Hacker News 上围绕一篇谈 LLM 辅助开发与 Rust 形式化验证的文章，讨论用 Claude 等模型写高性能代码和用 Kani、Lean 做严谨验证的实践与争议。
We should be more ambitious with the software we build ① 有开发者强调，与其抱怨工作被 AI 抢走，不如用 LLM 做到以前做不到的复杂项目，关键是愿不愿意重新投入高强度学习（@mindcandy） ② 一些人分享在 Java 等语言里用 LLM 写代码的经验，认为只要测试和压测齐全，模型能给出考虑性能权衡的方案（@Supermancho） ③ 也有人关注 Rust 项目里用 Kani、Lean 等工具做形式化验证的可行性和上限，希望有人系统写文介绍实践细节（@weinzierl）
Hacker News 上围绕一篇谈 LLM 辅助开发与 Rust 形式化验证的文章，讨论用 Claude 等模型写高性能代码和用 Kani、Lean 做严谨验证的实践与争议。
① 有开发者强调，与其抱怨工作被 AI 抢走，不如用 LLM 做到以前做不到的复杂项目，关键是愿不愿意重新投入高强度学习（@mindcandy） ② 一些人分享在 Java 等语言里用 LLM 写代码的经验，认为只要测试和压测齐全，模型能给出考虑性能权衡的方案（@Supermancho） ③ 也有人关注 Rust 项目里用 Kani、Lean 等工具做形式化验证的可行性和上限，希望有人系统写文介绍实践细节（@weinzierl）
帖子讨论 Anthropic 似乎对 Claude 增加了与影视内容相关的安全限制，有用户发现某些请求被拦截，而像“逆向”电子游戏之类的提问却没触发，社区围绕封锁策略、公平性和转向开源模型的趋势展开激烈争论。
① 高赞评论认为如果 Anthropic 继续加严限制，用户会转向中国或开源模型来完成同样的事情，并猜测厂商在观望是否会有法律压力才真正收紧（@sign_of_two, 1365分） ② 有人从更宏观的角度担忧，大模型建立在对人类知识的集中收集之上，却可能在真正开始大幅赋能普通劳动者时被关上闸门，因此期待未来完全依赖本地开源模型（@ign1tio, 271分） ③ 其他用户表示喜欢 Claude 但对这波趋势感到不安，猜测可能是受到电视公司等版权方施压，同时吐槽具体安全规则前后矛盾、Claude 自己说合法但外层策略仍然拦截（@ThePsyPaul_, 254分；@targaryenNotJon, 134分）
Nous Research 提醒用户当前官方 Hermes 移动应用尚未在各大应用商店上线，近期出现的仿 Hermes 品牌第三方 App 多为欺诈或非官方项目，下载需格外谨慎。
① 官方强调目前应用商店里的 Hermes 相关第三方 App 多数并不合法或可信，提醒大家不要随意下载（@NousResearch, 224likes） ② 有用户催促尽快开放 TestFlight 或早期体验渠道，希望能第一时间在手机上使用官方应用（@triip0d, 60likes） ③ 也有人关心正式上架后 App Store 中的开发者名称，担心难以分辨哪一个才是 Nous Research 官方应用（@ruthy_shrugged, 31likes）
社区围绕三星智能家电展开讨论：一边是用户用 Claude 等工具逆向旧款洗衣机协议，让被官方砍掉的联网功能“复活”，另一边是黑客为三星电视拿到 root shell 并揭示其利用麦克风和本地 AI 监控用户，集中反映了智能设备计划报废与隐私侵入下，用户用 LLM 和逆向工程夺回控制权的趋势
社区围绕三星智能家电展开讨论：一边是用户用 Claude 等工具逆向旧款洗衣机协议，让被官方砍掉的联网功能“复活”，另一边是黑客为三星电视拿到 root shell 并揭示其利用麦克风和本地 AI 监控用户，集中反映了智能设备计划报废与隐私侵入下，用户用 LLM 和逆向工程夺回控制权的趋势。
受众观点：受众首先关注的是「用 AI 反向工程对抗计划报废」的爽感与可复制性。Reddit 上 @Important-Neat-6595（579 赞，r/ClaudeAI）称这是 LLM 最好的用例并催更开源仓库，@GardenLoud1290（66 赞，r/ClaudeAI）则把希望延伸到打印机固件，认为两小时换来再用五年的机器非常划算。其次是对厂商停更、遥测和安全的愤怒与担忧，HN 上 @tintor（score 未显，Hacker News）把 OpenAI 因逆向封号类事件类比为公用事业按“遥测不够”断水断电，强调开源模型追上前沿的重要性；@Hugsun（Hacker News）则关心是否有人系统整理这些“监控电视”案例，认为这是行业普遍做法。还有一条线是对智能家电安全边界的讨论，HN 用户 @tkel 引用推特称无麦克风的三星电视会主动寻找带麦克风的蓝牙设备并把音频送往 Bixby，@luma 则指出狗叫、婴儿哭声、门铃等“声学事件检测”是 SmartThings 的卖点，说明厂商会用“智能功能”包装持续监听。整体来看，评论区在技术可行性、复用到其他设备的潜力，以及对闭源 LLM 和硬件厂商双重锁定用户的反感上形成共识。
独立开发者 thdxr 晒出自己一整机架在 24 小时内跑出 6.77 万亿 tokens 的推理性能数据，并顺势讨论如果大模型 token 单价继续下跌，当前这类高性能 GPU 机架可能在未来出现供给过剩和转售潮
独立开发者 thdxr 晒出自己一整机架在 24 小时内跑出 6.77 万亿 tokens 的推理性能数据，并顺势讨论如果大模型 token 单价继续下跌，当前这类高性能 GPU 机架可能在未来出现供给过剩和转售潮。
受众观点：评论主要集中在两点：一是对个人机架推理性能的震惊与好奇，二是对算力与 token 价格周期的投机与风险讨论。在性能侧，@ryanvogel（33 赞，Twitter）称这些吞吐和延迟数据“insane”“awesome numbers”，@MichaelArnaldi（10 赞，Twitter）则追问机架和集群的具体 layout，指出同样的速度在不同硬件配置下意义完全不同，说明受众很关心真实硬件规模与性价比。在算力经济侧，@ravixalgorithm（8 赞，Twitter）调侃等到 B200 出现在 Facebook Marketplace“只跑过一次训练”的那天就自托管，@Sidrisi786（2 赞，Twitter）详细区分了“租 GPU 小时”和“按 token 计费”的两种交易模式，强调自己是在交易 token 而不是 GPU 小时，反映出开发者在认真思考 GPU 长约、转租和 token 价格联动的套利空间。
Nous Research 正式预告 Hermes 品牌的官方移动应用，同时多次提醒用户当前 App Store 上出现的 Hermes 仿冒应用大多是欺诈或非官方项目，真正的官方手机 App 还未上架，需要警惕第三方套壳软件窃取密钥和聊天数据
Nous Research 正式预告 Hermes 品牌的官方移动应用，同时多次提醒用户当前 App Store 上出现的 Hermes 仿冒应用大多是欺诈或非官方项目，真正的官方手机 App 还未上架，需要警惕第三方套壳软件窃取密钥和聊天数据。
受众观点：评论区一方面是强烈的期待，另一方面是对安全和真伪的焦虑。期待侧，@pratikg（26 赞，Twitter）直言“need this on my phone asap”，@tonysimons（26 赞，Twitter）说“My mind, body, and soul are ready!”，说明 Hermes 用户已经把它当成日常主力工具，迫切希望有原生移动端。安全侧，@ruthy_shrugged（31 赞，Twitter）认真询问“Nous Research 会不会是 App Store 上的开发者名，以便区分真假”，@vyomant（19 赞，Twitter）贴出 App Store 上多个 Hermes 相关应用截图质疑“这些是不是山寨”，而在第二条提醒推文下，@Codex_Chronus（0 赞，Twitter）也问“已经有一个很像 Hermes 的第三方 app，怎么判断官方发布”，都在担心下载到仿冒应用导致密钥泄露或数据被滥用。
scaling01 连发多条推文讨论 Anthropic 新旗舰模型 Opus 5.5：一边用数据和图表展示它在使用份额和 Elo 榜上的“统治力”，一边反驳“AI 泡沫见顶”的说法，认为 Opus 5.5 这种代际模型会继续推高 Anthropic 的 ARR 和企业级采用速度
scaling01 连发多条推文讨论 Anthropic 新旗舰模型 Opus 5.5：一边用数据和图表展示它在使用份额和 Elo 榜上的“统治力”，一边反驳“AI 泡沫见顶”的说法，认为 Opus 5.5 这种代际模型会继续推高 Anthropic 的 ARR 和企业级采用速度。
受众观点：评论区一部分在吹捧 Opus 5.5 的能力，一部分在质疑或补充商业与技术细节。能力侧，@romeopotapov（9 赞，Twitter）称“Opus 5.5 是代际模型，历史上绝对顶级”，@polydaic（1 赞，Twitter）强调它“便宜又好，是市场最想要的两点，并且在几乎所有基准上都是最强”，与主贴的“supremacy”形成呼应。商业与节奏侧，@JayYan6666（1 赞，Twitter）列出从 GPT‑4 到 GPT‑5.5 各旗舰模型的“寿命”从 25 个月缩短到 6 个月，认为“AI 不是见顶而是加速”，而在第二条里 @wearevalidating（0 赞，Twitter）对比 Opus 4.6 和 5.5 的“花费占比 vs token 占比”，指出 5.5 是第一个两者一致的版本，说明用户在用更便宜的模型跑更多 token 而不是只在高价模型上烧钱，印证了“便宜+好用”的产品定位正在改变消费结构。
研究者围绕连续扩散与 flow map 语言模型展开讨论，强调这类模型能在 1–2 次前向中建模长程依赖，并作为 speculative decoding 的 drafter 显著加速大语言模型推理，体现 2026 年连续扩散语言建模方向的快速升温
研究者围绕连续扩散与 flow map 语言模型展开讨论，强调这类模型能在 1–2 次前向中建模长程依赖，并作为 speculative decoding 的 drafter 显著加速大语言模型推理，体现 2026 年连续扩散语言建模方向的快速升温。
受众观点：跨评论区的关注点主要集中在两块：一是连续扩散 / flow map 语言模型本身的技术细节和演化方向，二是作为 drafter 时在实际推理性能上的收益与接受率问题。
多个 Claude 用户发现 Anthropic 针对智能电视逆向工程启用更严格安全护栏，引发社区围绕「用 Claude 关闭电视广告与遥测、对抗厂商监控和计划报废」的大量实战经验分享与权利争论
多个 Claude 用户发现 Anthropic 针对智能电视逆向工程启用更严格安全护栏，引发社区围绕「用 Claude 关闭电视广告与遥测、对抗厂商监控和计划报废」的大量实战经验分享与权利争论。
受众观点：受众最关心的首先是厂商与模型双重限制下，用户还能否真正掌控自己买来的硬件。比如 Reddit @sign_of_two（1365 赞，r/ClaudeAI）直言如果 Anthropic 继续加护栏，用户会转向中国或开源模型，只等法律压力落地；@DescriptionFar342（173 赞，r/ClaudeAI）则直接怒喷制定这些护栏的人，认为严重损害消费者权益。其次是具体的技术绕行方案和网络层防护，另一帖中 @AcidlyLikableEarl（40 赞，r/ClaudeAI）分享用 pihole + 防火墙观察到电视关机仍每 30 秒回传数据，并肯定将请求框定为“数据保护”比“纯折腾”更容易通过 Claude 审核；@IHave2CatsAnAdBlock（111 赞，r/ClaudeAI）甚至提出用 Gemini 伪造授权邮件再喂给 Claude 的“社工”式玩法。还有不少人把讨论扩展到开源模型的重要性（如 @lost4line，90 赞，r/ClaudeAI）和「买了就该能随便改」的所有权问题（@seperivic，63 赞，r/ClaudeAI），整体呈现出技术细节、规避策略与数字消费者权利三条主线。
Claude Code 负责人之一宣布离开 Anthropic，回顾一年多参与打造和扩展 Claude Code 的经历并表达对团队使命的认可。
I’ve left Anthropic after more than a year of working on Claude Code and seeing it scale larger than I ever imagined. I have really loved working at Ant and believe deeply in the mission, and most of…
受众观点：① 很多人在为 @trq212 送别，关注他在 Claude Code 上的贡献以及未来动向（@lydiahallie, 1752likes） ② 评论里多位同事强调他一直在为数百万用户发声，说明用户体验和开发者反馈在 Claude Code 团队内部很被重视（@_catwu, 662likes） ③ 有人调侃邮箱注销和周五加班等细节，体现大家把这次离职当成阶段性休整而不是负面事件（@trq212, 3357likes）
展开评论
- @trq212 (3357): also can someone at gmail make it so you can't scan for deactivated email addresses ? I was hoping for a relaxing Friday night
- @lydiahallie (1752): @trq212 😭😭 we'll miss you thariq!! it was so inspiring to work with you, i know you'll crush whatever's next (and looking forward to your claude code feedback!)
- @poteto (1131): @trq212 enjoy the break!
- @_catwu (662): @trq212 thanks for helping millions of users build with claude code and being a constant advocate for users! will miss working with you and enjoy the well deserved break :)
- @theo (613): @trq212 🫡
Nous Research 提醒用户当前官方 Hermes 移动应用尚未在各大应用商店上线，近期出现的仿 Hermes 品牌第三方 App 多为欺诈或非官方项目，下载需格外谨慎。
https://t.co/ZcNtg74dVS
受众观点：① 官方强调目前应用商店里的 Hermes 相关第三方 App 多数并不合法或可信，提醒大家不要随意下载（@NousResearch, 224likes） ② 有用户催促尽快开放 TestFlight 或早期体验渠道，希望能第一时间在手机上使用官方应用（@triip0d, 60likes） ③ 也有人关心正式上架后 App Store 中的开发者名称，担心难以分辨哪一个才是 Nous Research 官方应用（@ruthy_shrugged, 31likes）
展开评论
- @NousResearch (224): Please be careful about downloading third-party apps. The official mobile apps are not in app stores yet, and apps that closely mirror Hermes branding are typically fraudulent and not legitimate community projects.
- @triip0d (60): @NousResearch Don’t be shy share the test flight 👀
- @arkqhantom (37): @NousResearch early access for anybody going to nouscon 👀
- @ruthy_shrugged (31): @NousResearch Genuine question, is Nous Research going to be the developer on the App Store so we know which one is which when we try and go download it?
- @pratikg (26): @NousResearch need this on my phone asap
Gergely Orosz 吐槽部分 Airbnb 房东把平台当印钞机，收取酒店级房费和清洁费却要求住客打扫，导致自己宁愿直接住酒店。
Airbnb’s problems in a nutshell Too many hosts view it as a way to make easy money: charging hotel rates, plus cleaning fee, then mandate guests do all cleaning But all customers expect this to be a…
受众观点：① 原作者补充自己对 Airbnb 的不信任来自各种“零服务还倒贴劳动”的恐怖故事，对比酒店标准化服务更可靠（@GergelyOrosz, 172likes） ② 有人从商业模式角度分析 Airbnb 早期靠房东低估成本形成套利，如今套利消失后体验和价格都在恶化（@jacobtechtavern, 36likes） ③ 也有人把 Airbnb 的问题放到更大背景下，认为多数三边或多边平台在规模化后都会走向体验“劣化”（@antonbelev, 21likes）
展开评论
- @GergelyOrosz (172): You just never know with Airbnb. These horror stories about zero hospitality service + guest shaming With hotels, it’s not even a question: everything you expect from a hospitality service (cleaning before and after; 0/24 reception; and other stuff) all there Just no kitchen
- @jacobtechtavern (36): Iirc the reason Airbnb was so successful was largely because it accidentally stumbled upon an arbitrage where people had properties that they were willing to let out at *below*!market rate, because they weren't factoring in stuff like wear and tear. Now that the arbitrage is gon…
- @vatsaishere (22): @GergelyOrosz Enshittification at its finest. I've had terrible experiences in the past. There's also so many ways the hosts can take advantage of users since they are more familiar with the processes and any loopholes that exist.
- @antonbelev (21): @GergelyOrosz Can you tell me one 3 sided marketplace which over time made the user experience better and not worse for everyone involved? I'm probably biased but all of them were best before they started scaling - Uber, Deliveroo, Skyscanner, Airbnb - all.
- @y_molodtsov (21): @GergelyOrosz The best part is that if you want an apartment you can still find those on Booking, they're just managed by different rules. AirBnB is only irreplaceable if you want smth like a chalet for 8 people.
Matt Pocock 讨论下一代“agent 专用语言”应兼具 Rust 级性能、Go 式简洁和极强类型验证，并提到 Bend 是一个有趣的早期尝试。
The next great "language for agents" should be: - As fast as Rust - As little design space as Go - Have the strictest type/verification system ever written Bend seems like an interesting first effort
受众观点：① 原作者补充自己用几次就把 Bend 在线 playground 玩崩了，说明目前实现还远未成熟（@mattpocockuk, 186likes） ② 有人调侃希望直接把 AI 生成的二进制“打进眼球”，反映部分开发者对再学一门新语言的抗拒（@joshmanders, 23likes） ③ 也有人提到 BAML 等方案，认为 observability 和可观测性是这类“agent 语言”的关键卖点之一（@maxmax, 11likes）
展开评论
- @mattpocockuk (186): IMO it's not remotely ready for primetime, I broke their online playground with 3-4 prompts https://t.co/KDo5UNXF30
- @joshmanders (23): @mattpocockuk just have the ai inject the binary right into my eyeballs, skip the languages.
- @maxmax (11): @mattpocockuk BAML is cool too, they’re betting big on observability
- @vishalsingh2972 (9): @mattpocockuk it's called English.
- @marcelmarais (6): @mattpocockuk surely we just vibecode binary at some point
Alex Albert 列出一批活跃在推特上的 Claude Code 团队成员账号，鼓励用户在有产品反馈时直接在推文中点名他们。
We've got an amazing group of people on here who care deeply about our products and want to hear from you. If you ever have feedback, tag them: Claude Code @addyosmani @lydiahallie @_catwu @bcherny @…
受众观点：① 多位团队成员在评论区回应，强调这是一个非常在乎用户的 dream team，强化了 Claude Code 团队愿意听取反馈的形象（@trq212, 63likes；@adocomplete, 20likes） ② 有人顺势补充更多相关开发者账号，比如桌面端 Claude Code 相关的工程师，帮助用户更精准地找到对应负责人（@amorriscode, 26likes） ③ 其他评论则是对这支团队文化和合作氛围的认可，传递出“这群人值得信任和反馈”的信号（@katelyn_lesse, 12likes；@sammcallister, 12likes）
展开评论
- @trq212 (63): @alexalbert__ @addyosmani @lydiahallie @_catwu @bcherny @sidbid @jarredsumner @adocomplete @delba_oliveira @connerphillippi incredible team, everyone cares so much
- @amorriscode (26): @alexalbert__ @addyosmani @lydiahallie @_catwu @bcherny @sidbid @jarredsumner @adocomplete @delba_oliveira @connerphillippi @alicelovescake1 @BenjaminPasero and @codebytere for Claude Code on desktop too!
- @adocomplete (20): @alexalbert__ @addyosmani @lydiahallie @_catwu @bcherny @sidbid @jarredsumner @delba_oliveira @connerphillippi Dream team!
