (2): I think I have the molex just daisy chained as well. I’ll try running two separate cables.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @PssyGotWifi (1): Yeah, UPS is crucial in this hobby of ours. Anyway, can't vouch for Icy Box enclosures. But never had such issues with Silverstone's FS305. But I'd look at your PSU and how you're connecting to the enclosure, etc, before looking at the enclosure as the issue.
楼主平时大量收藏梗图和 GIF，希望有一个自托管版 GIPHY，可以在桌面和手机上给聊天应用快速搜索、打标签和插入自己收藏的图片。
I save a lot of stuff I find on the internet. Memes, gifs, cool pictures, whatever. I also make pretty liberal use of GIPHY when chatting with friends because I'm insufferable like that I guess. Is t…
受众观点：① 有人推荐 meme-search 作为专门找梗图的方案，并提到 Slink、Chevereto 更偏向通用图床（@NineSidedBox, 1分） ② 也有人建议用 CopyParty 存储素材，再配合短链接和其他工具做标签与搜索，强调可以组合多工具实现需求（@DrTankHead, 1分） ③ 还有人直接贴出自托管相册和视频库的合集链接，说明这类需求在社区里很常见（@ohv_, -3分）
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @NineSidedBox (1): There's [meme-search](https://github.com/neonwatty/meme-search), but it's specifically for finding memes. Otherwise, [Slink](https://github.com/andrii-kryvoviaz/slink) or [Chevereto](https://github.com/chevereto/chevereto), but those are more for image hosting. If you just want…
- @DrTankHead (1): Someone linked to some resources that might help, but my suggestion might be using CopyParty for like storing the assets, combined with a few other tools. URL shortener, and something to do tagging and search. There might be more elegant solutions but thats where my mind goes.
- @ohv_ (-3): https://thehomelab.wiki/books/helpful-tools-resources/page/awesome-selfhosted-photo-and-video-galleries ?!?!
作者分享自己用 AdventureLog 这个自托管旅行记录与行程规划项目从零学编程，两年做到 GitHub 3K 星和 250 万 Docker 拉取，并发布 v0.13.0 大版本。
Hello r/selfhosted! 2 years ago today, I posted here announcing the launch of AdventureLog ([https://github.com/seanmorley15/AdventureLog](https://github.com/seanmorley15/AdventureLog)), my self-host…
受众观点：① 有人祝贺项目坚持两年并认可从发布到长期维护是很大的成就（@majora2007, 4分） ② 也有用户表示受到鼓舞，觉得这是很励志的独立开发案例（@grewupinwpg, 2分） ③ 还有评论引导大家展开看项目中如何使用 AI，说明读者对“AI + 个人项目”的结合也感兴趣（@asimovs-auditor, 1分）
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- @majora2007 (4): Congrats on the 2 years. It's a major accomplishment going from releasing to sticking with it.
- @grewupinwpg (2): Inspiring work. Way to go and congrats 🎉
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
作者在 r/MachineLearning 分享自己的理论论文和代码，提出一种基于 approximate message passing 的新训练方法 Decoupled Descent，声称在特定高维设置下可以让神经网络的训练误差与测试误差在每一步都渐近相等，从而缓解数据复用带来的偏差。
**Link:** [https://arxiv.org/pdf/2604.27883](https://arxiv.org/pdf/2604.27883) Hi, Most of use are familiar with the headache of training a neural network using gradient descent where the training er…
受众观点：① 有读者直接追问这个方法在更大模型和更复杂数据集上的可扩展性，注意到目前实验主要在 CIFAR 和 MNIST 上（@Icko_, 5分） ② 作者回应目前理论只覆盖浅层网络，实验规模也受限于个人算力，但在已测试的简单问题上效果不错，未来会继续探索可扩展性（@mlovik1, 2分） ③ 也有人从直觉上质疑：如果强行让测试误差跟训练误差对齐，会不会等于让测试集信息“泄漏”进训练，从而违背泛化评估的初衷（@zu7iv, 1分）
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- @Icko_ (5): How does it scale? Is that applicable to bigger models/datasets? I notice you only fit CIFAR and MNIST.