- @katelyn_lesse (12): @alexalbert__ @addyosmani @lydiahallie @_catwu @bcherny @sidbid @jarredsumner @adocomplete @delba_oliveira @connerphillippi love this crew 🙌
- @sammcallister (12): @alexalbert__ @addyosmani @lydiahallie @_catwu @bcherny @sidbid @jarredsumner @adocomplete @delba_oliveira @connerphillippi Love this team.
thdxr 分享自家一整机推理机架 24 小时内处理 6.77 万亿 tokens 的性能数据，并提到因某个托盘不稳定导致 p95 延迟偏高。
in the last 24 hours this rack - handled 6.77T tokens - p50 TTFT was 1.16s - p50 TPS was 143 unfortunately p95 isn't looking great because one of the trays is flakey but as soon as we get it replaced…
受众观点：① 有人调侃这套机架是他一个人搞定的，体现社区对这种自建大规模推理基础设施的敬畏和玩笑氛围（@LukeParkerDev, 41likes） ② 也有开发者对这些性能数字表示兴奋，期待后续优化后指标还能进一步提升（@ryanvogel, 33likes） ③ 另有用户从使用体验出发抱怨 Deepseek 在 Opencode Go 上超时严重，希望团队优先解决稳定性和限额问题（@NGDreaming, 13likes）
展开评论
- @LukeParkerDev (41): @thdxr crazy i did this all myself with no help
- @ryanvogel (33): @thdxr @alan__rice insane love these numbers these are awesome numbers good stuff can’t wait to see if numbers go up or down for next time
- @bearish92 (29): @thdxr Are you quantizing the 1017 or not
- @jetpackjoe_ (15): @thdxr you're saying you want a bigger rack?
- @NGDreaming (13): @thdxr Tell the inference team to fix Deepseek on Opencode Go. Maybe lower the limits to $60 or even $40 but with good performance. I am wasting hours just waiting for the timeouts.
独立课程创作者分享自己今年是自 2022 年以来卖自学视频课收入最好的一年，并强调好课程应重塑学员认知、让他们在现实世界中能做到更多事情。
An alternate data point. This has been my best year selling self-paced video courses, which has been 98% of my income since 2022. A great course reorients the learner in the world. It doesn't just gi…
受众观点：① 多位创作者表示今年也是卖课程最好的一年，口碑和口耳相传带来滚雪球式增长（@emilkowalski, 21likes） ② 原作者补充自己是因为在 @aiDotEngineer 账号上走红，受众量级跃迁，但在更小体量时也能靠课程活得不错（@mattpocockuk, 32likes） ③ 有人认为传统教 Web/Mobile 技术的课程模式在变弱，AI 结合动手、结果导向的学习路径机会更大（@PlayUGC, 4likes）
展开评论
- @mattpocockuk (32): It's also worth saying that I got very lucky this year by going viral on @aiDotEngineer, which took me to a new order of magnitude in my audience. But I was pretty happy on my existing order of magnitude, or even the one before that. So I do think this still applies to creators…
- @emilkowalski (21): @mattpocockuk Same here, best year by far. Feels like word of mouth is doing the work as well, creating a nice snowball effect.
- @PlayUGC (4): I will add to what Matt said here…the courses I taught in the past and the way I taught no longer works. There are big opportunities in those pathways you have mentioned. But I will say, even then, making an online course isn’t enough. I’m finding that people need the human touc…
- @JaimeOrtega (3): @mattpocockuk Tbh every time someone technical asks me for a quick "what's that AI thing about" I point them to the free videos on your site
- @JMolcik (2): @mattpocockuk Will there be course on how to make courses? 🙏
作者借 Anthropic 发布 Opus 5.5 调侃“AI 泡沫见顶”的说法，认为新一代顶级模型上线后行业收入和使用规模仍可能在今年内继续大幅翻倍。
>"yeah I'm sure we have reached the top of the AI bubble" > Anthropic: Introducing Opus 5.5 > oh https://t.co/X8otJYhZE5
受众观点：① 作者本人预测 Anthropic 今年内有可能将年经常性收入从约 700 亿翻到 1400 亿，强调行业仍在高速扩张（@scaling01, 60likes） ② 有用户分享自己同时跑多个 Opus 5.5 实例导致设备过热的体验，侧面印证模型算力消耗巨大（@JasonBotterill, 32likes） ③ 也有人指出 Anthropic 声称在相同工作负载下将 Opus 5.5 的成本降低约 40%，提醒大家注意价格下调与 token 使用量增长之间的平衡（@denizerkan_nyc, 3likes）
展开评论
- @scaling01 (60): I honestly wouldn't be surprised if they doubled ARR until EOY like from ~70B to ~140B
- @JasonBotterill (32): @scaling01 I have 7 instances of Opus 5.5 playing futurama right now and its overheating. https://t.co/J86uXdJwQc
- @romeopotapov (9): @scaling01 Opus 5.5 is a generational model, absolutely top tier in history
- @denizerkan_nyc (3): Its token volume divided by cost per token per workload , for the revenue. Token usage going up yet the revenue being flat or less is very possible , all depends on token volume growth rate surpassing price deflation rate. From what I see, Anthropic said 40% cost reduction for s…
- @arb5z (2): @scaling01 and openai's answer is terra? the one below sol?
开发者讨论是否能在严格约束下用工具确定某个 PR 可以自动合并，只允许重构不改模块关系和测试覆盖，从而实现安全的自动化代码重组。
It feels possible to me to check deterministically if a PR can be automerged or not. Given very, very strict constraints: - Only reorganises code - Does not change the module graph - Does not make te…
受众观点：① 有人认为等你把规则体系做完善，模型本身可能已经足够聪明，可以直接按说明自检而不需要这么复杂的工具（@theo, 92likes） ② 原作者补充理想状态是源代码可以大规模重构但打包产物不变，不过现实中 import.meta.glob、全局状态等模式让这一目标几乎不可能（@mattpocockuk, 29likes） ③ 其他开发者强调要抽象出“高风险改动”的边界，对关键抽象层和重要文件一旦变更就绝不自动合并，并结合静态分析指标限制复杂度（@marcklingen, 5likes; @oleks01, 4likes）
展开评论
- @theo (92): @mattpocockuk By the time you get it working well, the models will be good enough to work around it (or not need it entirely)
- @mattpocockuk (29): The dream here is you can do refactorings in the source code which don't change the bundled output. BUT this only works if you obey certain very strict rules: - No import.meta.glob or reading source code file positions at runtime - No global state Probably not possible the more…
- @marcklingen (5): discussed this recently with @maxdeichmann and arrived at same conclusion we landed on importance of abstracting what’s risky and enforcing use of these abstractions to rule out whole classes of risk deterministically If change makes changes to these abstractions or other import…
- @oleks01 (4): @mattpocockuk + all the static linters possible: Too many decisions & branches Too many possible execution paths Logic nested too deeply Methods doing too much Files are too long Depends on too many other classes Too many methods involved ...etc
- @TackyTamarin (2): @mattpocockuk >Feels like there is a tool here waiting to be created. couldn't this just be a skill? surely a model could just have these instructions and check for them.
独立创业者分享自己花 48 小时轮换所有密码、加上 2FA 并用智能体审计代码库，尝试用 OpenAI 和 Anthropic 模型暴力破解自家代码未果，还购买 YubiKey 强化账号安全。
I spent the last 48 hours rotating passwords, adding 2FA everywhere, and spawning agents to audit all my startups' codebases. I tried to brute-force my own code, but, of course, OpenAI and Anthropic…
受众观点：① 多位开发者提醒不要只买一只 YubiKey，丢失唯一硬件密钥会导致账号恢复极其痛苦，建议至少准备两到三只并妥善分散存放（@_adembilican_, 15likes; @RealNipuna, 11likes; @jessethanley, 14likes） ② 有人调侃 Daybreak 面向大型安全公司和集成商，暗示这类企业级安全服务并不适合个人或小型创业者（@leeschmidt123, 10likes） ③ 也有人好奇他是否觉得自己被黑客“重点关照”，反映出独立开发者对被针对攻击的焦虑（@maropetignat, 6likes）
展开评论
- @_adembilican_ (15): @marclou Please order more yubikeys! If you lose the only one you have you will be in trouble
- @jessethanley (14): @marclou Pro-tip: get three @Yubico and get cases on Amazon for all of them.
- @RealNipuna (11): @marclou pro tip: always buy 2 yubikeys and keep the backup in a drawer. losing your only hardware key when all your accounts are locked to it is a nightmare to recover from.
- @leeschmidt123 (10): @marclou “Daybreak partners with leading security companies, systems integrators, and specialist firms…” Daybreak is not for you
- @maropetignat (6): @marclou Honest question: do you feel extra targeted? Like somewhere there's a hacker with a sticky note that just says "hack Marc Lou" lol
创作者宣布自己的邮件产品 MailCheap 在 10 天内就达到四位数 MRR，并对比此前 DataFast 花了 3 个月才到 1K MRR，体现个人品牌和新产品节奏带来的增长差异。
🎉 4-figure MRR club for https://t.co/doMhF11flP 🎉 It took 10 days. For the record, it took DataFast 3 months to reach $1K MRR (now at $30K MRR). So MailCheap is 9x faster! https://t.co/gm2sTmf8Fm
受众观点：① 原作者自嘲不再待在“潮湿的地下室”，侧面体现收入提升带来的生活质量改善（@marclou, 29likes） ② 有用户表示已经把自己的 newsletter 迁移到 Mailcheap，特别喜欢其 API 和 MCP 能力，说明开发者友好是重要卖点（@DrSerunjogiEmma, 11likes） ③ 也有人感叹这是个人品牌的力量，并期待产品继续冲到 10K MRR，准备尝试接入自己的项目（@calebrebelo_, 5likes; @arthuryuzbashev, 4likes）
展开评论
- @marclou (29): not dwelling in that humid basement anymore
- @DrSerunjogiEmma (11): @marclou I also moved my newsletter to Mailcheap. It's actually great, I love the API and MCP
- @calebrebelo_ (5): @marclou The power of a personal brand, isn't it?
- @arthuryuzbashev (4): @marclou all the way up to $10k?? I may try it for https://t.co/cY7zyGtsl2 today!
- @DmytroKrasun (3): @marclou Beautiful 🥳
作者称赞一篇关于强化学习的技术长帖，指出封闭实验室使用的一些 RL 训练细节正在逐步被公开，包括负采样、score 居中和异步 rollout 稳定性等工程技巧。
Nice thread, some RL details used by closed labs slowly leaking out.
受众观点：① 有人从数学角度解释 8 个非零 logit 如何通过减去采样均值抵消 dense 项，本质上是负采样技巧，避免直接依赖 softmax，从而绕开 bf16 数值不匹配问题（@eth_sensei, 1likes） ② 也有人指出文档只说明 KL 项是从采样器到学习器，损失函数并未使用参考策略，稳定项和“稳定性信息”记录方式都没有公开（@CityzenHyd, 0likes） ③ 多位评论者强调这些方法并非新数学，而是针对异步 rollout 滞后和数值不稳定的工程解决方案，说明大厂在 sampler/trainer 版本偏差上花的精力远超目标函数本身（@ash__made, 0likes; @mohammadvazin, 0likes）
展开评论
- @eth_sensei (1): @natolambert The 8 nonzero logits are the tell: the score e_y − π minus its 8-sample mean ē − π cancels the dense −π term. That is negative sampling, so the direction never reads the trainer's softmax, where bf16 mismatch lives.
- @CityzenHyd (0): @natolambert What Tinker's docs do publish: the KL term is sampler-to-learner, and the loss uses no reference policy at all. The stabilizing term and the recorded "stability info" stay unspecified.
- @ash__made (0): @natolambert so it's the REINFORCE baseline trick again but on the score instead of the reward, taken under the sampler. centered score is mean-zero under whatever actually generated the tokens, which i'm guessing is why staleness stops blowing up runs?
- @NoravaleAI (0): @natolambert Closed-lab RL tricks leaking out one thread at a time is weirdly fun 👀
- @mohammadvazin (0): @natolambert What stands out is how little of it is new math. Score centering is mostly an engineering answer to async rollout lag. At scale, I'd bet labs spend more effort on sampler/trainer version skew and numeric mismatch than on the objective itself.
开发者评论如果算力代币价格崩盘，之前大家囤积 GPU 资源的行为会导致市场出现严重供过于求的“算力过剩”局面。
if token prices collapse there's going to be a glut of these from everyone buying them being like "we can just sell em later if we don't need em"
受众观点：① 原作者补充历史上每次短缺后都会出现过剩，很多需求其实是基于“会持续短缺”的赌注而非真实使用量（@thdxr, 116likes） ② 有人调侃希望加速出现 DGX 服务器的过剩，让更多人能用上高端算力（@synthesiscx, 11likes） ③ 还有人幻想 B200 之类 GPU 将来会像二手显卡一样在 Facebook Marketplace 出现，标注“只训练过一次模型”，那时就可以放心自建算力环境（@ravixalgorithm, 8likes）
展开评论
- @thdxr (116): this is exactly why every historical shortage has been followed by a glut it's unclear how much of it is a shortage and how much of it is betting on a shortage
- @synthesiscx (11): @thdxr can we accelerate dgx spark glut
- @RozenMD (8): @thdxr same type of folks expecting theyll "just" be able to enter a trade if software collapses like where do you reckon everyone else will go
- @ravixalgorithm (8): @thdxr the day b200s show up on facebook marketplace with "only used for one training run, never overclocked" is the day i finally self host
- @serxzsz (3): @thdxr gpu lease with a research budget attached
作者分享一篇改进 softmax 和交叉熵损失函数的论文，并自己做了通俗易懂的视频讲解科普给更广泛受众。
Wow! Such a cool paper on fixing softmax and cross-entropy! I enjoyed reading this paper today, so I made an explainer to make the ideas more accessible to a broader audience. Check it out: https://t…
受众观点：① 关注论文但更想看直观讲解的视频党，希望快速理解核心思想和适用场景（@adithya_balaji, 2likes） ② 好奇作者如何在一天内产出 30 分钟高质量 explainer，对内容生产流程和效率很感兴趣（@Zeyad_A_I_M, 0likes） ③ 普通学习者对视频解释本身表示感谢，认为讲解清晰易懂（@MNSANDEEPR1, 0likes）
展开评论
- @adithya_balaji (2): @jbhuang0604 great video! would suggest uploading a native snippet around the key idea / visualization of the numerical sparsity of representation around 1 in different floating point representations
- @Zeyad_A_I_M (0): @jbhuang0604 How do you make a 30 min explainer in a day ?
- @MNSANDEEPR1 (0): @jbhuang0604 Thank you @jbhuang0604 for the video. Nice explanation 😃.
Nat 统计对比了 DeepSeek 单个集群每天服务 150 万亿 tokens 的规模，并与 OpenRouter、Fireworks、Together、BaseTen 等开放推理平台的总量做了重构对比。
DeepSeek is serving 150T tokens a day on one cluster, more than the open model inference on OpenRouter, Fireworks, Together, and BaseTen combined. Below is my reconstruction of various inference volu…
受众观点：① 有人指出 OpenRouter 与 Fireworks 之间存在调用叠加，怀疑简单相加会产生双重统计的问题（@teortaxesTex, 21likes） ② 作者本人也在质疑 DeepSeek 文案中“单集群每天 155T tokens”到底是实际流量还是理论容量，认为表述有歧义（@natolambert, 17likes） ③ 读者关心对比曲线的时间范围，提醒公司数据点只到年中，担心与 OpenRouter 最新数据相比会偏旧（@AIQuanting, 1likes）
展开评论
- @teortaxesTex (21): @natolambert > OpenRouter, Fireworks, Together, and BaseTen combined Since I often tap Fireworks through OpenRouter, I guess even that value is largely double counting…
- @natolambert (17): Is debatable on the language "A single cluster currently serves 155 trillion tokens per day, with overall revenue of US$38 per GPU-hour (at valley pricing)." it could be a capacity rather than volume.
- @natolambert (14): https://t.co/pwPg9cm3WV
- @natolambert (5): The more I reflect on this: I'm sus of this 150T number.
- @AIQuanting (1): @natolambert The company dots stop around mid year while the OpenRouter line runs to now. So the combined figure is a few months stale, right? Makes me wonder how much Fireworks and Together added since July.
scaling01 晒出一张对比图，强调 Opus 5.5 在使用热度或评分上全面领先，呈现出“Opus 5.5 至上”的趋势。
Opus 5.5 supremacy https://t.co/I9wbLO0YS4
受众观点：① 作者补充说明还需要对比 Opus 4.6 的历史峰值，暗示当前 5.5 的曲线仍在追赶中（@scaling01, 14likes） ② 有人从时间线角度回顾，提到 Opus 4.5 和 GPT-5.1 发布仅相隔一周，对比 OpenAI 仍在围绕 4o base 做后训练的节奏（@JasonBotterill, 5likes） ③ 也有用户从亲身使用出发，调侃自己每周的 Opus 5.5 使用额度用完就“至上”不起来了，反映出配额限制的现实问题（@Damos1212, 3likes）
展开评论
- @scaling01 (14): still has to beat Opus 4.6 peak in the next few weeks https://t.co/uMxZNDDqmt
- @scaling01 (11): data from https://t.co/UsGlk8dc8Z
- @JasonBotterill (5): @scaling01 Opus 4.5 and GPT-5.1 were only a week apart in release. Kind of wild by the time of the first claude workhorse openai was still shipping post trains of 4o base
- @Damos1212 (3): @scaling01 opus 5.5 supremacy until my weekly limit runs out on monday
- @arb5z (1): @scaling01 sol 6.1 didn't even make this list? 5.6 sol is sitting there at 15
作者感叹 2026 成为“语言连续扩散模型之年”，并附上自己此前写的关于连续扩散语言模型趋势与思考的长文。
As if we needed any more evidence that 2026 is the year of continuous diffusion for language🤭 (I recently wrote a blog post about my thoughts on this topic, in case you missed it: https://t.co/IxtdWv…
受众观点：① 作者在评论中补充了一篇 8B 规模的 blockwise 连续扩散语言模型工作，介绍其从预训练自回归模型适配并用流映射蒸馏和自推测解码加速推理（@sedielem, 30likes） ② 有研究者从噪声调度和相空间扩散的角度追问，关心是否存在带漂移项、会拉伸嵌入空间的连续 LM 工作（@neginyan, 1likes） ③ 其他读者感叹这一方向突然升温，从“少数布道者”变成热门赛道，期待后续多模态连续扩散的发展（@LucaAmb, 0likes）
展开评论
- @sedielem (30): Another blockwise continuous diffusion language model at 8B scale, adapted from a pretrained autoregressive model, with flow map distillation and self-speculative decoding for faster inference. Cool😎 https://t.co/7A6ST663TF
- @neginyan (1): @sedielem Great post. A question on schedules: if the forward process had a drift that stretches the embedding space (as in phase-space diffusion), the noise would need to grow at least as fast as that stretching. Is there continuous LM work with such a drift, or is it always pu…
- @LucaAmb (0): @sedielem This field is getting hot! It's crazy that I was only of the few crazy preachers just a few months ago I guess its the same feeling x10 for you Sander
- @JulienBlanchon (0): @sedielem I guess we are getting ready for multi-modal continious diffusion 👀
- @rokobasili (0): @sedielem looped transformers, continuous diffusion @ClevrPwn what a year
NousResearch 提醒用户当前官方 Hermes 移动应用尚未上架应用商店，近期出现的仿 Hermes 品牌第三方 App 多为诈骗或非官方项目，下载需谨慎。
Please be careful about downloading third-party apps. The official mobile apps are not in app stores yet, and apps that closely mirror Hermes branding are typically fraudulent and not legitimate comm…
受众观点：① 有用户直接追问 Nous Shoggoth Agent 的具体名称，说明社区对官方代理产品形态和命名仍有疑惑（@whashywash, 2likes） ② 部分用户担心已经出现高度相似的第三方 Hermes 应用，不知道如何辨别官方发布渠道（@Codex_Chronus, 0likes） ③ 也有人关心安卓端发布时间和大致上线时间表，希望尽快用上官方移动应用（@inviola_x, 0likes; @pranavbhatia123, 0likes）
展开评论
- @whashywash (2): @NousResearch whats the name of the Nous Shoggoth Agent https://t.co/7Q00f8FSWr
- @Codex_Chronus (0): @NousResearch How do we know when the official one is released. There is already a third-party app that closely resembles Hermes app. https://t.co/lnhadBRv3D
- @inviola_x (0): @NousResearch We also want the Android application.
- @pranavbhatia123 (0): @NousResearch good call.. anything that touches ur keys and chats shouldnt be some lookalike app. any rough date for the real ones?
- @ABERROJO7 (0): @NousResearch You are definetly the best harness
作者讨论 flow map 语言模型只需 1-2 次前向就能建模 token 依赖，并称其作为 speculative decoding drafter 的效果非常好。
The magic of flow map language models is that they capture dependencies between tokens in just 1-2 model passes. Using this as a drafter for speculative decoding makes a ton of sense, and it's exciti…
受众观点：① 关注推理加速和 serving 成本的独立开发者与小团队工程师 ② 想理解 flow maps、continuous diffusion 在语言建模中实际应用的技术从业者。
展开评论
- @sedielem (9): If you need some background to understand why this is so neat: my two most recent blog posts are a deep dive on flow maps (https://t.co/5oimtEUxnr), and an overview of continuous diffusion for language (https://t.co/IxtdWvfHW9).
- @CCIE4K (1): The acceptance rate told the whole story in my CPU test. Nemotron Bolt's drafter proposed 7 tokens per step, but only about 23% survived (125 of 515), dropping speed from 3.47 to 1.34 tok/s. Gemma's 3-token drafter retained 55- 66%. Can a flow-map drafter maintain acceptance at…
作者调侃式发问 OpenAI 什么时候发布 GPT-6.5，引出大家对下一代 GPT 模型发布时间线和产品命名的吐槽。
so when is OpenAI dropping GPT-6.5?
受众观点：① 依赖 OpenAI 模型做产品的独立开发者和小团队 ② 关注大模型迭代节奏、担心频繁升级带来维护成本的工程师。
展开评论
- @shadowaguy (2): @scaling01 probably right after gpt-6 mini spends six months refusing to parse json without three extra system prompts.
- @pragnyanramtha (2): @scaling01 right after we all learn which one is sol and which one is terra
- @iamgroguu (1): @scaling01 Someones gotta drop something this week or the bubble pops
- @Britoisinsane (1): @scaling01 Next year. It’s misaligned as hell rn
- @iambokensha (1): @scaling01 Doesn’t matter, Opus 5.5 already won me over
Hacker News 上围绕一篇谈 LLM 辅助开发与 Rust 形式化验证的文章，讨论用 Claude 等模型写高性能代码和用 Kani、Lean 做严谨验证的实践与争议。
We should be more ambitious with the software we build
受众观点：① 有开发者强调，与其抱怨工作被 AI 抢走，不如用 LLM 做到以前做不到的复杂项目，关键是愿不愿意重新投入高强度学习（@mindcandy） ② 一些人分享在 Java 等语言里用 LLM 写代码的经验，认为只要测试和压测齐全，模型能给出考虑性能权衡的方案（@Supermancho） ③ 也有人关注 Rust 项目里用 Kani、Lean 等工具做形式化验证的可行性和上限，希望有人系统写文介绍实践细节（@weinzierl）
展开评论
- @mindcandy (0): Agreed. I've been seeing too much "I've been coding for decades and what I've always done has be reduced to telling AI to do it for me." and not nearly enough "I've been coding for decades and recently worked hard for months with AI's help to make something I would have never co…
- @Supermancho (0): This statement stood out to me. > I have a similar thought about "there's no reason for software to be slow" BTW; in many cases, if you use AI to speed up some flow, you will add a bunch of messy code that will be overfit for the use case you tested on and will neither generaliz…
- @tlarkworthy (0): I redid Dan's zstd rust rewrite benchmark for Anthropic models and was shocked to find haiku 5.5 can do it. The latest models are nuts. https://taktile.com/blog/property-based-testing-claude
- @weinzierl (0): "[..] the last time I taked to him about pgrust verification, he mentioned using Kani to verify some parts of the code. He's since switched to Lean and has been using Lean to verify things that are too complex to do in Kani. This would be another topic for another post," I'd lov…
- @anonymous908213 (0): > I find it understandable that, every time I see pgrust discussed on a news aggregator, most people dismiss it as vibeslop garbage because almost all of these rewrite projects are slop. If I didn't know Malis, I would make the same assumption, because who has the time to look i…
Hacker News 合并讨论两条爆料称三星电视用本地模型和蓝牙设备麦克风追踪用户，引发对智能电视监控和 OpenAI 限制逆向工程账号的隐私争议。
Merged threads: "Samsung running a TensorFlow lite model on 960x540 image to track you": https://twitter.com/mike64_t/status/2114150399406202896 "Samsung TVs look for microphones in your house via Bl…
受众观点：① 有人认为如果 OpenAI 因逆向工程封号会非常愚蠢，这会让开发者不敢用 LLM 做安全分析和逆向，严重削弱工具价值（@ada-h00k） ② 多数评论对 OpenAI 和大厂的做法持负面态度，担心未来各种基础服务都要求上传更多遥测数据才能使用（@tintor） ③ 一些人指出现在用本地或开源模型做逆向和“黑客”工作已经很可行，认为如果大厂继续严格限制，技术用户会加速迁移到开源生态（@3abiton）
展开评论
- @ada-h00k (0): If OpenAI really banned him for that reason, that would be pretty stupid. If you can no longer use an LLM for reverse engineering without worrying about your account, that drastically reduces its value.
- @tintor (0): This looks very bad on OpenAI. What is next? Power and water company suspending your account if your home and car are not streaming enough telemetry. I am glad that open models are closing on frontier.
- @3abiton (0): This is again will be very funny race to watch. Right now you can fairly do lots of reverse enginnering or "hacking" with off the shelf Chinese models, and they are very capable (GLM3 for example) which can be run locally if you stomach the hardware. Tools like rea are also beco…
- @Hugsun (0): I'm curious if someone has started cataloging these cases. These spying TVs seem like a common industry practice.
- @tkel (0): from his twitter account: > if your samsung TV model doesnt have a microphone, it will look for connected devices with one, such as a soundbar or a connected bluetooth device. this gets shipped off to bixby.
Hacker News 讨论 John Carmack 夸赞的一门名为 Goose 的数据描述语言，它支持多数据栈自动分析、可变字段和二进制结构校验，实现接近零拷贝的文件与网络数据解析。
https://twitter.com/ID_AA_Carmack/status/2113704269274636568
受众观点：① 有人引用 Carmack 的评价，认为多数据栈自动分析、可调整字段和内建结构校验让几乎所有 IO 都可以用这种方式高效处理（@bobbydigitales） ② 一些开发者分享自己也在尝试做零拷贝、直接内存映射的数据结构库，看到 Goose 觉得方向类似但实现更优雅（@AnEro） ③ 作者本人现身贴出 Goose 的仓库链接，吸引更多人关注这门语言的实际用法和生态（@Aardappel）
展开评论
- @bobbydigitales (0): "That looks really neat! The automatic analysis and use of multiple data stacks and resizable fields takes it from "lots of work can be done this way" to "basically everything can be". The relative references and built in binary structure validation also enable direct memory map…
- @mi_lk (0): Obviously the guy is replying to something that you can't see without logging in twitter. And without context this means little
- @AnEro (0): Such a cool idea! I've been toying around making a few libraries to force languages to do that direct io zero-read mapping to data structures. Ofcourse this looks way better and infinity less hacky, but it is a fun and trippy experience to find someone working in the same direct…
- @Aardappel (0): Btw I made the language, AMA. repo: https://github.com/aardappel/goose
- @geoffbp (0): No relation to https://goose-docs.ai/ I guess?
Hacker News 讨论一个按地理位置随机推荐附近维基百科条目的小工具，用来发现身边冷门景点和历史故事。
Local Wikipedia: Wikipedia, but only for things a half hour walk from you
受众观点：① 很多人觉得这个点子简单却有极高探索乐趣，实际用来发现自家附近不知道的地点（@refsab, @noduerme） ② 有人希望支持自定义距离和公制单位等更细的参数设置，说明用户对可配置体验有需求（@thatwasunusual） ③ 有用户反馈地理标签和图片链接不完善，影响可用性，暴露出数据质量和前端交互上的改进空间（@dllu）
展开评论
- @MajorTakeaway (0): This took too long to make.
- @refsab (0): Very cool. Obvious in hindsight with every location having coordinates. Found an abbey around my place in Western Bavaria I didn't know existed
- @thatwasunusual (0): I love it. It would also be nice to be able to a) enter desired distance, and b) choose the metric system.
- @dllu (0): Cool idea! I had lots of fun looking at stuff nearby. Right now it seems that it simply removes links for stuff without a geotag that's nearby. But many articles are in fact nearby and are simply missing geotags, or perhaps encompass a slightly larger area where only a part of i…
- @noduerme (0): This is super cool! Just punched in my zip code, and hit "random article" three times, and came up with three weird stories I didn't know about the history of places within a few blocks of me in Portland, Oregon. What an awesome idea for travelers!
Hacker News 讨论在 AI 时代高校作业被大规模用工具代写后，是否应回归纸笔课堂考试、弱化作业评分，并重新思考高等教育与行业技能培训的关系。
AI use leads UC Berkeley math professor to see 'no point' in grading homework
受众观点：① 在高校或培训机构教计算机相关课程、正被学生用 AI 写作业困扰的老师 ② 还在学校、频繁用 AI 完成作业但又担心学不到真本事的学生 ③ 关注 AI 对教育体系冲击、想做在线课程或训练营的开发者和内容创作者。
展开评论
- @jruohonen (0): In-class exams, either written or oral. If you don't do homework, it is only on you. And with paper and pen, the next semester, yes.
- @iLoveOncall (0): Grading homework has never made sense anyway. Only grade work done in class. In-class exams are anyway a proxy for grading homeworks, because those who don't do them will get lower grades.
- @proc0 (0): With some exceptions I think higher education should probably go back to being about academia and not necessarily teaching skills for industry. I think companies can now easily invest in their own extended training and grab people out of high school. Just a thought.
- @vhiremath4 (0): This is quite sad. Even if students would cheat off each other, someone had to do the homework. And even the collaboration of cheating on homework always served as a forcing function for me or others to think about the material. If not actively, at least in the form of a quasi b…
- @verdverm (0): Cue - Zen and the Art of Motorcycle Maintenance I had two classes like this, zero grades over the semester, they were among my favorite. Though we didn't really ponder what we were doing there and the means for final grades, for the admins, were both interesting (final test too…
Hacker News 讨论一篇关于 59 片 WSE-3T 晶圆级 AI 系统的文章，围绕能耗、延迟、并发请求和 GPU 对比等指标评估其在大模型推理上的极致性能。
Cerebras Deploys Trillion-Parameter AI Models
受众观点：① 有人关心 59 片晶圆组成单一流水线的故障域和运维问题，一片失效可能拖垮整机，升级和排障难度很大（@zhyblife99） ② 一些评论在算整机功耗、每 token 能耗等指标，试图判断这种架构在能效上的实际优势（@eulgro） ③ 也有人从用户体验角度想象如果推理速度再快一个数量级，工具调用反而会成为瓶颈，交互会接近“超智能”即时反馈（@therein）
展开评论
- @zhyblife99 (0): I'd want to know is what a 59-wafer pipeline costs in failure domain. The GPU deployment can lose a node and degrade; Because, here the model is the rack, so one bad wafer takes the whole thing down, and a pipeline that has to be live end to end doesn't get a rolling upgrade. Ho…
- @jubilee33 (0): Ok I'm sold, where to buy? :D
- @eulgro (0): At 20 kW average consumption per WSE-3T wafer this gives roughly 1.18 MW for the whole system. Assuming 1500 tokens per second and 190 concurrent requests this gives 4.1 J/token. Which is good I suppose for the size of the model?
- @n_u (0): > The total number of concurrent requests represents the number of simultaneous requests moving through the pipeline at any point in time. Unlike a GPU batch, those requests don’t wait for one another to finish, they stream through the pipeline continuously. What do they mean by…
- @therein (0): Extreme speeds are actually interesting if you think about it. We are apparently getting some interesting results from LLMs nowadays. If they would put 100x effort in 10% the time it takes, or imagine 1% where how long tool calls take become the bottleneck, that would actually p…
Hacker News 讨论一篇用小数据集比较卷积神经网络和通用大语言模型在特定图像任务上表现的文章，很多机器学习工程师认为结论缺乏实际参考价值。
A 10-year-old CNN outperforms frontier LLMs for skin cancer diagnosis
受众观点：① 一部分读者强调计算器或传统算法在乘除等精确计算上依然优于 LLM，提醒不要神化大模型（@MitPitt） ② 有人指出文章把精调 CNN 和通用模型在极小数据集上对比，本身设计就不严谨，对前沿模型也不公平（@howunfortunate） ③ 也有人认为专用 CNN 在窄任务上更强并不意外，LLM 的价值在于通用智能和解锁新工作流，而不是替代一切传统模型（@fastball, @podgietaru）
展开评论
- @MitPitt (0): And a calculator outperforms LLMs at multiplication and division...
- @fastball (0): This isn't really surprising. LLMs are intended to be generally intelligent. They are spiky on the things frontier labs tend to benchmark against (software/math) but are not intended or expected to be great at everything. The general intelligence unlocks new workflows, it does n…
- @howunfortunate (0): I'm sorry but as an MLE this is not a remotely useful article, and does not belong on the front page. It's comparing a fine-tuned CNN to general purpose models on a tiny dataset.
- @ChrisArchitect (0): fyi CNN: convolutional neural network
- @podgietaru (0): This doesn't seem that surprising to me? One is tasked with a simple very narrow task. The other has a corpus including billions of other images and pieces of information. It'd seem to me that instinctively one would outperform the other, regardless of age.
Hacker News 上围绕一场关于“被审查的互联网与 AI 代理爆炸”的演讲展开讨论，大家担心未来网络被平台和 AI 内容彻底淹没后，普通人和代理都难以接触到真正自由的信息。
I refuse to accept a censored Internet. Join Me at FOSDEM 27
受众观点：① 有人认为即便互联网名义上不被审查，也会被海量 AI 生成垃圾和付费墙淹没，真正有价值的信息难以被人类和代理发现（@cyanydeez） ② 有评论悲观地认为 AI 会帮助平台打造“完美牢笼”，未来几乎没有越狱和利用漏洞的空间（@croes） ③ 也有人质疑“未审查互联网”是否真实存在，指出基础设施掌握在大公司和运营商手里，软件层面的自由很容易被关掉（@saidnooneever, @haunter, @brador）
展开评论
- @cyanydeez (0): It seems like "censored internet" will be the least of the worries when it comes to agent explosion. Even if your internet is free, how are you going to find it through the slop brigades generating and consuming the same "load bearing" crap. Even if you setup the oracle of the d…
- @croes (0): AI will help them to create the perfect cage. No jailbreak, no exploits
- @saidnooneever (0): Is there an uncensored intetnet, because i dont think there is. if there is any, it can be turned off because its being routed on the censored net wrapped in encryption. that being said, that makes me pretty interested in this talk. outside of hacking sattelites and such things…
- @haunter (0): Most people prefer censored internet as long as it aligns with their political leaning. Maybe that wasn't the case 15 years ago but it's pretty much true nowadays. I myself consider this as a fact.
- @brador (0): The problem is there are so few uncensored places now that if you do make one you overnight become the sweary nasi/pedo/sexads bar because everything else is closed to them. Basically Reddit 2018.
Hacker News 讨论一款重制或开源引擎项目，让经典策略游戏《Heroes of Might and Magic II/III》在现代系统上获得新特性和更好体验，引发玩家怀旧和技术交流。
fheroes2: A recreation of Heroes of Might and Magic II game engine
受众观点：① 很多玩家表达对 HOMM2/HOMM3 的强烈情怀，感谢开发者让经典游戏在现代系统上重获新生（@imeanwhatdoikno, @quibono） ② 有人分享 Linux 下也有 Heroes 3 引擎 vcmi 等替代方案，说明这一类重制项目在开源社区很活跃（@cyrusmg） ③ 部分评论关注新增特性，认为这些改动像是把 Heroes 3 的一些玩法系统性回移植到 2 代上，并关心是否支持多人联机（@loglog, @Kalanos）
展开评论
- @imeanwhatdoikno (0): Thank you (edit: and/or devs) for doing this! HOMM2 was amazing
- @cyrusmg (0): Oh, I loved HOMAM 3 - and this made me google a bit and there is also an engine for it for Linux: https://github.com/vcmi/vcmi
- @Kalanos (0): how can i play multiplayer online?
- @loglog (0): The added features look like a comprehensive back port of Heroes 3.
- @quibono (0): Not quite HOMAM2 but. I have such fond memories of HOMAM3 and playing it in hot seat mode as a kid. Interestingly the game is still massively popular in ex-Warsaw Pact countries. Although I think it’s having a resurgence in the US too.
Hacker News 讨论老牌桌面科学计算器 SpeedCrunch 的更新和替代工具，很多开发者分享自己在位运算、进制转换等日常开发中依赖这类本地工具的经验。
SpeedCrunch 1.1
受众观点：① 有用户列出 SpeedCrunch 的更新链接，并提到自己现在更多转向使用 numbat 这类现代命令行计算器（@jiehong） ② 很多开发者称赞 SpeedCrunch 在位移、进制转换等底层操作上的易用性，是长期替代系统自带计算器的生产力工具（@borner791, @dang） ③ 也有人分享用 Claude 一次性生成完整科学计算器的经历，感叹如今借助大模型开发这类工具的门槛大幅降低（@amelius, @smusamashah）
展开评论
- @jiehong (0): List of changes for this calculator [0]. I used to use it quite a bit, but I now gravitate towards numbat instead [1]. [0]: https://www.speedcrunch.org/download.html [1]: https://github.com/sharkdp/numbat
- @borner791 (0): Amazing! This is the most useful calculator.. bit shifts..radix conversations... I've been using it for years after struggling missing the windows 2000 calculator.
- @dang (0): Related: SpeedCrunch - https://news.ycombinator.com/item?id=29661485 - Dec 2021 (131 comments) Speedcrunch (calculator) - https://news.ycombinator.com/item?id=460520 - Feb 2009 (2 comments)
- @smusamashah (0): I recently opened a github issue about the system UI looking dark. I got a response an hour later which appears to be AI written, I responded to it and it looks like my request has been accepted. I absolutely do not mind it being AI driven. I have not seen this before in this. T…
- @amelius (0): I also recently made a fairly complete scientific calculator. I first asked Claude what functions it would put in it, then I made some modifications (added complex numbers), and told it to write the calculator. It looked perfect in one shot. This is really how simple this kind o…
作者用气泡图可视化标普 500 公司市值与员工数量，对比 Nvidia 等高市值少员工公司和 Accenture 等人力密集型企业，展示市值与人力配置的巨大差异。
I was playing around with visualising the S&P 500 by market cap and decided to add employees to each company's bubble. What surprised me was how empty some of the biggest companies looked. Nvidia is…
受众观点：① 关注 AI 投资泡沫和未来十年科技股走势的开发者和产品人，希望通过数据理解行业结构变化的人群 ② 对数据可视化、财报数据抓取和分析感兴趣的工程师 ③ 正在做小团队或个人 AI 项目的独立开发者，关心“人少能不能做大事”的受众。
展开评论
- @fhdkweig (0): Curious why the comment by the poster got flagged but not the full post. I like when the poster includes a comment describing the content and reasons why he liked it.
- @soared (0): 1. The legend uses different icons than the visualization 2. Why would you purposefully make every bubble empty? Change the scale to 1000 employees otherwise it’s deceptive. 10k employees is arbitrary.
- @paxy (0): Number of employees isn't a straightforward calculation. - A lot of companies have part time, seasonal and contract workers (e.g. Amazon and Walmart). For some this even makes up the majority of their workforce. - Some companies operate on a franchise model, and corporate employ…
- @brador (0): What will this look like after the coming AI investment crash/growth stagnation inflection point? It’s gonna be a wild ride to 2030.