- @mlovik1 (2): Right now, the theoretical proofs are restricted to shallow networks, so the benchmarks were chosen to match those architectures (and what I could realistically run on my laptop). For high-dimensional theory, this is actually pretty close to the frontier of what we can rigorousl…
- @moschles (1): Max Lovig, from Yale? > mlovik1 Yeah I think so. This is your own paper.
- @zu7iv (1): Naively, this sounds like 'I found a way to ensure my model fits the test data by letting it leak into training'. Doesn't that defeat the purpose of using test data as a separate measurement that informs the model's ability to generalize? What am I missing?
作者为欧洲 Amazon FBA 卖家打造了 SellerIVA，把利润、退货、流量和广告等数据汇总成每周决策层，并通过 MCP 暴露给 Claude，让模型基于真实店铺数据给出本周优先行动建议。
I got tired of Seller Central tabs → CSV → Excel → profit dashboards full of numbers… and still no clear “do this next.” So I built SellerIVA for EU Amazon FBA sellers: a weekly decision layer (margi…
受众观点：① 作者在评论中展示了每周 HTML 报告示例，包含按市场和欧元影响排序的行动列表、按 SKU 的流量与转化率，以及各国 Brand Analytics 关键词，强调输出是可读报告而非生硬表格（@Vivid-Door87, 2分） ② 有潜在用户关心能否与离线模型结合使用，说明对数据隐私和本地部署有需求（@PureBlissAnon, 1分）
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- @Vivid-Door87 (2): Sharing a sample weekly HTML report from the same Monday ritual. It has 3 tabs: ranked next actions (by marketplace + € impact), traffic/CVR by SKU, and Brand Analytics keywords to review by country. Readable HTML (or PDF), not a spreadsheet dump. Happy to walk through any secti…
- @PureBlissAnon (1): Can we use this with offline models?
一名高中橄榄球教练独立开发了名为 Routes 的网页小游戏，用画战术路线对抗动态防守来模拟战术执行，并计划通过每日模式和排行榜持续迭代。
Hi all - just built a simple web app called [Routes](http://routes.thecutnfl.com/), which is a simple route drawing game where you go against a dynamic defense. I've messed around quite a bit with ru…
受众观点：① 有玩家肯定了这个创意，并指出游戏体验的关键在于防守 AI 的难度平衡，既要有挑战又不能被单一路线反复刷分（@VRSportz, 2分） ② 同一评论还提到自己曾尝试类似项目，并通过更真实的球体物理和投掷力度控制提升沉浸感，说明受众对物理细节和手感也有期待（@VRSportz, 2分）
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- @VRSportz (2): Nice work. I actually played around with something very similar but am more invested in other sports game projects. It's a sound idea espesh if u can get the AI defense smart enough to make it challenging (not too hard or easy) and not be able to spam the same routes that always…
一位做研究生项目的用户在 r/MachineLearning 询问真实世界中房贷机构如何用预测分析识别可能再融资的客户，想了解实际模型里会用到哪些变量和特征。
I'm researching predictive analytics for a graduate project and mortgage lending came up as an interesting use case. I understand lenders try to predict who might refinance, but what kinds of variabl…
受众观点：评论区目前没有实质回复，尚未出现从金融机构一线视角分享特征工程或建模经验的讨论（无评论）
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- _无评论_
帖子讨论 SpaceX AI 的 Grok 机器人在 User-Agent 中附带一个从账号派生的 ID，用来在代理链后识别请求者，引发大家对这种做法与传统 X-Forwarded-For 等头部在隐私和追踪上的差异的争议。
r/webdev SpaceXAI's Grok Bot stamps an account-derived ID into browser request…