- @samayashar (0): Welltower and Palantir are doing an amazing job! A comparison with NVIDIA in terms of market cap per employee isn't realistic here, but perks to them for the utility that each employee is bringing to the table.
Hacker News 上一篇关于在极小资源和严格约束下写程序、语言和系统的文章引发共鸣，很多开发者分享自己做字节级工具、微型语言和迷你操作系统的经历。
Small Programs and Languages
受众观点：① 有读者表示这篇文章重新点燃了自己对软件开发的兴趣，觉得在小系统里折腾很有乐趣（@bryancoxwell, @shikaan） ② 评论区分享了 uxn、varvara、t3x 等极简平台和“小语言”资源，展示了在几十到几千字节内实现实用工具的可能性（@anthk, @zzo38computer） ③ 有人提到相关书籍和资料，如《Little Languages》等，说明大家对构建小型领域专用语言和处理器有持续兴趣（@rramadass）
展开评论
- @bryancoxwell (0): This was such an enjoyable read. I’ve been a bit meh on software development recently and this really re-piqued some old interests.
- @anthk (0): https://t3x.org Also, JimTCL.
- @zzo38computer (0): I have written some useful small programs in uxn, such as: hex decoder in 39 bytes (which handles optional spaces and line breaks, uppercase and lowercase, etc), a program to convert JSON to NDJSON in 125 bytes, a program to convert DER to a subset of TER in 220 bytes, BLAKE2s i…
- @rramadass (0): Little Languages by Jon Bentley - https://news.ycombinator.com/item?id=40989069 Constructing Language Processors for Little Languages by Randy Kaplan - https://www.amazon.com/dp/0471597538?lv=shuf&channelId=500&p...
- @shikaan (0): Great read (: This is precisely how I learn, even though these days it all feels a little futile. The other part for me is working within tight constraints. A couple of years back I made an Operating System that fits a bootloader (I was low-key hoping to find in the list :P) Not…
作者分享用 Grok 机器人每天同步和整理 X 书签，把零散收藏变成可搜索可打标签的知识库的具体做法。
finally a good way to organize your x bookmarks and turn it into a knowledge base i just made a grok bot for this > syncs my x bookmarks daily > lets me search and filter through them > favo…
受众观点：① 很多人吐槽需要消耗 X API credits，质疑为什么简单书签功能要走付费 API（@454Sterling, 4likes） ② 有用户希望 X 原生就开放书签给 bot 使用，减少开发门槛（@ShonkDaGoblin, 3likes） ③ 重度书签用户觉得让 Grok bot 帮忙从海量收藏中检索内容很有吸引力，准备尝试（@MyAlaskaHome, 2likes）
展开评论
- @454Sterling (4): @moritzkremb Why this requires X API credits is beyond me....
- @ShonkDaGoblin (3): @moritzkremb if they could just give bot access to bookmarks without using api, that would help a lot
- @MyAlaskaHome (2): @moritzkremb I bookmark everything and find nothing 😂 Letting my Grok Bot dig through 'em for me is genius. Gonna try this one 🤖📚 @bot
- @VaChangeAgent (1): @moritzkremb Thank you! Setting up now
- @limetea (1): @moritzkremb use codex/claude computer use to read is another way if not to pay api credits
作者发起玩笑式点赞挑战，希望靠 1000 个赞让 @thdxr 给自己买一台 iphone duo，好把 OpenCode iOS 在该设备上打磨到极致。
if this gets 1000 likes @thdxr has to buy me an iphone duo so I can make OpenCode iOS perfect on it
受众观点：① 正在做移动端或开发者工具产品的独立开发者 ② 关心 iOS 多设备适配和测试流程的工程师。
展开评论
- @pvncher (4): @ryanvogel @thdxr Idk man there’s a simulator…
- @pkyanam (0): @ryanvogel @thdxr I’ll lend you my Duo for a week :) I’m driving down to Florida soon
- @IndianArmyOp5 (0): @ryanvogel @thdxr We need to make this happen for the sake of OpenCode iOS 🔥
- @hodlmecloseplz (0): @ryanvogel @thdxr https://t.co/ZdwEIlwqJ8
- @preommr (0): @ryanvogel @thdxr https://t.co/z5XkuNVklf
作者分享用两部手机运营十个账号、每天发二十条内容为应用获取大量曝光的简单刷量打法。
Here’s how to post 20 times a day across 10 accounts.. To generate million of views for your app everyone is asking this question. it's not complicated. 2 phones, 5 accounts on each. 15 minute warmup…
受众观点：① 有人担心这种多账号高频操作是否会触发影子封禁等平台风控（@TitanTrades_, 0likes） ② 有人关心是用全新账号还是购买预热过的账号更合适（@_Garg_Sarthak, 0likes） ③ 也有人追问技术细节，比如如何清理设备和内容的元数据以避免被平台识别为同一主体（@africanusz, 0likes）
展开评论
- @TitanTrades_ (0): @ErnestoSOFTWARE this isnt a shadow ban? https://t.co/36LT70L6bm
- @_Garg_Sarthak (0): @ErnestoSOFTWARE will you prefer new accounts or warmed up accounts from some site?
- @africanusz (0): @ErnestoSOFTWARE how do you clean the meta data?
- @nijfranck (0): @ErnestoSOFTWARE You let your users have multiple trials?
- @sudbalaji (0): @ErnestoSOFTWARE if this was all true, canvas ugc wouldn't exist (or would be a lot cheaper)
作者晒出自己买的全盔头盔，调侃做 vibecode 也要保护大脑安全，顺便展示桌面装备。
You can’t vibecode without a brain. Everyone told me to get a full-face helmet, so I did it. Only $100 and looks good on the desk too 😏 https://t.co/4BnCInZbI4
受众观点：① 有人表示头盔很好看，觉得这笔投入很值得（@nthntrvls, 1likes） ② 评论里多位强调安全第一，要好好保护脑袋这个“最贵的模型”（@Ashutosh_Bind15, 1likes；@ChrisBarnes3D, 1likes） ③ 也有人注意到头盔自带墨镜/遮阳片等细节，觉得外观和功能都不错（@_Garg_Sarthak, 1likes）
展开评论
- @robj3d3 (6): Thanks @thekitze @s13k_ and others who pushed me to get one :D
- @nthntrvls (1): @robj3d3 Totally worth it, looks good too!
- @Ashutosh_Bind15 (1): @robj3d3 Gotta protect the costliest model you have, looking good too
- @_Garg_Sarthak (1): @robj3d3 it also have shades. nice!!
- @ChrisBarnes3D (1): @robj3d3 safety first protect the noggin
作者宣布上线 Open Duet，让代理学习用户偏好、主动寻找有价值的工作并在执行前等待用户审批，可搭配 Claude Code 或 Codex 运行。
I just launched Open Duet. Your agents learn what matters to you, find useful work, and prepare it for your approval. Run it with Claude Code or Codex. https://t.co/2vO9nz1Y71 https://t.co/HdrGb4aP2f
受众观点：① 想把 AI agent 接入自己产品的独立开发者 ② 关注安全可控 agent 工作流设计的工程师和产品经理。
展开评论
- @gonzalonediani_ (0): @mamagnus00 what's up magnus, I think it would be nice if you put a couple of examples right here in the post too bro
- @khuxsal (0): @mamagnus00 a coworker that asks before touching stuff, already my favorite one
- @j3rah_ (0): @mamagnus00 agents finding the work and waiting for approval is the right balance. congrats on shipping open duet
- @beni_il_ (0): @mamagnus00 https://t.co/9zRj02UCEV
- @RohanBhanotAI (0): @mamagnus00 approval first is the right default. curious how fast that queue fills up though, i'd be mass approving by day three lol
作者发现 Google Antigravity CLI 提供无头模式，可在本地应用里通过命令行发送提示词并获取回复，从而绕过常规 API 节省费用。
I feel a little stupid for not knowing this earlier, but Google Antigravity CLI has a headless mode that lets you send prompts from local apps and get responses. I can definitely save a few bucks! 😄…
受众观点：① 有人提到 Claude Code 早就支持用 -p 参数做类似的 CLI 集成，用于把模型接入本地应用（@iambokensha, 2likes） ② 有人吐槽作者宁愿用 child_process 解析 CLI 输出也不直接付费用正常 API，觉得这种做法有点“抠门”（@bluvi_hq, 0likes） ③ 也有人提醒 spawn 默认会把整个 process.env 传给 CLI，可能导致所有密钥一并暴露，需要手动控制 env（@vladvidican, 0likes）
展开评论
- @iambokensha (2): @ai_for_success Claude Code has done this with -p for a while, great for wiring into apps
- @ExiledonMoon (0): @ai_for_success Google's next update will fix the bug where his subscription covers his usage.
- @bluvi_hq (0): @ai_for_success Instead of just paying for a normal API, this guy decided to use child_process to parse the output of a CLI tool
- @vladvidican (0): @ai_for_success doesn't that pass your whole process.env to the CLI? spawn does by default, so every key your app has goes along unless you set env yourself
- @ren_0xoo (0): Per Antigravity's headless docs, `agy -p "prompt"` sends only the response to stdout and diagnostics to stderr, so child_process output stays clean. Add --output-format json and you get one envelope with status, response and token usage, easier to parse than text. It runs on cac…
作者晒出在 @anomalyco 正在做的一串代号项目名称，如 obliterator、banshee、secops 等，邀请大家猜这些内部项目是做什么的。
projects i'm working on rn at @anomalyco, can you guess what they are? obliterator banshee isocast isotake rebase secops
受众观点：① 在小团队里同时推进多个基础设施或安全项目的工程师 ② 对内部工具命名、项目规划感兴趣的独立开发者。
展开评论
- @sudo_goreng (3): @ryanvogel @anomalyco the flashlight thingy
- @khuxsal (0): @ryanvogel @anomalyco banshee screams when prod breaks
- @juliana_ardila3 (0): @ryanvogel @anomalyco banshee >>
- @__morse (0): @ryanvogel @anomalyco secops fixes what obliterator hacks
- @JakoveHr (0): @ryanvogel @anomalyco Tasks to keep you busy?
作者转发网络安全相关内容，预警未来几个月可能出现更大规模、更严重的网络攻击风险，表达对当前形势的担忧。
Man, this is scary. I believe we’re going to see some more massive cyberattacks in the coming months, and they could be extremely severe. https://t.co/lcRODXHKy6
受众观点：① 有人质疑总是在制造恐慌却拿不出具体证据，认为背后是为监管和大厂云服务造势（@Chaos2Cured, 1likes） ② 有人半开玩笑地提到“ai for hacking”，关注 AI 是否会被系统性用于攻击（@arjunaaqa, 1likes） ③ 也有人认为这只是开始，尤其担心金融体系会成为未来网络攻击的首要目标（@abhiindx_sahu, 1likes）
展开评论
- @Chaos2Cured (1): @ai_for_success We have seen endless claims and zero evidence. I am sick of it. No prompts. No open logs. Endless fear that always seems to push -narrative to regulate -use more cloud -help OpenAI, Anthropic, Microsoft, and Google numbers. Every. Single. Time. •
- @arjunaaqa (1): @ai_for_success so who is making “ai for hacking” lol 😜
- @abhiindx_sahu (1): @ai_for_success This is just beginning, Doomsday will start from finance
- @knowixbuilds (0): @ai_for_success this is a lot to be worried about, everyone got to be at alert at this point
- @vorpal_onchain (0): @ai_for_success It's very concerning!
作者用 AI 一次性生成了完整的课程录制平台，为每节课自动规划大纲、讲稿要点、示例内容和由 Nano Banana 制作的幻灯片，感叹传统软件形态正在被颠覆。
I one-shot my own course recording platform. For every lesson it shows me: > what comes next > notes on what to say > example posts to show > slides (made by Nano Banana) It’s like Google…
受众观点：① 作者补充说明这是为自己课程网站服务的内部工具，暂时不想在课程发布前泄露太多细节（@robj3d3, 6likes） ② 有同样在做课程的创作者追问具体使用了什么 prompt，希望学习这类一键生成课程内容的实操方法（@launch_llama, 3likes） ③ 有人从成本结构角度指出，Riverside 的高价主要在远程嘉宾本地录制，单人课程场景本身就更便宜，因此“software is dead”的结论可能被夸大了（@theslowtell, 1likes）
展开评论
- @robj3d3 (6): It's for https://t.co/blwM27oDNG I'll share more once the course comes out, I don't want to leak too much :D
- @launch_llama (3): @robj3d3 That’s insane ! I’m creating a course for https://t.co/7u4V1HIJP9 What’s was your prompt if you don’t mind me asking?
- @offpaths (1): @robj3d3 easy GGs
- @virgilerietsch (1): @robj3d3 Damn !!!
- @theslowtell (1): @robj3d3 Riverside mostly charges for the remote guest: recording each person locally and re-uploading when their wifi drops. a solo course never has a guest, so your one-shot skipped the expensive half. great for you, less evidence for "software is dead" than it looks.
推文介绍独立游戏 Fresco，让玩家在3D考古学家与古代埃及壁画化身的2D角色之间切换，通过双世界解谜推进关卡。
This indie dev is making a game where you can literally play as Ancient Egyptian wall art. - Switch between a 3D archaeologist and living 2D art - Survive puzzles that fight back - Progress by master…
受众观点：① 关注独立游戏开发和创意机制的开发者，希望学习如何把已有灵感做出个人化表达的同行。② 想通过 Twitter/X 运营为游戏积累愿望单或早期用户的 solo dev，关心如何写介绍文案、剪预告视频和引导关注。③ 对“灵感借鉴 vs 抄袭”边界敏感的创作者群体，想了解社区如何看待在前作基础上迭代的独立项目。
展开评论
- @IndieGameJoe (760): "In Fresco, ancient walls come alive. The carvings etched into the temple walls are not just decorations. They come to life, and the player can control them." Wishlist: https://t.co/AzD9hFUED7 And be sure to follow the talented dev here: @KeloniaGames
- @Aelphasy (712): @IndieGameJoe Nice. But let's not people believe its new/never seen before. Both Mario Odyssey and Zelda ALBTW did it years ago
- @IndieGameJoe (598): Seeing a lot of “this was done before.” So what? Games evolve through inspiration. Indie devs are often just trying to take something they love and turn it into something personal - and I think that's great. Let the dev cook. The game looks awesome, and they have my support!
- @horror4kids (579): @IndieGameJoe Reminds me of this scene from The Prince Of Egypt https://t.co/MCUpbZ7PU0
- @Itsdotdev (396): @IndieGameJoe Nice. Definitely inspired by this game. https://t.co/HSX7wnMZ4B
推文报道一款在玩具店里操控动作玩偶的独立游戏登上 Xbox，上线前四天就卖出超过四万份，实现开发者多年的独立游戏梦想。
The viral game where you play as action figures in a toy store is officially out on Xbox, selling over 40,000 copies in it's first 4 days, a dream accomplished for the lead of this indie dev project…
受众观点：① 正在做 Steam/Xbox/PC 小体量项目的独立开发者，希望了解销量数字与平台选择对收入的实际影响。② 做工具或小产品的 solo dev，想借鉴游戏圈“病毒传播 + 主机平台背书”的冷启动路径，思考自己产品的等价渠道。③ 对独立游戏商业化感兴趣的普通玩家或创作者，想知道一款看似小众的创意游戏如何在几天内卖出数万份、对个人开发者意味着什么。
展开评论
- @anubisrahh (1553): @JakeSucky Why would you not even say the name of the game you’re referencing 😂😂
- @JakeSucky (630): Been covering this dev and his game for nearly 2 years now, so for anyone interested: https://t.co/e9T0EpcFBY
- @LegendDarren (527): @JakeSucky Me a PC player watching PS & Xbox players get W after W lately https://t.co/k5KlOrPaoq
- @TheSlayterr (379): @JakeSucky Yeah @PlayStation get on it
- @VeranoDeLos90 (257): @JakeSucky Yo ya jugué a este juego en el ciber de mi pueblo en 2004 https://t.co/4ABxrGHf9p
Claude 宣布推出主动型智能体应用 Claude Duet 研究预览版，可持续在后台替你处理任务并在代你行动前征求确认。
We’re opening a research preview of Claude Duet, a new app where Claude works as a proactive agent. It comes to you with what needs your attention, completes tasks you ask of it, keeps working when y…
受众观点：① 很多人对 Claude Duet 和 Dot 等不同智能体形态打趣联想，关注多代理生态的发展（@thsottiaux, 6794likes） ② 开发者关心 Claude Duet 背后的模型和能力细节，注意到其基于 Claude Opus 5.5 并继承账号记忆与技能（@claudeai, 4592likes） ③ 部分用户开始追问数据和所有权问题，担心长期让主动 agent 代为处理任务的隐私与控制权（@NousResearch, 1066likes）
展开评论
- @thsottiaux (6794): @claudeai Dot, meet Duet. Duet, meet Dot. Be nice to each other.
- @claudeai (4592): We designed Claude Duet around Claude Opus 5.5, which gives it the judgment to decide what needs you, what can wait, and when to check with you first. It carries over the memory, skills, and connected apps from your Claude account, so there’s little to set up.
- @NousResearch (1066): @claudeai Who owns it
- @alexmichaelio (794): @claudeai https://t.co/ahEUvXvZ4t
- @openclaw (774): @claudeai Congratulations on the launch!
推文介绍一款名为 MECCHA CHAMELEON 的多人捉迷藏独立游戏，玩家需给自己角色上色伪装在场景中求生。
This indie dev is making a hide-and-seek game where you literally paint your own body to blend into the environment - Your artistic skills are key to survival - Pose to blend in - Up to 10 players in…
受众观点：① 很多玩家觉得给自己上色伪装的点子非常有创意，愿意支持并关注开发者后续进展（@DontFretGame, 701likes） ② 也有人质疑实际对局中伪装效果有限，担心最后还是变成找人形轮廓的常规捉迷藏玩法（@turbo0794818110, 320likes） ③ 一些评论从玩家视角自嘲美术太差，认为在这种以绘画为核心的生存机制下会很快出局（@MarieleRedclaw, 170likes）
展开评论
- @DontFretGame (701): @IndieGameJoe This is super creative! Love this!
- @IndieGameJoe (494): "Paint yourself to blend in! "Meccha Chameleon" is a new-sensation hide-and-seek game where you paint your white body to mimic the stage." this looks incredible wow! wishlist here and follow the talented dev @lemorion1224 https://t.co/fKBGglvS5d
- @turbo0794818110 (320): @IndieGameJoe fun concept but wouldn't it just devolve into "look for the humanoid figure"? unless it actually blends you in really well in gameplay, but the footage here doesn't seem to show that
- @MarieleRedclaw (170): @IndieGameJoe "Your artistic skills are key to survival" yeah I'll be dead in 15 seconds
- @100yenloli (143): @IndieGameJoe feels like the player model would need to be flattened a lot more for this to be a meaningful test of skill instead of the usual "find an obscure corner to hide in" kind of game
DeepSeek 宣布将自家高性能推理框架 DeepInfer 完全开源，用于支撑 DeepSeek-V4.1-Flash 等模型在大规模场景下实现高吞吐低延迟。
🚀 Introducing DeepInfer, our in-house inference framework, now fully open source! Powering DeepSeek-V4.1-Flash at scale with high throughput and low latency. We’re sharing our production stack to hel…
受众观点：① 许多用户借机对比 DeepSeek 的开源姿态与 OpenAI 的封闭策略，认为前者更符合最初的开放理想（@realzecod, 3824likes） ② 大量转发和二创内容围绕 DeepSeek 团队"打包其他实验室"的梗，体现出社区对其技术攻势的关注和调侃（@import_alis, 3018likes） ③ 官方补充说明 DeepInfer 内部包含高性能 kernel、分布式推理、SWA Bounded Replay 和结构化输出等特性，强调未来模型推理代码也会持续汇聚到该仓库（@deepseek_ai, 2499likes）
展开评论
- @realzecod (3824): @deepseek_ai Meanwhile, a company called OpenAI, which was supposed to be open for the benefit of humanity, ended up staying closed. Fucking capitalism.
- @import_alis (3018): @deepseek_ai Liang Wenfeng after packing up other labs https://t.co/Z9KBfOBa0o
- @Fricoben (2866): @deepseek_ai https://t.co/yky8FRvBMo
- @deepseek_ai (2499): ⚡ Inside DeepInfer 🔹 High-performance kernels & optimized inference engine 🔹 Distributed inference & speculative decoding 🔹 SWA Bounded Replay & structured outputs Inference code for future DeepSeek models and ongoing optimizations will land here too. 2/4
- @riprayer (2062): @deepseek_ai https://t.co/913VvbYvaJ
ClaudeDevs 介绍 Claude Code 桌面应用更新，重点优化同时运行多会话的体验并提升启动速度和任务可视化。
We've been working hard on making the Claude Code desktop app great for running lots of sessions side by side. It's now much quicker to start sessions, easier to split work across a few, and you can…
受众观点：① 官方强调新版本更易快速启动多个会话，并通过环境预设和最近文件夹让开发者无缝续上之前的工作（@ClaudeDevs, 1223likes） ② 一些用户提出希望移动端能直接访问电脑上的全部工作内容，而不是每个会话都要单独 remote-control 的需求（@diari_cc, 301likes） ③ 也有老用户怀念被移除的 effort slider，认为这是重要的控制选项并要求恢复（@LexnLin, 287likes）
展开评论
- @ClaudeDevs (1223): It's now much easier to pick up where you left off. The new session screen keeps your recent folders one click away. You can also save a setup as an environment, like a few folders, an SSH host or the cloud, and start sessions there, with the option of a worktree per folder. htt…
- @diari_cc (301): @ClaudeDevs Feature request: instead of having to use /remote-control for each session can we not just have access to all work in the laptop from the mobile please.
- @LexnLin (287): @ClaudeDevs sorry but WE WANT THE EFFORT SLIDER BACK
- @alexmichaelio (209): @ClaudeDevs https://t.co/6f4SIYfEgo
- @BenjiRichter (59): @ClaudeDevs Can we now start Claude Code sessions from our phones like we can in Codex? I don't get how this feature is still not available. Step it up.
MatthewBerman 分享自己用 25.4 亿 tokens 打磨 OpenClaw 的过程，并通过视频列出 21 个日常高频使用的具体用例。
I've spent 2.54 BILLION tokens perfecting OpenClaw. The use cases I discovered have changed the way I live and work. ...and now I'm sharing them with the world. Here are 21 use cases I use daily: 0:0…
受众观点：① 作者在评论中提供了免费的 use cases 电子书和可直接复用的 prompts 链接，吸引不少人想照搬其工作流（@MatthewBerman, 361likes） ② 进一步分享了 SOUL、IDENTITY、PRD 等核心文件示例，让大家能具体看到他如何结构化个人与产品信息（@MatthewBerman, 279likes） ③ 有开发者认为"agents are the product now"，鼓励大家尽快构建和品牌化自己的 agent，同时提醒注意数据和 API key 安全（@LightDriver21, 159likes）
展开评论
- @MatthewBerman (361): Free use cases eBook: https://t.co/ZrGKJE125w Use my prompts: https://t.co/QttIDiQcD2
- @MatthewBerman (279): Here are my files: SOUL: https://t.co/SyQfkeCAiR IDENTITY: https://t.co/M36MFOhNHp PRD: https://t.co/9amPNKrMy3
- @LightDriver21 (159): @MatthewBerman Agents are the Product now, start building and selling your harnesses now. Be careful with data and API keys. Market and Brand your agents and how they're better. It's a new arms race and if you're reading this you're winning.
- @LinusEkenstam (26): @MatthewBerman Matthew are you joining OpenAI next?
- @ForwardEditor (22): @MatthewBerman Bro give me time to catch up
推文调侃 OpenClaw 用户为此专门买 Mac mini，当成给 AI agent 找一台专属“肉身”主机来长期运行。
OpenClaw users who bought a Mac Mini right now: https://t.co/CYTSVPOfY3
受众观点：① 正在给 OpenClaw 或各类 AI agent 选运行环境的独立开发者和黑客 ② 想用二手 Mac mini、树莓派等低成本硬件搭建常驻 AI 服务的技术用户。
展开评论
- @JC_Midwest (44): @DataChaz Ironically the douchebag pushing Mac mini’s for open claw is now all in on hermes. Never trust the snake oil sales people of the software world. @AlexFinn
- @passluo (43): @DataChaz my claw is living in my nintendo switch i don't know why people went to buy macs 🤣🤣🤣 https://t.co/q7KR8X2ZhD
- @__jaypio__ (28): @DataChaz Openclaw has been living in my raspberry pi since Jan. No need to get mac mini just for openclaw 😆
- @RealDavidIsrael (24): @DataChaz Why? I love having a Mac mini for my Hermes agent to live in.
- @DataChaz (9): Great post, as always, from my friend @akshay_pachaar! Easily one of the best among us.
作者用 Opus 5.5 搭了一个“AI 首席幕僚长”，只给一条规则“每月帮我找到 5 万美元收入”，一夜之间就产出方案，并引用 SpaceXAI 工程师关于 Chief of Staff agent 的爆款话术。
f*cking insane. I hired an AI chief of staff for $0, gave it one rule: "find me $50,000 a month or you're fired", went to sleep, and Opus 5.5 had it on my desk by morning a SpaceXAI engineer said one…
受众观点：① 想用 Claude/Opus 5.5 等模型搭建营收导向 agent 的独立开发者和小团队 ② 正在探索用 AI 做销售拓展、线索挖掘或运营自动化的 SaaS 创业者。
展开评论
- @dklymentiev (8): The constraint unlocks the behavior. Giving an agent a goal with clear stakes forces it to operate more intelligently than if you just asked it to "try hard". Opus 5.5 handled the reasoning across multiple domains (finding, validating, presenting) without hand-holding. This is w…
- @ElangovanKamesh (7): @Argona0x The best part is not the automation. It is knowing when to stop and ask for approval.
- @365livetrading (6): @Argona0x instead of $50,000 a month you should have ask 50 million🤣
- @DennisKoshta (6): @Argona0x Okay now report back in a month with how many clinics actually respond or buy your service lol
- @ziwenxu_ (4): @Argona0x dude this graphics is crazy..
推文称 SpaceXAI 免费放出 146 个 Grok 机器人模板，按每个 50–200 美元估算总值 2.92 万美元，并提到 GitHub 上还有 700 多个机器人和整套团队模板。
THIS IS F*CKING INSANE SpaceXAI just dropped 146 Grok Bot templates worth $29,200 for FREE bots like these basically cost $50–$200 each. and that’s just the official collection. GitHub already has 70…
受众观点：① 想快速上手 Grok/SpaceXAI 生态、又担心安全和成本的开发者 ② 被各种收费 bot 模板收割过、现在想用开源模板自己搭 agent 的独立开发者和创业者。
展开评论
- @brooklyns_us (22): @Greshamtrade I love how you guys don’t tell people the usage on this at the typical degenerate hours on social media, will have them out of tokens etc overnight. 😂 Run these bots, and you’ll be waiting 5 days a week bc you can’t afford the usage. If you can’t code w/o AI, just…
- @ProbPolemicist (12): @Greshamtrade Wait people have been monetizing bot templates?
- @leingoedbloed (9): @Greshamtrade How did you calculate the value of $29,200?
- @MICAHGAUDIO (6): Quick correction: SpaceXAI didn't drop these 20. Every repo here is from an individual's personal GitHub account, most created in the last two months. Some are useful, but a few want you to run unvetted install scripts, open SSH on your bot's machine, or hand over a crypto walle…
- @ClotFreeFrog (3): @Greshamtrade People buy bot templates for $200? 🫤
西语博主安利一个号称“全球最大、完全免费的 prompts 库”网站，GitHub 星标超 17.3 万，被哈佛和哥大引用，可搭配 ChatGPT、Claude、Gemini 等几乎所有模型使用。
🚨 ACABO DE ENCONTRAR LA MAYOR BIBLIOTECA DE PROMPTS DEL MUNDO Y ES 100% GRATIS Se llama https://t.co/lfveNWAM5Y, ya pasa de las 173K estrellas en GitHub y la han citado hasta Harvard y Columbia. Func…
受众观点：① 依赖 ChatGPT、Claude、Gemini 等做日常工作、但还在用很原始 prompt 的开发者和知识工作者 ② 想系统化整理团队内部 prompt 资产、又不想从零开始写的创业团队和独立开发者。
展开评论
- @silvanrec (64): https://t.co/vFDsRREv3n
- @dravenip (13): @silvanrec free, public domain and works with every model, there is no reason not to bookmark this
- @ismanewells (4): @silvanrec dominio público y sin pedir permiso, así debería ser todo lo que se publica
- @yuliaisc (3): @silvanrec El que sigue pagando por packs de prompts acaba de perder su negocio
- @Jiler830219 (3): Ojo con elegir prompts por estrellas: uno que le sirve a un investigador de Harvard puede ser malo para tu cotización o tu cliente. Antes de adoptar uno, toma 5 casos reales tuyos, córrelo junto a tu versión actual y compara las salidas sin saber cuál es cuál. Y súmale esta líne…
博主转述一个号称15岁少年用7个AI代理一天做10个项目日入900美元的故事，强调用Claude Code写代码自己只需发指令。
15岁。7个AI代理。一天10个项目。日入900美元。 不是一个人干10个人的活。是让10个人同时帮他干。Claude Code负责写代码，他负责说一句话。 https://t.co/Y3CjAD2jc3
受众观点：① 很多人质疑视频和故事真实性，认为是营销号编造AI小作文割韭菜（@echengezong, 49likes） ② 有人提醒大部分所谓赚钱案例都是故事包装，真正赚钱的人不会公开细节（@EthanGu45647514, 26likes） ③ 也有少量围观者把这当成猎奇段子看热闹，没有认真讨论可行性（@MikeDomainer, 2likes）
展开评论
- @echengezong (49): @0xPINK3 你们这些 b 是真恶心，原视频一毛钱都没挣过，每天在这里妖言惑众发 ai 文案
- @EthanGu45647514 (26): @0xPINK3 不要太当真十个AI九个骗，赚钱的事情都不会说。都是些故事
- @Inskpire_colrev (4): @0xPINK3 Meanwhile the professor proudly ensuring that his prodigy is explaining exactly as he has thaught him... https://t.co/rPTKPJARnJ
- @Carrie_CengWong (3): @0xPINK3 你們的慣用套路就是用這種胡說八道的AI小作文制造嚴重焦慮，然後把那些盲目輕信的網友當傻子騙唄
- @MikeDomainer (2): @0xPINK3 Real happening possibilities 0%
博主分享自己在 Codex 里安装的一个不到一千星的小项目，用AI帮独立开发者做idea验证，试图打破“找点子开干却没人用”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 原作者补充了找idea的入口和skill地址，说明很多人关心如何系统化寻找和验证点子（@yanhua1010, 58likes） ② 有人已经把这个skill改造成支持Claude Code，说明开发者在意如何接入自己常用的AI开发环境（@tujiao, 17likes） ③ 也有评论质疑AI压测仍然是“我觉得有用”的高级版，强调直接给潜在客户发冷邮件才是真验证（@kleon_ai, 8likes）
展开评论
- @yanhua1010 (58): 找Idea👇 https://t.co/z5efihZHbE skills地址👇 https://t.co/f67d2xEcYd
- @tujiao (17): @yanhua1010 我已经把它改成也可以支持 Claude Code 了。 https://t.co/ztuEtUZpnN
- @kleon_ai (8): @yanhua1010 skill思路没问题，但AI压测idea还是"我觉得有用"的高级版——它的竞品分析、市场规模全是从训练数据里编的。我自己验证idea的方式粗暴得多：直接给5个潜在客户发cold email看谁回，真有人回的才值得写第一行代码。
- @LocationCk (2): @yanhua1010 gstack：哦哦哦….
- @QT9277 (2): @yanhua1010 小工具帮你跳过“我觉得有用”，直击独立开发的死亡循环。
推文介绍一位独立开发者用3D向量空间在网页端复刻刘慈欣《诗云》概念，把三万多位诗人近百万首诗可视化成可漫游的三维星系宇宙。
卧槽，刘慈欣在《诗云》里写的那个用穷举写尽所有诗的超级文明，今天被一个独立开发者用 3D 向量空间在网页端给彻底复刻了。 项目就叫「诗云」，开发者把中国历史上 32,657 位诗人、933,857 首诗歌全部扔进了一片可以实时缩放、漫游的三维星系宇宙。 这波 Vibe Coding https://t.co/FIIF5AgoRY
受众观点：① 原项目作者在评论里贴出网站链接，很多人希望直接体验这个三维诗歌宇宙（@Jeremy_Ruiz_27, 204likes） ② 有人被这种把文学传统映射成银河系的方式启发，联想到三国演义等作品也可以做类似可视化（@yuntianming10, 4likes） ③ 也有评论从组合数量级角度感叹七言绝句的可能空间之大，对比全宇宙原子数量强调项目只是冰山一角（@enders_uu, 3likes）
展开评论
- @Jeremy_Ruiz_27 (204): @oragnes 你们聊这么开心，倒是把我网站贴出来啊https://t.co/I6J6GD0iti
- @fxmqs (5): @oragnes 智子都拦不住人类把诗云搬进浏览器 这算人类的算力爆炸还是闲的爆炸😀😀
- @yuntianming10 (4): @oragnes 太受启发了，这个「诗云」把中国文学的「小传统」和大传统同时可视化了。主流诗人是亮星，边缘诗人是暗星，但整体构成完整的银河系。那么任何一部作品都可以这么做啊，比如三国演义中的时间轴，名将战绩和关系，战场对应，想想都觉得太有画面感了
- @alexandre_lee00 (3): @oragnes 牛逼👍
- @enders_uu (3): @oragnes 七言绝句28个字，汉字大概8000个。那会有8000^28的组合，大约是10^109数量级。而全宇宙原子大约在10^80数量级。这才是惊人的地方，933857相比之下也太小了
推文推荐谷歌新发布的一小时agentic engineering课程，涵盖从零构建AI代理、三层记忆、长循环agent以及MCP与传统API的对比和实作。
Google just dropped a 1-hour course on agentic engineering from scratch: 00:00 – How to build your first AI agent 08:24 – Build agent memory (short, persistent, long) 28:34 – Agentic loops, long-runn…
受众观点：① 课程作者在评论里贴出完整版视频链接，说明不少人有兴趣系统学习agent工程（@SmithaKolan, 28likes） ② 有人认为一小时就能入门agentic engineering，对开发者来说是降低门槛的好事（@MuscleB1ueprint, 2likes） ③ 也有用户准备周末再系统看，说明这类长视频更像是需要安排时间的系统课程而非碎片内容（@Milli0nairePath, 2likes）
展开评论
- @SmithaKolan (28): @DAIEvolutionHub Thanks for watching! Full video here: https://t.co/3CBjzMiwri
- @baboonAI4S (2): 这门课的顺序挺实在，尤其把「agent memory 分三层」单拿出来讲。我踩过的坑正好在第 2 层：给 agent 留了记忆目录，结果每次把上万 token 的日志整段灌回上下文，一周额度掉得飞快。后来只回 diff --stat 加最多三条「需你确认」，同样的活耗掉不到三分之一。你这边长任务里，memory 是靠文件还是靠向量库？
- @serjinvisage (2): @DAIEvolutionHub @TranslateMom Portuguese
- @MuscleB1ueprint (2): @DAIEvolutionHub Google making agentic engineering accessible in just one hour is a huge win for developers.
- @Milli0nairePath (2): @DAIEvolutionHub Saving this one for the weekend.
推文感叹几乎没人用graphify这种能把任意文件夹转成可供AI代理查询的知识图谱工具，认为给AI配备桌子和记忆比单次问答更重要。
I truly don't understand why nobody is using this setup graphify, a tool that turns any folder into a knowledge graph your agent can query, just passed 126k stars on github and got into Y Combinator.…
受众观点：① 有人认同给AI结构化知识库和持久上下文能显著提升复杂任务表现（@MarcelVelica, 6likes） ② 有评论建议在Obsidian里做类似集成，说明用户在意和现有笔记系统的结合（@vdchdry, 3likes） ③ 也有人提醒没有本体论的知识图谱意义有限，担心大家搭出“纸牌屋”式脆弱系统（@jasonphysio, 2likes）
展开评论
- @MarcelVelica (6): @thegreatest_sv Giving AI a structured knowledge base instead of relying on isolated prompts can make a huge difference. Persistent context is what makes agents genuinely useful for complex work. https://t.co/463D6bx4Uu
- @vdchdry (3): @thegreatest_sv Do it in obsidian, insanely powerful
- @HarryTandy (2): @thegreatest_sv giving agents memory and guardrails changes everything
- @jasonphysio (2): @thegreatest_sv Knowledge graphs without ontology carry little meaning. This oversimplifies things and will likely lead people to build a house of cards.
- @_kvnloo (2): @thegreatest_sv has anyone in the comments actually tried this???
帖子讨论 Anthropic 似乎对 Claude 增加了与影视内容相关的安全限制，有用户发现某些请求被拦截，而像“逆向”电子游戏之类的提问却没触发，社区围绕封锁策略、公平性和转向开源模型的趋势展开激烈争论。
On the other hand, it did not trigger when asked about "reversing" a videogame. Read more On the other hand, it did not trigger when asked about "reversing" a videogame. Read more
受众观点：① 高赞评论认为如果 Anthropic 继续加严限制，用户会转向中国或开源模型来完成同样的事情，并猜测厂商在观望是否会有法律压力才真正收紧（@sign_of_two, 1365分） ② 有人从更宏观的角度担忧，大模型建立在对人类知识的集中收集之上，却可能在真正开始大幅赋能普通劳动者时被关上闸门，因此期待未来完全依赖本地开源模型（@ign1tio, 271分） ③ 其他用户表示喜欢 Claude 但对这波趋势感到不安，猜测可能是受到电视公司等版权方施压，同时吐槽具体安全规则前后矛盾、Claude 自己说合法但外层策略仍然拦截（@ThePsyPaul_, 254分；@targaryenNotJon, 134分）
展开评论
- @sign_of_two (1365): If Anthropic starts introducing more safeguards, users will just use Chinese/open models to do these stuff. I think they are just waiting to see if there is any legal pressure to restrict this
- @ign1tio (271): You all see where this shit is going right? All collective human knowledge is harvested. All users are currently working towards improving their product. Promises of enablement and all kind of ‘promised land’. But reality: every time there is some significant improvement for the…
- @ThePsyPaul_ (254): I use Claude but if they continue this trend it won't sit right with me. I guess they were pressured by the tv companies?
- @DescriptionFar342 (173): Whoever is spesifically making these safeguards fuck them I hope they get fired
- @targaryenNotJon (134): Also there is a irony that Claude itself answered "it is completely legal", but there is safeguards on top of it.
一位经营软件外包业务的作者感慨 Claude Code 已能在几小时内产出可用应用，询问在 CRUD 和基础 SaaS 构建变得廉价后，传统开发公司和个人开发者未来应转向哪些方向。
I've been using Claude since 2024. From manually copying code out of chat to now building entire projects with Claude Code. I can give it a prompt in the morning, go to the gym, and come back to a wo…
受众观点：① 很多人认为大多数人缺乏想法或执行力，即便工具再强也会继续付费买软件，关注点在“人性和惰性”让开发服务仍有市场（@GoldenPeanut90, 273likes） ② 有人用“我会做饭但仍去餐馆”类比，强调专业服务和体验依然有价值（@ExcitingLandscape, 105likes） ③ 也有评论提醒行业岗位会减少，只是变化在被裁员时才切身感受到，大家对职业安全感和转型时机很焦虑（@false79, 88likes）
展开评论
- @GoldenPeanut90 (273): I don't think much of anything will happen to be honest. 50% of people are too stupid to even know what they would build, and the other 50% are too lazy to do it right or do it at all. People will still pay for software, just like they still pay for coffee.