受众观点：① 有人认为把账号派生 ID 放进 User-Agent 很怪，但本质和通过 X-Forwarded-For 传递真实 IP 类似，都是为了在代理后识别请求来源（@tswaters, 4分） ② 也有评论吐槽用特性开关而不是过期时间来控制这种聊天级 token 的生命周期，是一种“情绪化编码”的设计，暗示工程治理不足（@shiny0metal0ass, 1分）
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- @tswaters (4): Putting it in the user agent is weird, but I fail to see how this isn't that different than x-forwarded-for, but using an account id instead.... Maybe ip address is inherently more "anonymous" , might be variable or masked, changing; whereas user id always identifies the same us…
- @shiny0metal0ass (1): This is true, but deriving a chat level token exclusively from the account level token and setting it up with a feature flipper instead of an expiry value is some vibe coded nonsense lol
作者在 r/MachineLearning 介绍自己关于优化器的论文和代码，展示在分解参数模型中损失函数对基变换不敏感但 Adam 等按坐标自适应方法会破坏这种不变性，从而影响梯度下降隐含的低秩偏置，并系统比较多种优化器在矩阵感知任务上的差异。
In a factored model W = UV\^T, the loss is invariant to rotations (U,V) → (UQ, VQ). GD respects that. Adam's per-coordinate second moment doesn't, because it depends on which basis you happen to writ…
受众观点：评论区目前几乎没有讨论，帖子刚发出不久，读者还没开始就具体实验结果或工程影响展开交流（无评论）
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- _无评论_
Dograh 是一款 BSD-2 开源的语音 AI 呼叫代理平台，主打企业自建可打电话的 AI 代理来接听来电、预约、筛选线索或催收，而不是被锁死在闭源云服务里。
Dograh
受众观点：① 官方强调当前语音 AI 基础设施被闭源平台和大厂游说限制开源的趋势锁定，Dograh 选择从第一天起完全开源、BSD-2 授权（@Dograh） ② 有用户对开源语音 AI 的发展感到兴奋，并追问在实时情绪分析、行为追踪和隐私保护之间如何平衡，以及如何度量通话质量（@DeepGuard） ③ 产品页标签显示其定位在开源、开发者工具和 GitHub 生态，说明目标用户是愿意自己搭建和扩展语音代理的开发者群体（@Overview）
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- @Overview (0): * [Reviews](/products/dograh/reviews) * [Alternatives](/products/dograh/alternatives) * [Built with](/products/dograh/built-with) * [Forum](/p/dograh) * [Team](/products/dograh/makers) * [Awards](/products/dograh/awards) * More Free Launch tags:[Open Source](/topics/open-source)…
- @Transcription (0): [AssemblyAI](/products/assemblyai?ref=product%5Fsidebar) Voice AI infrastructure for builders [4.8(33 reviews)](/products/assemblyai/reviews)
- @Dograh (0): Maker 📌 Hey Product Hunt, I'm Pritesh, one of the makers of [Dograh](https://dograh.com/). Dograh is an **open source platform for building voice AI agents** \- calling agents that answer calls, book appointments, qualify leads, or run payment reminders over the phone. Here's th…
- @DeepGuard (0): It is exciting to see voice AI move toward open source. As these models scale, how are you approaching the challenge of real-time sentiment analysis and behavioral tracking for agents during live calls, and what metrics do you prioritize to measure conversational quality without…
- @Dograh (0): Maker
Grok 在 Product Hunt 上发布 Grok Bot，定位为能登录你常用工具、像队友一样执行实际工作的 AI 同事，但也有用户吐槽其聊天和图片编辑体验远逊于 ChatGPT 和 Deepseek。
Grok
受众观点：① 官方把 Grok Bot 定位为可以登录各种工具、保持上下文并并行处理任务的 AI 队友，希望用户像同事一样给它派活（@Overview） ② 有用户用意大利语强烈吐槽 Grok 作为聊天机器人远不如 ChatGPT 和 Deepseek，尤其是图片编辑质量差、任务执行不准确，还需要开 VPN 才能在欧洲使用（@Eugenio） ③ 评论里有人指出官网链接指向 Twitter 导致未登录用户无法访问，说明在分发和可访问性上还有明显瑕疵（@DiffSense）