- @ExcitingLandscape (105): I can cook at home, why do restaurants even exist?
- @false79 (88): Nobody has nothing to worry about until they get laid off. Then it becomes more apparent
- @Antique_Ricefields (63): Also, people are too busy doing chores. Not everyone has the luxury of time to build app.
- @loulan (46): Well there definitely are way fewer lumberjacks than there used to.
帖子讨论独立开发者自己搭建 SaaS 工具时，往往低估了长期维护、技术支持和安全合规等隐性工作量，提醒大家别只看到“自己写工具省钱”。
r/SaaS What are your views Redditers
受众观点：① 很多评论者强调单人开发会被维护和技术支持压垮，远比预期工作量大（@Rogue7559, 196分） ② 有人指出再多 AI agent 也替代不了完整团队，组织规模带来的流程和分工仍然重要（@projak, 95分） ③ 也有人从经济性角度提醒，给一千客户用的 SaaS 每次改进都能摊薄成本，而只给自己用的自研工具要算清投入产出（@CrowdGoesWildWoooo, 18分）
展开评论
- @Rogue7559 (196): This is absolutely correct. Coding your own tools is a great idea. So long as you're happy becoming your own tech support, maintaince and security consultant. I started my own SaaS. Almost at Version 1. And I completely misunderstood how much work goes on in the backend
- @projak (95): A single developer even with unlimited agents will never be as good as an entire organisation of humans
- @Civil_Response3127 (41): I am a senior full stack dev at a large telecom company, recently went contractor. I was shocked at how much Dev and tech support I ended up having to put into a simple job posting site for a single job agency. Taking on the whole thing yourself suddenly adds so many more concer…
- @Seusoa (32): while im not protecting any side this post smells like adv of that product like "dont even try to clone our product - you will have problems!1111"
- @CrowdGoesWildWoooo (18): It is the software equivalent of economy of scale. You make a software 1000 clients (or more) use it, every improvement you make affect 1000 clients or more with the same amount of dev time. You make a software for yourself, you are the only consumer, you need to ensure that eco…
发帖者分享自己两年自托管经历并安利 Dozzle 这类日志聚合工具，向社区征集大家心目中最被低估的自托管「宝藏应用」。
I've been now two years into selfhosting and got the most typical applications up to running like immich, paperless, npm with dns challenging and wireguard, etc. I would like to explore new interesti…
受众观点：① 很多人在推荐自己心目中的冷门好物，比如 24/7 自建电台 getsubwave，用来做带主播的家庭或社区广播站（@Pissed_Hawt, 53） ② 有用户强调 Isponsorblock 是最有价值却被低估的自托管服务，用来在全网屏蔽视频广告和赞助片段（@rubio86, 45） ③ 也有人分享更偏极客的基础设施工具，如 step-ca 自建 CA + ACME 服务器，统一管理内网所有服务的 TLS 证书（@Maria_Thesus_40, 22），以及围绕 Romm/Argozy 打造的游戏 ROM 分发与前端集成方案（@Psychostickusername, 31）
展开评论
- @Pissed_Hawt (53): https://www.getsubwave.com/ 24/7 radio station with radio host and stuff. Really well made. been using it for a while now.
- @rubio86 (45): Isponsorblock The most useful and underrated app in my server
- @Psychostickusername (31): Romm on server an Argozy on android. Allows me to download roms from arcade to modern console iso from the server and I have the downloads land right in my ESDE front end folders so the games are playable in their appropriate emulators. It's pretty sweet for the Pocket Nova
- @Maria_Thesus_40 (22): step-ca is my go-to Docker container that I use to have my own Certificate Authority and generate all the SSL/TLS certificates that I need for all my self hosted needs. https://qbittorrent.foobar.lan https://uptime-kuma.foobar.lan https://whatever.foobar.lan Simple and super awe…
- @andrejsshell (20): Thanks for sharing Kaneo 🫶 I’m Andrej, the developer behind it and I’m so glad you found my little tool useful
一档面向资深工程师的播客采访 HTMX 作者 Carson Gross，深入聊 REST 最初定义、为何业界把 JSON over HTTP 叫 REST，以及他主张从服务器直接返回 HTML 并讨论 HTMX 4、SPA 适用场景和 AI 对简单代码与巧妙代码取舍的影响。
I host a podcast for senior engineers and recently had Carson Gross, creator of HTMX, on as a guest. We covered how REST was originally defined, how the industry ended up calling JSON over HTTP "REST…
受众观点：① 有人质疑“回到最初 REST 想法”是否有现实意义，更关心当下哪种技术更好用（@chucker23n, 100分） ② 一些开发者认为如果 JSON 更好用就不该执着原教旨 REST（@Blecki, 61分） ③ 也有人从协议语义出发解释 REST 核心是充分利用 HTTP 动词和现有范式，而不是随便在 HTTP 上传 JSON（@BobSacamano47, 47分） ④ 还有评论指出 HTTP 为简单页面设计，强行把复杂应用 API 塞进 REST 语义会变成怪物，质疑 REST/超媒体对典型应用开发的实际价值（@arbitrarycivilian, 36分; @editor_of_the_beast, 27分）
展开评论
- @chucker23n (100): why he thinks returning HTML from the server is closer to the original idea. Why is "the original idea" relevant?
- @Blecki (61): If JSON is better, then sticking to the original idea is dumb.
- @BobSacamano47 (47): REST is all about using the existing HTTP paradigms and verbs rather than building a custom API that happens to use HTTP as a data transfer protocol.
- @arbitrarycivilian (36): Ok, but why should we do that? HTTP wasn’t built to support the thousands of varied web applications people actually use and need today - it was cult for serving simple static assets and pages. It’s semantics isn’t cleanly transferable, and attempting to contort your application…
- @editor_of_the_beast (27): Here’s why no one has ever been able to communicate: Why is REST desirable? Why is hypermedia desirable? Again, like every other convo about it, HTMX guy is assuming that both of these are desirable and all of the other convo / arguments fall from there. But, why are these thing…
用户用 Claude 帮忙逆向老款三星洗衣机的 Smart Control 协议，把被官方砍掉联网功能的十年老机重新接入 SmartThings，并开源了适配 2014–2018 年机型的 GitHub 项目，引发大家对用 AI 对抗计划报废和设备安全性的讨论。
Sorry if that’s another post on how powerful having a Claude licence can be but I wanted to share it with you. I bought a Samsung Washing machine (crystal blue) more than 10 years ago. I paid a fortu…
受众观点：① 顶赞评论认为用 AI 逆向厂商的计划性报废是目前 LLM 最酷的用法之一，并鼓励作者开源仓库（@Important-Neat-6595, 579分） ② 有人联想到打印机厂商，期待类似方法能用在被芯片和订阅锁死的打印机固件上，认为这类逆向能帮用户摆脱不合理的耗材商业模式（@aesche, 111分） ③ 其他评论分享自己给吉他效果器刷第三方固件、解锁 USB 音频和更强 DSP 的经历，同时也提出安全和可靠性隐患：AI 生成的新功能可能带来设备损坏或家用场景风险（@GardenLoud1290, 66分；@OldLead4716, 54分）
展开评论
- @Important-Neat-6595 (579): using AI to reverse-engineer planned obsolescence is literally the best use case for LLMs right now. drop the repo!
- @aesche (111): Makes me wonder if people can't punch back against the stupid ass printer companies
- @GardenLoud1290 (66): i've been waiting for someone to take a swing at printer firmware. those things are held together with spite and proprietary chips. the washing machine story gives me hope though, two hours and a bit of stubbornness is a bargain for another five years out of a machine that cost…
- @OldLead4716 (54): Not even planned obsolescence , older devices that have the capability but wasn't shipped with . I currently have firmware for a zoom gx1four guitar multieffects processor that now has USB audio out for the stero effects ,di,the drum machine, the looper . I have higher end dsp r…
- @AAlpha_Picsette (36): The next step is to share it on GitHub :) The goal of brands like Samsung is to sell, so I don't think they want to support old devices, even with AI.
TREK 5.0 发布，这是一款开源自托管行程规划应用，新版加入户外路线规划、TREK Studio 相册写真书、内置可接入 Anthropic/OpenAI/Gemini 等模型的旅行 AI 助手，以及大量协作与安全相关改进。
TREK 5.0 is out, and it is the biggest release so far. What TREK is: a self-hosted trip planner. You plan a trip day by day together with the people you travel with, live, on your own server, and non…
受众观点：① 很多评论在夸 TREK 是近几年最喜欢的自托管项目，长期用来替代 Tripit 等云服务（@Glittering-Ad8503, 10） ② 有老用户分享自己一年内用 TREK 规划十多次商务和度假行程的体验，认为功能迭代极快、价值远超原有订阅服务（@FantasticInterest373, 9） ③ 部分用户在反馈移动端性能和原生 App 需求，作者在评论里逐条回应并引导到 GitHub issue/discussions 收集更多建议（@Maximum_Ad4339, 14/11） ④ 也有人调侃需要「假期生成器」，说明大家对内置 vacation day planner 等生活化功能印象深刻（@Next-Reference-29, 13）
展开评论
- @Maximum_Ad4339 (14): haha working on it, but HR keeps rejecting the PR
- @Next-Reference-29 (13): It already has a vacation day planner. Now I just need a vacation day generator
- @Maximum_Ad4339 (11): fair point, thanks! trips are actually cached on the device already (that's how offline works), so the jank is more likely rendering than waiting on the server. which screen is it and what phone? if you can drop it in a github issue that'd help a lot: https://github.com/liketrek…
- @Glittering-Ad8503 (10): Huge! One of my favourite projects in recent years
- @FantasticInterest373 (9): I've been using Trek for every single business and vacation trip since early this year, about 10 in total, varying in length and focus. It's been incredible all the time, though the speed of feature implementation made no 2 trips the same. 😉 I've certainly never looked back havi…
一位开发者分享自己用原生 Gutenberg 和手写 HTML 优化 WordPress 站点，终于在移动端和桌面端都拿到 PageSpeed 直冲 100 分的性能成绩。
I just had to share my joy of finally managing to get straight 100s on both mobile and desktop (Saturday bragging is allowed!) for the WP website I've been working on for weeks. This is not self prom…
受众观点：① 很多人关注这个超长域名在真实使用场景下的可读性和客服报读成本，觉得以后电话里拼写会很崩溃（@gizamo, 92likes） ② 有人夸网站在视觉上干净但不无聊，说明高性能不一定等于极简丑界面（@silverace00, 38likes） ③ 多条评论提到移动端体验很好，说明大家对移动端性能和交互细节格外敏感（@Is_Kub, 14likes）
展开评论
- @gizamo (92): That's the longest URL I've seen in quite some time. Some poor support person is going to have to spell that out over the phone someday, and it will be hilarious.
- @silverace00 (38): Congrats! Site is clean and not boring. Impressive.
- @sierrakiloPH (22): You could not be more right! How many l's and p's go in Philippines is quite a challenge to many. We use QR codes a lot...
- @KaiAusBerlin (19): I hope you don't have a coworker called Phillip Phaloppolos. Just email him at phillip.phaloppolos@marineconservationphilippines.org
- @Is_Kub (14): That site has great mobile experience!
一位用户讲述自己深夜突发尿血和意识模糊等症状时向 Claude 求助，被强烈建议立刻去急诊，最终被诊断为接近败血症的严重尿路感染，医生称再拖就会休克，帖子由此强调大模型在健康决策提醒上的实际救命作用。
This is fully a glaze post because its thanks to Claude that I'm not currently battling septic shock. Back on the 20th, at like 10pm I noticed I was unable to go to the bathroom. I felt like I had to…
受众观点：① 很多评论为楼主康复送上祝福，认为 Claude 的表现非常棒，确实在关键时刻起到了救命作用（@East-Ad-6251, 119分） ② 有人指出在当事人已经意识模糊、无法清晰判断时，AI 能够根据描述给出「立刻去急诊」的明确建议，这种外部理性提醒在现实中非常重要（@Spire_Citron, 61分） ③ 也有用户分享类似经历：Claude 比线下医生更早识别出可能是进展中的 UTI 并建议就医，反衬出部分医生对症状不重视，引发对未来医生与 AI 分工的讨论（@Adept_Minimum4257, 35分；@Original-Apricot-107, 27分）
展开评论
- @East-Ad-6251 (119): Claude is awesome. Get well. ✨️
- @Spire_Citron (61): It's easy to say that it's common sense to get emergency care with those symptoms, but it sounds like you weren't in any state to actually think clearly. Good thing Claude was there to nudge you in the right direction.
- @Adept_Minimum4257 (35): Experienced a similar thing with my mother last year. She said she had stomach pain for a few days and then she got a fever and pain spreading to her sides. Claude said it probably was an advancing UTI and it was right despite the unspecific symptoms. She had to stay in the hosp…
- @SonStatoAzzurroDiSci (31): Do people really need an AI to tell them to go to the hospital when they piss blood and don’t remember their names?
- @Original-Apricot-107 (27): I can't wait until we finish the period of history where doctors just think we're all idiots for using AI and doctors end up having to actually do their fucking job because AI can do it better
作者用 Claude Code 在两周内做出 ScreenPlink 激光射击练习游戏，并分享用 MCP 让 AI 调试物理世界测量程序的完整经验教训。
I built ScreenPlink with Claude Code over about two weeks. It is a laser dry-fire shooting game where your monitor is the target. You shoot the screen with a laser trainer pistol, or with a laser car…
受众观点：① 玩家觉得能按自己想法做出小众射击训练游戏很酷，兴趣点在于个人爱好被 AI 放大成完整产品（@peensmith_, 66likes） ② 评论在讨论以往类似产品是封闭商业软件，而这次是开源实现，大家关心开放性和成本差异（@vkorost, 36likes） ③ 有人把话题引到“怎么把这种爱好项目变现”，对商业化路径和定价模式很好奇（@thongjesus, 32likes）
展开评论
- @peensmith_ (66): It’s cool that people are able to build the games they want to play as a hobby
- @vkorost (36): Probably. But I don't think it was open source. So you had to buy their software and hardware.
- @thongjesus (32): "how can I turn my hobby into money"
- @vkorost (16): 100%
- @vkorost (15): I wish I knew...
一位学生团队做毕业项目，被禁止使用 Supabase、Firebase、Auth0 等 BaaS，只能用 Node.js、React 和 PostgreSQL 自己实现多角色用户认证，向社区求完整思路和资源。
hi everyone! so i only have a semester left in college and we are now currently working on our capstone project. it’s a 2 part class so this semester focuses only on the “planning” phase while next s…
受众观点：① 顶层回答建议直接研究成熟框架的认证实现，从现有代码里拆解 bcrypt、JWT 等概念，比闭门造车高效（@codegems, 109likes） ② 有人强调学生阶段很难凭空设计认证系统，应该通过阅读现成实现、提问和实验来理解各个安全组件（@codegems, 60likes） ③ 多条评论推荐具体学习资源和教程视频，涵盖 bcrypt 哈希、JWT + httpOnly cookie 以及系统化的 auth 文档（@-Tochi, 34likes; @MindlessTadpole1544, 30likes; @canadian-dev, 25likes）
展开评论
- @codegems (109): Pick a framework that implements authentication and study its code.
- @codegems (60): When you are a student, like OP, you cannot "just do it" without overthinking it. The concept has not been thought at all. It's completely new. By looking at examples, prodding the code, asking questions about how it is implemented, they will begin seeing those pieces. It's not…
- @-Tochi (34): The legend Web Dev Simplified made a video about this a few days ago https://www.youtube.com/watch?v=FbXPaIcpvww
- @MindlessTadpole1544 (30): Don't overthink it, just hash with bcrypt, store the result, compare on login, and slap a JWT in an httpOnly cookie.
- @canadian-dev (25): I haven't used it in quite awhile but I remember this being a really good and well written resource on auth https://auth.pilcrowonpaper.com/
原帖讨论在完全内网、自建 NixOS+Caddy 环境下，是用自签证书还是申请 Let’s Encrypt 子域名或 DuckDNS 来给少量设备提供 HTTPS 更合适。
Not too familiar with the whole domain subdomain cert dns-01 challenge thing, hopefully the title isn't worded horribly. So after a lot of tinkering i finally got a new router, installed wireguard on…
受众观点：① 少量设备的自托管玩家关心自签证书是否够安全、每年手动更新证书的麻烦程度（@l0udninja, 26likes） ② 有人认为在纯内网场景自签证书风险被夸大，真正的 MITM 需要高度定向攻击（@FabricatorCH, 16likes） ③ 也有用户强调内部网络 HTTPS 的目的更多是消除浏览器警告，安全性与可维护性之间要权衡（@1WeekNotice, 14likes）
展开评论
- @l0udninja (26): It's ok if you only access it with 1 or 2 devices, it's a pain to update the cert manually every year with each devices though.
- @FabricatorCH (16): It’s totally fine to use a self-signed certificate. The risks are overblown. Think about what it would mean for somebody to attack you in this way. They would need to find a random file on a random machine, recognize it is an SSL certificate. Mint a new one for a website you are…
- @1WeekNotice (14): Keep in mind that this answer is geared towards your use case which is internal services Note that most people don't use HTTPS internally because there internal network should be safe. They only do HTTPS for avoid browser messages. Of course the idea of zero trust is to not trus…
- @zhunus (8): it was beneficial actually because i can mitm into my smart bulb now
- @BoldlySpherical (6): if you're the only one using it and it's all internal, a self-signed cert is perfectly fine for what you're doing. the whole mitm panic mostly applies when you're distributing that cert to random users over the internet, not when you've got two phones and a laptop on your own vl…
作者介绍自己为内容创作者做的一款相机应用，可以同时录制竖屏和横屏视频，并详细列出近期在 iOS 和 Android 上迭代的新功能。
Last month I posted about a camera app I made for my partner because I was tired of watching her film every scene twice - she likes making content so would film vertical once and and then horizontal…
受众观点：① 评论里有创作者用户表示功能很棒，准备立即安装试用，并特别期待前后摄像头同时拍摄的模式，说明目标用户对多视角内容生产有真实需求（@Teelaikhumbi, 18likes; @kamscruz, 7likes） ② 有人直接追问“如何不损失画质”，暴露出用户对技术实现和质量保障的关切（@-brenton-, 10likes） ③ 作者在评论中详细解释了单镜头开 4:3 传感器后分别导出竖横视频、双镜头同时录制、前后摄像头组合等实现方式，并补充正在开发合成单视频的功能，体现出透明的技术沟通和持续迭代（@Only_Application_815, 13likes; 4likes）
展开评论
- @Teelaikhumbi (18): This is awesome. Will install now and share feedback. And yes I was definitely looking to back & front mode both features for long, video & photos.
- @Only_Application_815 (13): Great question! The app uses several recording methods to retain quality, and never does a 'lossy crop' (where one video is just a crop of another). How it works: Single Lens: records from ONE camera lens (4:3 open sensor) and crops a vertical and horizontal clip from it, creati…
- @-brenton- (10): How does it not lose quality?
- @kamscruz (7): this is superb! Im going to install it 100% after submitting this message.
- @Only_Application_815 (4): Awesome, happy to hear any feedback! Should've made it clearer, Front & Back mode already works for video and photos, the feature I'm working on now is compositing both videos into one - right now it gives you two seperate videos
Reddit 上开发者讨论什么时候该推倒重写应用代码，而不是继续在脆弱老代码上打补丁的真实经验和教训。
Every codebase gets to a point where adding one feature breaks three others. Some teams patch their way through it for years. Others burn it down and start over. Have you ever done a full rewrite? Wa…
受众观点：① 有辞职冲动、想靠重写“洗白”烂代码的打工程序员（@RandomUserName323232, 41分） ② 在复杂项目里更倾向于渐进式重构而不是一次性重写的工程师（@gustix, 6分） ③ 以业务视角看重稳定性和机会成本、认为完全重写很少发生的开发者（@nehalist, 5分）
展开评论
- @RandomUserName323232 (41): When youre about to resign
- @Saki-Sun (17): Never... Almost never.
- @Medical_Somewhere935 (7): when you start thinking "i could fix this" and immediately follow it with "but the fix would need its own fix" and you're four layers deep into that before noon
- @gustix (6): It all depends on the size and complexity of the app. For bigger products, I've had more success by rewriting a piece at a time. Rewriting an entire project in one go means throwing away all of those small adjustments and considerations the app has received over many years. How…
- @nehalist (5): Every codebase gets to a point where adding one feature breaks three others. You're assuming that a rewrite would prevent this, but in reality it would just break three other features then. On a serious note: if you think in real world redoing software from scratch is a viable t…
作者展示自己让 Claude 参与 Ultima Online 游戏并生成激光步枪等新内容的过程，感叹童年网游幻想如今能被 AI 实现。
This is absolutely wild. Anyone who played this game in the 90s-00s... would absolutely appreciate what is happening here. Claude can play Ultima Online with us... you just have to ask. How far techn…
受众观点：① 有人兴奋地分享 Claude 以开发者视角为 Ultima Online 设计激光步枪，关注点在把传统奇幻世界和科幻元素混搭的创作自由（@PestoPastaLover, 12likes） ② 评论里有玩家提到自己在做 Ultima6 相关 MMORPG 项目，说明不少人对用 AI 改造老游戏、做同人或私服很感兴趣（@Responsible-Ebb1722, 7likes） ③ 也有人回忆当年买实体版游戏、布质地图和高延迟时代的体验，情绪点在怀旧与现在技术对比（@PestoPastaLover, 5likes）
展开评论
- @PestoPastaLover (12): I'm geeking out over here lol .buffering-track-fill { stroke-dasharray: 100; stroke-dashoffset: 50; } Sorry, something went wrong when loading this video. View in app Claude put the cap on of a Ultima Online developer, artist, etc. and created a laser rifle for me. A game where…
- @foreverleveling (7): I love your chat animation with rainbow colours.
- @Responsible-Ebb1722 (7): Have a side project going with Ultima6 one of my favorite games from my childhood. It's basically a MMORPG at this point
- @WoWBeta2004 (6): Remember all that stuff you wished you could do? Well now you can, so go friggin do it.
- @PestoPastaLover (5): I keep one near my monitor like the original Avatar did. Although this one isn't from UO... This the map from Ultima V: Warriors of Destiny cloth map... that's a 38 year old game map! I miss when buying games was an experience. With UO... I had the Charter Edition of UO when it…
作者分享自己用登陆页和“假门测试”先验证 SaaS 分发和获客能力、积累约700个 demo 请求再开发产品的经验，反对闭门造车先把 MVP 全写完。
Literally every other hour we see posts 'Spent X months building 1000 features, and now Y days later I have 0 customers'. The thing is, with AI, the build phase is easy. So instead of starting with t…
受众观点：① 有人补充要在导流前先设定好点击率和回复率的“继续/放弃”阈值，并在表单里加一两个资格问题来过滤好奇点击（@karmatics29, 8分） ② 有人担心假注册、假支付按钮会伤害用户信任，纠结如何在测试市场和不让用户失望之间找到平衡（@MobileDevelooper, 5分） ③ 楼主在评论里强调不要过度在意少数失望用户，测试分发的关键是证明自己能持续带来新流量，而不是追求一次性完美体验（@NoBattle8428, 5分）
展开评论
- @karmatics29 (8): The part I'd add is to define the kill/continue thresholds before the traffic starts. Decide something like: if fewer than X% of visitors click the main CTA, or fewer than Y people who request a demo reply to a follow-up question, the positioning is wrong and you rewrite the pag…
- @MobileDevelooper (5): What is the right way or the balance to keep trust between users who clicked the "register, sigin, payout" etc and waited a real process but eventually appear a page with "oops we are in developing phase but we will satisfy you with your expectaions via email" in very beginning.…
- @NoBattle8428 (5): That's the thing. You're thinking too much. Its a mistake to try to be perfect in every thing you do. Its why early on I realized that dumber people find it easier to get success. Back then I tried to be 'perfect' in every way and I failed miserably. Now, I try to be a bit dumbe…
- @NoBattle8428 (5): Typically I can go from idea to full production grade app in 90 days, sometimes 120 days. And yes, people who are interested, many of them by the time of launch wouldn't remember or care. But what you're ignoring is the fact that the 'waitlist' is not a one time thing. Your Exam…
- @True-Turnover-4543 (4): Most of the disappointment comes from the dead end, not the test. Two changes soften it a lot: label the button for what it really does ("Request early access", not "Pay out" or "Sign up"), and make the page after the click say what happens next with a date, e.g. "We onboard 10…
作者用 Claude Code 分析并修改 Flight Simulator 95/98 的 EXE 和 DLL，让这两款老游戏在 64 位 Windows 上稳定运行，并开源了自动打补丁工具。
Howdy there. I'm a lifelong fan of Flight Simulator who doesn't let go of old stuff. Since I've seen people using Claude Code to come up with some crazy mods that mash two entirely unrelated games to…
受众观点：① 老玩家被唤起回忆，很多人提到 Cessna、Meigs Field 等细节，关注点在情怀和能在新机器上重玩经典（@FlightSimGeeks, 17likes） ② 有人关心具体操作流程，提问如何把旧游戏交给 Claude 修复并分享自己 20–30 分钟就搞定的步骤（@Torturephile, 12likes） ③ 评论里也在讨论其他版本和图形修复工具 DDrawCompat 等，说明大家对一整套“老游戏现代化工具链”有兴趣（@Torturephile, 10likes）
展开评论
- @DeliveryMelodic9811 (27): I can give it to Claude and see if I can play again 🥲 https://preview.redd.it/flight-simulator-95-98-finally-running-on-64-bit-windows-v0-26mxbvuixkxh1.jpeg?width=3072&format=pjpg&auto=webp&s=c0f0aa75826e9ffe783fff0614c0c7c88c256a9b
- @FlightSimGeeks (17): Memories unlocked... Cessna... Meigs Field Airport... I'm still in this hobby and even working in this industry now.
- @Torturephile (12): It was fairly straightforward and took about 20-30 mins. I initially fed crash logs from Windows Problem Reports and specified that the crashes only occur on 64-bit Windows. I supplied some screenshots of x32dbg (debugger) to Claude, then supplied the DLLs from FS95. Claude patc…
- @Torturephile (10): That one works for me out of the box, but I suggest DDrawCompat for fixing rendering issues.
- @Torturephile (7): I like them big. In folders, I like them small.
帖子讨论自托管 Matrix 聊天服务器的现状，对比 Synapse、Dendrite 与新出现的 Rust 实现如 Tuwunel、continuwuity 等，并询问大家的实际使用体验。
Last time I checked, there was just Synapse and emerging Dendrite. There was only Conduit in Rust. Now all of a sudden, the same heavy Synapse (by Element) keeps around, Dendrite staying beta (foreve…
受众观点：① 有用户分享自己长期使用 Tuwunel 的体验，认为 Synapse 过于臃肿且性能差，还举了官方邀请功能长时间损坏的例子来吐槽（@TheGregyyy, 31） ② 另一位详细解释了 Rust 阵营的谱系：Tuwunel 和 continuwuity 都是从 Conduit 分支出来的项目，一个由原维护者主导，一个是社区分支，并指出 Synapse 仍在逐步用 Rust 重写性能关键路径（@vincent_sch, 19） ③ 也有人用玩笑方式吐槽两个服务器名字里都带「uwu」，而它们依赖的 Dendrite 还在 Beta 状态，暗示生态命名和成熟度之间的反差（@TearsOfMyEnemies0, 12/8; @fauxpasiii, 10）
展开评论
- @TheGregyyy (31): I am using tuwunel as my homeserver for months now and I am really happy. Synapse is a slow python mess that can not keep up with new matrix features and even had invites broken 79 days, see: https://cansynapseinviteyet.codeberg.page/
- @vincent_sch (19): The two Rust ones are Tuwunel and continuwuity. Both are forks of conduwuit, which was a fork of Conduit and shut down in 2025. The old conduwuit lead dev runs Tuwunel, and continuwuity is the community fork. Synapse is still in Python, but Element rewrites bits of it in Rust wh…
- @TearsOfMyEnemies0 (12): There are three Elephants in this room
- @fauxpasiii (10): Care to address them for the benefit of thickos like me who don't see them? :)
- @TearsOfMyEnemies0 (8): Two servers here have "uwu" and the common server they depend on is in "Beta*" while they're both "Stable". *I'm assuming this Beta status means the whole project
发帖人号召大家分享日常工作和业务里最常用的 Claude skills，用来互相发现高效工作流和隐藏用法。
Hey everyone! 👋 What Claude skills do you use the most for your day-to-day tasks or business workflows? Would love to explore your go-to skills and discover some hidden gems. Claude is honestly the b…
受众观点：① 有人提到最实用的是把 markdown 一键转换成符合公司品牌规范的 Word 或 PowerPoint，从此几乎不再手动在 Office 里排版，极大提升文档生产效率（@AlthoughFishtail, 46likes） ② 也有人分享了“Session-closure”这类会话收尾技能，会在每次结束时自动记录教训、提取决策笔记、同步待办并维护项目主文档，帮助长期项目管理（@clopz_, 36likes） ③ 还有人顺势推广自己整理的一批公开技能站点，涵盖安全、文档、SEO、营销等场景，说明大家在找可直接复用的高质量技能库（@Hell_Yeah_Brethren, 12likes）
展开评论
- @TheSaltySeagull87 (81): Make no mistakes.
- @AlthoughFishtail (46): The most helpful has been a simple one that takes a markdown and makes it a fully company branded word or PowerPoint, with all the company guidelines in it like font, logos, layout, terminology, headers/footers, etc. I made it just to save time but it's actually resulted in me g…
- @clopz_ (36): I have a skill called “Session-closure”. It’s a saved set of instructions Claude follows whenever I say goodbye, thanks, boom, we’re done or whatever farewell I use. What it does: *Logs lessons about how we worked: mistakes Claude repeated, rules I stated and logs them in a data…
- @BenSimonDev (21): r/claudeskills <--
- @Hell_Yeah_Brethren (12): I created a bunch for myself and let people use them: https://snitchplugin.com Security, docs, seo, marketing, there’s a bunch.
楼主吐槽时间线里充斥“30天做到1万美金 MRR”的速成故事和 497 美元课程，现实中认识的创始人多数是慢慢爬到 2–4k MRR，希望看到更多关于缓慢增长和踩坑的真实分享。
I've been building for a couple of years. The founders I actually know are at $2-4k MRR after 18 months, and they're proud of it. But my feed is all "how I hit $10k MRR in 30 days" followed by a link…
受众观点：① 有人认为这个版块已经被夸张故事和低质量求助贴占领，真正有价值的经验贴寥寥无几（@Electronic-Dinner716, 6分） ② 多个评论指出“快速暴富”叙事在不同赛道反复出现，本质是卖课程和信息差的循环骗局（@Mountain-Alarm-477, 5分） ③ 也有人直说“18个月做到 3k MRR”这种诚实故事卖不动课程，因此被算法和版面淹没，真正慢慢做起来的创始人反而不被看见（@Boyaboo, 4分）
展开评论
- @Electronic-Dinner716 (6): Because this sub is pure commedy😂 I only have read 1 great one out of 100+ it’s all I started 5 days and why don’t I have sales or 10k mrr sales pitches on sales lol…
- @Mountain-Alarm-477 (5): It’s all a giant circular scam. It just gets repackaged every year or two. Dropshipping / leadgen / rank and rent / start an agency / crypto / forex / no money down real estate / day trading / cybersecurity - it is all a get rich quick scam. “I made 50K in 39 days with Claude. N…
- @Wild-Tradition4804 (4): Because this sub has been abandoned by its mods
- @Boyaboo (4): Because "I built a SaaS for 18 months and made $3K MRR" doesn't sell a course. The honest stories are less clickable, so they get buried. The slow-growth builders are the ones I trust more.
- @halfercode (3): Last week I reached out to the mods here, and in two similar subs, and got no answers at all on this topic. I have it in mind to write up a [META] post, to see if we can get some momentum around cleaning this place up. It is an absolute shambles at present.
Kitchen Board 更新到 1.5 版，是一款自托管家庭「厨房墙」计划板，支持日历、购物与库存、家务积分奖励、备份与 OIDC 登录等大量新功能，专为旧平板常亮挂墙场景设计。
A while back I posted Kitchen Board here. It's a small self-hosted family organiser that tries to look like the paper planner pinned to a kitchen wall in the 90s, and it runs happily on an old tablet…
受众观点：① 有人吐槽这类墙面看板 UI 一次塞太多信息，远距离可读性差，分享了自己只保留照片轮播+当日行程+天气叠加的极简布局需求（@brianly, 8） ② 多位用户表示正好有吃灰的 Surface 等旧平板，认为这个项目非常适合拿来复用硬件做厨房中枢（@neononyx, 5; @RiskLife, 4） ③ 有人指出界面风格很像 ChatGPT/Claude 自动生成的 UI，侧面印证作者在文中提到大量使用 AI 协助开发的事实（@pfassina, 32; @kuldan5853, 3）
展开评论
- @pfassina (32): Claude has made dozens of UIs like that for me
- @brianly (8): This is not usable as presented in my experience. All you want is the calendar of today’s events and one other thing. You can show more by cycling one of the elements, but adding more than 2 tiles limits the ability to see stuff at a glance from a distance. We have a photo album…
- @neononyx (5): I have an old Microsoft Surface i have been wanting to utilize in the kitchen and this looks perfect, ill try it out.
- @RiskLife (4): My surface collecting dust in a drawer has been praying for something like this too
- @kuldan5853 (3): To me this looks like ChatGPT but I assume Claude has a very similar design language.
发帖者询问自托管玩家在做好防火墙、SSH key、fail2ban 等基础防护后，实际用什么手段做入侵检测和异常发现，而不是只停留在预防层面。
I'm wondering how you guyz handle the security side of selfhosting Most setups I see cover the basics well like firewall, SSH keys, fail2ban, maybe a reverse proxy with some rules. But that’s mostly…
受众观点：① 有人半开玩笑说「看不见就不怕」，但实际分享了用 Cloudflare 做前置防护、局部使用 OAuth/令牌控制访问，并用 Claude code agent 每日扫描 Prometheus/Loki 数据找异常的做法（@Perfect-Escape-3904, 35） ② 另一位从实践角度列出自己的检测与预防组合：AdGuard 观察可疑 DNS、Healthcheck 监控服务存活、Ansible/Semaphore 检查配置漂移，以及 WireGuard-only 入口、分区隔离 Docker 网络和延迟更新镜像等防御策略（@Simplixt, 6） ③ 也有人直接点名 CrowdSec、Suricata、AIDE、Falco、kured、Prometheus operator 等更偏企业级的 FOSS 组件，强调按 STIG/CIS 基线做起来其实并不复杂但安全收益巨大（@Salient_Ghost, 6; @xbmc4lyfe, 3）
展开评论
- @Perfect-Escape-3904 (35): What I can’t see, can’t hurt me, I say. Edit: jokes aside, I use cloudflare in front of everything I host. Oauth some places, tokens or other mechanisms elsewhere. I take a peek at the logs maybe once a fortnight to see if there’s anything odd. I have a Claude code agent that lo…
- @FuriousRageSE (8): how much you have to pay weekly/months for claud to keep an eye for you? and what do you have it check?
- @Simplixt (6): For detection? Not much actually. AdGuard will show suspicious DNS requests, and Healthcheck will recognize if a service gets down. That's it. Additionally, Semaphore/Ansible will recognice if a VM no longer complies with its contract (e.g. additional containers running, ...) Fo…
- @Salient_Ghost (6): CrowdSec, Suricata etc.
- @xbmc4lyfe (3): Comply to the STIGs and install AIDE properly and you won’t have to worry about. Ideally you should aim for everything in a k8s cluster using falco as well. With kured for automated rebooting of your servers when needed. You do that and it’s ez mode and all FOSS with the best co…
一位为 Roblox Studio 开发插件和工具的开发者控诉 Dodo Payments 以“业务超出政策范围”为由关停账户并在 120 天后仍拒绝打款，质疑其合规和商户条款存在严重问题。
Dodo Payments has been very horrible, If you want to use it for your product or services, STOP! their unprofessional team decided that my store is outside of their merchant acceptance policy, or as t…
受众观点：① 有人对故事真实性存疑，认为正规支付公司不会毫无理由就关停完全合法的业务（@Jumpy-Operation-4615, 6分） ② 有评论指出按楼主描述，平台在 120 天冻结期结束后仍不打款，这一步才是最让人警惕的地方（@wooops, 5分） ③ 也有开发者表示自己正在选支付平台，这个案例会促使他们更仔细对比各家政策，并反问楼主是否在接入前认真核对过条款（@CardiologistFun8185, 2分）
展开评论
- @Jumpy-Operation-4615 (6): Smells fishy to me. Like I don;t really believe dodo would just close perfectly legit stuff out of the blue.
- @wooops (5): If I'm reading it right, they waited out the hold and at the end of that were told they still were not getting the money
- @WarriorSushi (4): What were you selling. Were you reselling stuff or doing carding and selling costly tools for cheap?
- @Okudi-Alise (2): do you think its a coincidence it happened right before the first payout? because that timing is weirdly specific if the business model was the real issue
- @CardiologistFun8185 (2): I'm im two minds here as i'm actively building and considering payment platforms. Thanks, will likely avoid Dodo but at least check their policies more carefully if i do decide to go with them. Noting my point about checking their policies, did you? Did yoy compare them to other…
作者讲述自己的开源项目 Overflow 如何靠在一条“无限 opus 用量”帖子下的单条回复，比一个月常规发帖更快带来用户和 GitHub stars 的增长。
a month of posting got my thing to 35 users and 44 stars. yesterday someone asked what to do with basically unlimited opus, I answered in one line with the link, and people started signing up a few m…
受众观点：① 有人直接夸这个点子很酷，并为作者通过一条评论获得突破表示祝贺，说明社区对这种“用闲置算力做事”的模式有好感（@Only_Application_815, 4likes） ② 也有评论觉得把多余用量池化起来的思路很合理，认同这是个顺势而为的机制设计（@Zestyclose_Cow1807, 2likes） ③ 有人追问为什么要设置“支付”而不是纯公益，作者解释其实没有真金白银，只有积分，用来在自己额度耗尽时反向消费他人贡献，反映出大家对激励机制和安全边界的关注（@Zeegots, 1likes; @Nitjsefnie, 1likes; 2likes）
展开评论
- @Only_Application_815 (4): woah thats a cool idea! congrats on the breakout with the comment! keep it up 👍
- @Zestyclose_Cow1807 (2): ikr, pooling spare usage like that makes so much sense tbh.
- @Nitjsefnie (2): which part? nobody touches your account, you open a PR like anyone else
- @Zeegots (1): Why pay and not doing it altruistically?