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- @Overview (0): * [Launches17](/products/grok/launches) * [Reviews14](/products/grok/reviews) * [Alternatives](/products/grok/alternatives) * [Customers](/products/grok/customers) * [Forum](/p/grok) * [Team](/products/grok/makers) * More This is the 17th launch from Grok. [View more ](/products…
- @Eugenio (0): •[4 reviews](/@eugenio3/reviews) Non vale assolutamente nulla. Oltre al fatto che occorre avere una vpn attiva per utilizzarlo in Europa, come chatbot è praticamente inutile, essendo molto inferiore rispetto agli altri che utilizzo, cioè chatGPT e Deepseek. La funzionalità di mo…
- @Cursor (0): Hunter 📌 Thank you PH community! We're very excited to share Grok Bot with you all. Our team would love to hear any feedback or questions you have for us. We'll be around throughout the day! Upvote (10) Report Share 11h ago [](/@conduit%5Fdesign) [André J](/@conduit%5Fdesign)
- @DiffSense (0): [@benln](https://www.producthunt.com/@benln) The website you linked goes to a twitter post? Im not logged into twitter so i cant see it. I found this website tho. <https://x.ai/bot> Upvote (1) Report Share 9h ago [](/@benln) [Ben Lang](/@benln)
- @Cursor (0): Hunter [@conduit\_design](https://www.producthunt.com/@conduit%5Fdesign) Thanks for catching! Upvote (1) Report Share 9h ago [](/@francisco%5Fterpolilli2) [Francisco Terpolilli](/@francisco%5Fterpolilli2)
Lettertrace 是 The Letter Company 推出的开源 BYOK 遥测工具，用定时调用模型的方式免费测量和监控你在各大 AI 搜索或 AEO 场景中的表现，替代昂贵的付费监测服务。
Lettertrace
受众观点：① 官方强调 AEO、GEO、AI Search 监测市场长期被高价工具垄断，连想知道自己表现如何都要每月付约 250 美元（@Lettertrace） ② 产品将 Lettertrace 定位为开源、免费、BYOK 的 AI 搜索遥测工具，核心是通过编排模型调用的“聪明 cron 作业”来量化表现（@Lettertrace） ③ 页面标签显示其属于开源、分析和营销工具，目标用户是想量化 AI 搜索曝光的市场和增长团队（@Overview）
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- @Overview (0): * [Reviews](/products/lettertrace/reviews) * [Alternatives](/products/lettertrace/alternatives) * [Built with](/products/lettertrace/built-with) * [Forum](/p/lettertrace) * [Team](/products/lettertrace/makers) * [Awards](/products/lettertrace/awards) * More Free Launch tags:[Ope…
- @Lettertrace (0): Maker 📌 Hey Product Hunt! Mathew here. I'm the founder of The Letter Company. Today, we're debuting one of my favorite things that we've ever built. You've likely heard of AEO. Or GEO. Or AI Search. It's a popular space rife with tools. But there's been a big problem: it's pay-t…
- @Deepak (0): [Lettertrace](/products/lettertrace) Maker [@shabb\_katoch](https://www.producthunt.com/@shabb%5Fkatoch) Thanks a lot Upvote (2) Report Share 13h ago [](/@pregasen) [Mathew Pregasen](/@pregasen)
- @Lettertrace (0): Maker [@shabb\_katoch](https://www.producthunt.com/@shabb%5Fkatoch) Thank you Shabnam! Upvote Report Share 8h ago [](/@priya%5Fkushwaha1) [Priya K](/@priya%5Fkushwaha1)
- @Lettertrace (0): Maker [@priya\_kushwaha1](https://www.producthunt.com/@priya%5Fkushwaha1) There is support! Doesn't need to be part of your CI Pipeline at all actually. It runs on any arbitrary clock. Upvote (1) Report Share 8h ago [](/@zolani%5Fmatebese) [Zolani Matebese](/@zolani%5Fmatebese)
Assembly Studio 是 Assembly 推出的 AI 应用构建器，面向律所、会计师事务所等专业服务机构，帮助他们把在 Claude Code 等工具里做出的原型变成带权限、托管和客户端入口的真实应用。
Assembly
受众观点：① 官方介绍 Assembly Studio 是为专业服务公司打造的 AI 应用构建器，支持搭建入职代理、分析看板、社区中心等，并直接服务真实客户（@Overview） ② 创始人分享他们看到很多客户在 Claude Code 里做出很棒的原型，但在认证、权限和托管等环节卡住，难以真正交付给终端客户（@Assembly） ③ 团队成员提到 Assembly 从“酷的客户门户/CRM”演进到更通用的 AI 应用构建平台，希望几乎任何人都能用模板快速搭出面向客户的 AI 体验（@Assembly）
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- @Overview (0): * [Launches3](/products/assembly-7#launches) * [Reviews10](/products/assembly-7/reviews) * [Alternatives](/products/assembly-7/alternatives) * [Built with](/products/assembly-7/built-with) * [Team](/products/assembly-7/makers) * [Awards](/products/assembly-7/awards) * More This…
- @Assembly (0): Maker 📌 Hey PH! Thanks for the hunt [@benln](https://www.producthunt.com/@benln) Marlon here, cofounder of Assembly. Yes, this is another AI app builder! There are a lot of great ones (Lovable, Base44, Claude Code), but we built one anyway, and I first want to explain why. Assem…
- @Assembly (0): Assembly Studio has been by far the most gratifying product I have ever worked on. I have loved building templates (which I am so proud of), testing out the product, and figuring out how to launch this thing that is so hard to describe! We had a launch party last night, and tryi…
- @Assembly (0): [@jordan\_wechsler1](https://www.producthunt.com/@jordan%5Fwechsler1) Your templates QA was impeccable! Upvote (2) Report Share 3h ago [](/@viviennexchen) [Vivienne Chen](/@viviennexchen)
- @Assembly (0): Assembly has come SUCH a long way in such a short time! When I first joined this company, I would have described us as the “cool” version of “boring client portal software” (complimentary fwiw; I think ‘boring’ software is underrated)! But unlike other old-school SaaS (rip my em…
Unsloth Desktop 是 Unsloth 推出的本地 AI 桌面工具，主打在个人电脑上运行和微调大模型，替代完全依赖 Hugging Face 或 Ollama 等云端/本地方案。
Unsloth
受众观点：① 产品页将 Unsloth 定位为开源 LLM 运行和训练基础设施，最新的 Desktop 版本强调在本地桌面直接运行和训练模型（@LLMs） ② 有用户分享用 Unsloth 微调小模型来构建特定任务专家代理的经验，认为其模型量化选择丰富、实际非常好用（@BrowserAgent） ③ 另一位用户提到自己用 Unsloth 而不是 Hugging Face 或 Ollama 来构建产品，称赞其模型量化可用性和整体体验（@BrowserAgent）
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- @LLMs (0): • [AI Chatbots](/categories/ai-chatbots) • [AI Infrastructure Tools](/categories/ai-infrastructure) Open-source running and training of AI models and LLMs. * [Overview](/products/unsloth) * [Launches3](/products/unsloth#launches) * [Reviews2](/products/unsloth/reviews) * [Altern…
- @Unsloth (0): Maker
- @BrowserAgent (0): •[5 reviews](/@pandasaurav/reviews) We use unsloth for finetuning this small model to become experts at this task! Helpful (1) Share Report 173 views1yr ago [Jonas Strabel](/@jonas%5Fstrabel) used [Unsloth](/products/unsloth) to build [AccountyCat](/products/accountycat/launches…