- @Nitjsefnie (1): no money in it, just points. do it altruistically if you want, the points are for when your own week runs dry
楼主分享自己用 Claude Code 等 AI 工具为客户和自家项目写代码，每月花 200–400 美元，比服务器还贵，并向其他 SaaS 运营者调查实际使用哪些 AI 编程工具、花费多少以及是否真的节省开发时间。
Honest question, not a survey for a startup. I’ve been shipping with Claude Code almost daily for about a year now, first for a client’s platform (sports app, ~1M users) and now for my own stuff. Rou…
受众观点：① 有人详细分享自己同时用 codex pro、Claude 和本地 Qwen 组合开发多个 SaaS 和咨询项目，每月 AI 成本约百美元却支撑起约 6 万 MRR 的业务（@sudo-maxime, 2分） ② 同一位评论者描述了用 Obsidian 记笔记、强模型拆分任务、本地 Qwen 24/7 执行、再由大模型做代码审查和合并的整套 AI 协作开发流水线（@sudo-maxime, 2分） ③ 其他人则好奇在这种模式下营销费用占比多少、以及在云 API 和本地模型之间如何权衡成本和维护精力（@Natural_Classroom201, 2分；@SagarKhanapurkar, 1分）
展开评论
- @sudo-maxime (2): I'd also care to ask monthly revenue as well, because no one cares about side projects (or other metric if it's an actively maintained common goods). I spend 100$ for codex pro x5, 25$ for claude (only for opus 5.5), and I have two local QWEN running locally doing most of the gr…
- @sudo-maxime (2): Im not doing great on that front / been lazy but it's something I want to improve. Usually my day look like this: I brain dump everything into markdown files managed by Obsidian (open source note taking app) I use codex voice mode for this with a cheap model. Once I'm done or I…
- @Natural_Classroom201 (2): same boat, the sunday reset is basically my work schedule now lol. what’s the project? and when you overflow to the api do you keep it for the lighter tasks or just run everything the same and eat the cost
- @Natural_Classroom201 (1): fair point on revenue, added it to the post. mine is contract income plus a couple of small saas, low thousands a month, so your numbers are the interesting ones here. the two local qwen setup is what i want to hear more about. how do you hand the grunt work to them, do you writ…
- @SagarKhanapurkar (1): whats the expense for marketing?
作者分享自己的放松涂色应用 Calma Color 收到第一笔 20.05 美元终身付费，第一次感到这个项目从手机里的玩具变成了真正有人愿意付费的产品。
I just made my first sale. $20.05 - It's obviously not life-changing money, but seeing this screen felt completely different from downloads, impressions or analytics. Someone I've never met found Cal…
受众观点：① 有人祝贺的同时指出帖子文风有明显 AI 痕迹，建议创作者少用 AI 修饰、多保留个人语气以增强真实感（@a-zaleski, 3分） ② 多位评论强调“第一笔收入”的情绪意义，认为这是每个创始人都难忘的里程碑，并期待后续更多销售（@mamunnu, 3分; @mrK0z01, 3分） ③ 也有用户直接劝不要用 AI 写文案，觉得会让内容显得更生硬和不真诚（@9kGFX, 2分）
展开评论
- @a-zaleski (3): Congrats, that's a great feeling! Pro tip: this post seems a bit AI generated (e.g. the em dash and the way it's written), which could turn people off. Not saying that AI is bad, but in general a quick manual pass like removing em dashes etc to give it some of your own personali…
- @mamunnu (3): Congratulations! The first sale is always special for every founder.
- @mrK0z01 (3): Hope I’ll get to find out what 100-ish sales feels like 😄
- @mrK0z01 (2): Thanks, that's actually a fair point. I did use AI to help polish the wording and I can see how it made it sound a bit too clean. I'll keep that in mind for future posts and leave a bit more of my own messy writing in there 😄
- @9kGFX (2): Never use AI for writing it ALWAYS looks worse
作者分享如何用 Claude 在不越过安全护栏的前提下，通过 adb 调试模式关闭智能电视上的广告和遥测服务。
I've seen a lot of posts showing that Anthropic has tightened their guardrails around reverse-engineering. Due to recent events in the security world (PHP2Shell and others) I think it's normal they'v…
受众观点：① 很多评论都在强调 pihole+防火墙拦截智能电视疯狂回传数据的震撼体验，以及看到流量日志后的隐私焦虑（@AcidlyLikableEarl, 40likes） ② 有人反馈部分服务在重启后会自动恢复权限，只能继续通过域名封禁来兜底，说明大家在摸索持久化封锁策略（@TheRealShamanoid, 7likes） ③ 也有人提到自己这边 Claude 仍然愿意去反编译 Amazon 代码或侧载应用，反映出不同账号/提示词下安全分类器行为差异很大（@Sarg338, 11likes; @torquesteer, 6likes）
展开评论
- @AcidlyLikableEarl (40): the pihole + firewall combo is the real mvp here, once you see the traffic logs from a smart tv you can't unsee it. mine was phoning home every 30 seconds even when "off" good call on framing the request around data protection instead of tinkering for its own sake. the model see…
- @Sarg338 (11): Meanwhile, My Claude just straight up offers to decompile Amazon's code. Still chugging along here, for now.
- @TheRealShamanoid (7): Thanks a lot for the comment. Definitely had some resistant services which would get their perms reset on reboot, for those as well just asking Claude to get a list of domains to ban was the easiest solution. Blocking the upstream doesn’t guarantee they won’t simply change the d…
- @torquesteer (6): I used Claude to program my fire tv stick instead. It absolutely did not push back and happily side loaded everything.
- @GitEmbednated (6): https://cleanyour.tv/ You can clean your Firestick
一对在旧金山的夫妻分享他们用牛油果油和牛肝菌做的 EXTRA EXTRA Chili Crunch 辣酱，历经注册和找厨房等手续后三个月卖出一千罐、约一万三千美元营收，并总结社媒和线下集市带来的增长经验。
I've posted here a couple of times before, but in case you haven't been following along, I make a product called EXTRA EXTRA Chili Crunch, which is a Californian take on the more classic Asian condim…
受众观点：① 评论区大量围绕视频里端着装满热油大锅的安全隐患调侃，提醒这是严重的工伤风险（@SpegalDev, 29分） ② 有人贴出相关图片，强调只要滑一下就可能发生严重烫伤事故，但同时也觉得产品看起来很好吃（@Specialist-Towel-627, 14分） ③ 其他用户以玩笑方式继续放大这种“离事故只差一步”的紧张感，侧面说明视频本身很抓眼球但安全意识不足（@rmbrkfld, 13分; @SynteZZZ, 10分）
展开评论
- @SpegalDev (29): You walking with that giant ass pan of boiling hot oil.. Buddy, please devise another way to do what you need done. That is an accident asking to happen someday. That shit was to the brim, omg lol.
- @Specialist-Towel-627 (14): You're just one slip away from this. But it looks delicious. https://preview.redd.it/extra-extra-chili-crunch-just-passed-1k-jars-sold-after-3mo-v0-ilur2q5vtnxh1.jpeg?width=605&format=pjpg&auto=webp&s=05671ed216db13f4bee4dbdb3000b181c72ec013
- @rmbrkfld (13): No wonder he's smiling 😂
- @Heco1331 (11): Is there really no way of reporting bot accounts like this one in Reddit?
- @SynteZZZ (10): Yeah, I'd kept GoFundMe draft ready otherwise.
帖子讨论一家名为 Anthropic India 的公司早于 Anthropic Claude 存在，引发大家对品牌重名、商标纠纷和 AI 公司命名趣事的调侃。
r/ClaudeAI TIL there’s Anthropic(India) before Anthropic (Claude)
受众观点：① 有人调侃终于有一个打电话能接通的 Anthropic，关注点在 AI 公司形象与现实服务体验的反差（@NamerekDev, 125likes） ② 评论猜想如果老牌 Anthropic India 反过来向大公司收费，大家对商标和品牌使用费的想象很感兴趣（@Bright-Leg8276, 40likes） ③ 有人提到据说是 Anthropic(Claude) 出钱让对方改名，大家对大厂如何处理重名和公关博弈很八卦（@WarGod1842, 30likes）
展开评论
- @NamerekDev (125): Finally, an anthropic with a phone number that a human picks up... or not? 🤔
- @Bright-Leg8276 (40): Imagine if they asked the big anthropic to pay for using their name lolll
- @ThePsyPaul_ (36): That's just AI Anthropic India
- @WarGod1842 (33): funny enough, their website was designed using Claude or similar AI.
- @WarGod1842 (30): Reverse actually. Sources say Anthropic(Claude) offered ₹1cr (~ 110k USD) to change the name
一位开发者花数月做出酒店咖啡馆餐厅管理系统 Hosteria，原本的首家埃及 Dahab 酒店客户黄了，如今产品已可用却没有付费客户，求教如何在预算有限的情况下拿下前 10 个 B2B 餐饮 SaaS 用户。
I spent months building Hosteria, a management system for hotels, cafes and restaurants. It started with a hotel in Dahab, Egypt, but the deal fell through right when the product was ready. Now I hav…
受众观点：① 有人建议先把产品上架到不同平台获取曝光，同时强调前提是系统本身要足够好用可靠（@Own-Brilliant-16, 1分） ② 楼主补充自己认为产品不错，还贴出界面预览，希望获得对产品本身的反馈（@solar_sphinx92, 1分） ③ 评论者追问是否尝试过直接外联，提示可以通过主动联系潜在客户来验证需求（@Own-Brilliant-16, 1分） ④ 楼主承认只尝试过一次直接销售，销售能力薄弱，感觉需要找合伙人负责这块（@solar_sphinx92, 1分） ⑤ 也有人提醒在找销售合伙人之前，更重要的是先验证产品是否真解决了餐厅老板愿意付费的问题，销售技能可以后学（@Own-Brilliant-16, 1分）
展开评论
- @Own-Brilliant-16 (1): Try listing on different platforms. Note: Your system need to be good
- @solar_sphinx92 (1): I think it is, just need to prove it tomyself and the market https://preview.redd.it/i-have-a-promising-cafe-restaurant-managment-system-that-i-v0-y6bat9yoelxh1.jpeg?width=1079&format=pjpg&auto=webp&s=4a1d96d10a9020414af2978446eaf3e9221a3ca9
- @Own-Brilliant-16 (1): Did you try direct outreaching?
- @solar_sphinx92 (1): I tried once but Sales skills is something I'm trying to work on. feels like I need someone to partner with me on this one.
- @Own-Brilliant-16 (1): Honestly, I think before looking for a partner, it’s worth figuring out whether the product solves a problem that restaurant owners are willing to pay for. Sales is a skill you can learn, and talking to potential customers is probably the best place to start. If you find a few p…
作者独立开发了三年的 AI 桌游《Lore & Legends Maker》，用规则化世界模型解决传统 AI RPG 中 NPC 失忆、任务自相矛盾等问题，让玩家像打 D&D 一样自由尝试各种战术计划。
I wanted to make a character, gather a party and go on an adventure without spending a week figuring out when everyone was free. But the problem I kept running into with AI RPGs was that the world wo…
受众观点：① 玩家认可世界观细节和氛围营造，觉得 UI 虽有 AI 痕迹但整体体验很顺滑（@mindflakes, 8分） ② 有人质疑三年开发量，认为现在用 Claude 等模型几小时就能做出类似 demo，暗示对技术含量和投入产出比的怀疑（@DayCompetitive1106, 3分） ③ OP 在评论里主动追问玩家是否玩 D&D 或 RPG，说明目标用户是桌游和 RPG 核心玩家群体（@tschilpi, 3分）
展开评论
- @mindflakes (8): I'm trying it out. It's a lovely idea and I think what you've done so far impressive. It has a really nice feel and mood, I think. Also lot of good 'choices' just when starting out your character fx. And yes, I do see indications of AI in the UI - but it's also made unique enoug…
- @tschilpi (3): Thank you!
- @DayCompetitive1106 (3): 3 years later hahahha looks like 3 hours with Claude
- @PinkPonyPlug (2): This is awesome. Great work!
- @tschilpi (2): Thank you! :) Do you play any D&D or RPGs?
一位和朋友一起做 SaaS 的开发者，想知道在自我推广受限的前提下如何获取第一批用户，考虑用 Lemlist 做冷启动外联，向大家请教获取首批种子用户的具体做法。
I’m currently building a neat SaaS with a friend of mine and we were wondering how we should get our first users (not even paying customers). Since most subs on Reddit are pretty limited in terms of…
受众观点：① 有人分享自己经验，认为直接外联有效但前期应避免依赖自动化工具，建议手动在 LinkedIn 或 Twitter 上找到少量高度匹配的 ICP，用非推销语气邀请试用和反馈，并通过细分 Slack/Discord 社群长期混圈获取更高质量的首批用户（@Separate_Fox_5783, 3分） ② 有评论强调在早期还不知道哪种话术有效时，自动化反而浪费机会，应该先用手写消息验证（@plodikAier, 2分） ③ 另一位建议前 10 个用户通过「观察他们在自己数据上完成任务」的方式获取，比单纯让对方试用更能学到东西，并强调冷外联首句要紧贴对方最近的具体成果，同时确保产品能在 5 分钟内让陌生人跑出第一个结果（@True-Turnover-4543, 2分） ④ 也有人提醒首批用户往往来自自己现有网络，并推荐 N.E.C.K 框架的视频，鼓励楼主先从身边关系挖掘（@Loose-End-8741, 2分） ⑤ 还有评论指出在用 Lemlist 之前，应先通过 5 个左右的深度访谈确认问题是否值得解决，区分「礼貌兴趣」和真实痛点，再决定目标人群和话术（@Conscious-Month-7734, 2分）
展开评论
- @Separate_Fox_5783 (3): Direct outreach works but it's a grind. lemme save you some time though, skip the fancy tools early on. just find like 10 people on linkedin or twitter that match your ICP and send them a dm that doesn't sound like a sales pitch. ask them to try it and give feedback, not buy any…
- @plodikAier (2): 100% on skipping the automation early, you dont even know what messaging works yet anyway
- @True-Turnover-4543 (2): Do the first 10 by hand, but change the ask. Not "try my product" but "can I watch you do [the one job it solves] for 15 minutes on your own data". You learn more than from any survey, and the people who sit through it usually become the first real users. Cold outreach works bet…
- @Loose-End-8741 (2): Your first 10 users are in your network, around you Here's an interesting video about the N.E.C.K Framework https://youtu.be/dC2WM1mLqO4 If you tell me more about the SaaS I can suggest a more price acquisition strategy
- @Conscious-Month-7734 (2): Before Lemlist, I’d make sure your first users also tell you whether this is worth building. It’s easy to get people to try something free, and that can feel like progress while telling you very little about whether anyone needs it. So I’d start with 5 people who fit your ICP an…
bundle.social 创始人分享他们赞助一位 18 岁车手 Noah 参加 Funyo SP05 EVO 比赛、意外把车身贴成巨大字母 B 的乌龙故事，同时讲到这次小规模赞助换来多次登上领奖台的情绪价值和品牌曝光。
A little while ago, we decided to sponsor a racing driver through our company, bundle.social. I’ve just got back from holiday and finally caught up with all the results His name is Noah, he’s 18, and…
受众观点：① 有人简单为故事点赞，觉得这种支持年轻车手的赞助很酷，体现出社区对有人情味营销的好感（@indiebythenight, 2分） ② 有评论吐槽赛车照片上金色 3D「RACE WINNER」字体像 2012 年 Facebook 生日图或 2009 年 eBay 广告，认为视觉设计拉低了整体质感（@General_Capital6432, 1分） ③ 另一些人继续批评海报字体和设计老土，认为车手成绩很好但视觉呈现配不上，品牌方在创意执行上还有提升空间（@Fickle_Chemistry_308, 1分）
展开评论
- @indiebythenight (2): nice man
- @General_Capital6432 (1): The gold "RACE WINNER" font makes this look like a 2012 Facebook birthday post. Who chose that, the kid or the sponsor
- @bundlesocial (1): his team
- @Fickle_Chemistry_308 (1): Two wins at 18 and the thing you put on the photo is 3D yellow "RACE WINNER" text like a 2009 eBay listing. The kid deserves better than that overlay.
- @bundlesocial (1): >the kid deserves better >does not click his IG to check on said kid Click it and you will see that this was his team's decision
作者分享自己在 Windows 上推出的 iPhone 投屏应用 AirMirror Pro 上线首月获得 17 笔付费、114 美元收入的经历和感受。
About a month ago, I launched AirMirror Pro, a Windows app that lets you mirror your iPhone to your PC. Today, I'm at 17 purchases and $114 in revenue. It's not a crazy amount of money, but honestly,…
受众观点：① 有人直言看完帖子和视频两遍仍然不太明白产品具体做什么，说明当前产品叙事和价值表达存在明显信息差（@kowdermesiter, 3likes; @GravEq, 7likes） ② 也有评论强调“60 个项目之后终于有买家”这一点，认为 17 个付费陌生人比上千个免费注册更有含金量，肯定了作者长期试错的坚持（@QuanTradin, 5likes; @emberlanes1, 3likes） ③ 还有人用玩笑方式概括“你可以通过空气专业地镜像”，从侧面反映出用户对产品核心卖点的模糊印象（@womper9000, 4likes）
展开评论
- @GravEq (7): I’m not really understanding the reason for this or the benefits??
- @QuanTradin (5): sixty projects before one found buyers is what nobody posts next to the first-month revenue. congrats on the 17, paid strangers beat a thousand free signups.
- @womper9000 (4): you can mirror, through the air, professionally.
- @emberlanes1 (3): paid strangers really are the only validation that counts tbh.
- @kowdermesiter (3): It's amazing that after reading your post and watching the video 2x, I still don't understand what your product does exactly.
作者自建了一个在本地运行的个人仪表盘，用 Flask 和 React 汇总财务、跑步、日记和读书数据，并通过解析银行 PDF、Plaid、Garmin Connect 等数据源回答自己“最近过得怎么样”。
For the last little while I've been building a self-hosted dashboard that runs on my laptop. It's a Flask (Python) backend with a React/Vite frontend. There are five sections: EDIT: Video in the comm…
受众观点：① 有人对解析银行 PDF 的难度很感兴趣，认为账单格式经常变化很折磨，追问 scikit-learn 模型和关键词规则在交易分类中的实际效果（@QuanTradin, 1score） ② 作者分享了自己用 pdfplumber 结合 Tesseract OCR 才完整解析历史账单，并提到机器学习模型更多是锦上添花，主要在银行或 Plaid 改字段描述时补漏（@ZebrafishWrangler, 1score） ③ 另一位做预算应用的开发者关注“free to spend”算法细节，讨论是简单用预算减已花金额，还是要先预留账单和储蓄再按天分配，强调这个逻辑会直接影响用户对数字的信任感（@bkdev98, 1score）
展开评论
- @ZebrafishWrangler (1): .buffering-track-fill { stroke-dasharray: 100; stroke-dashoffset: 50; } Sorry, something went wrong when loading this video. View in app https://reddit.onelink.me/MRHZ?deep_link_value=https%3A%2F%2Fwww.reddit.com&af_dp=reddit%3A%2F%2Freddit&ob_post_id=t3_1xept54&mweb_loid_enc=v1…
- @QuanTradin (1): parsing bank PDFs back to 2015 is the brave part, statement layouts change every few years and break every parser I've tried. did the scikit model actually beat your keyword rules, or do the rules still catch most of it?
- @ZebrafishWrangler (1): Yes, it was a lot of back and forth for awhile but it ended up working out eventually! It took combining both pdfplumber and Tesseract OCR to fully parse everything but really nice to have the full historical data (whether or not I actually use it lol) The scikit model is probab…
- @QuanTradin (1): pdfplumber plus Tesseract is where I'd have ended up too. overkill is fine if it was fun, and the full history lets you answer questions you haven't thought of yet.
- @bkdev98 (1): How do you work out the "free to spend" number, budget minus spent so far, or does it hold back bills that haven't hit yet? I make a budgeting app built around a similar number and taking out bills and savings first, then splitting the rest over the days to payday, was the part…
一位独立开发者分享自己在德国上线的 iOS 政治模拟游戏，靠零投放自然获客每月收入约 60–80 欧元，却不知道该继续打磨产品、做营销还是趁势出售。
Hey everyone! About a month ago, I launched a political simulation game for iOS focused on Germany. Here are the numbers so far: Around 200–300 users and growing €60–80 in revenue in the first month…
受众观点：① 顶层回复建议先用 App Store Connect 找到主要获客渠道，再优化关键词、截图和本地化，而不是急着卖或砸广告（@Vast-Hunt-9484, 5分） ② 有人补充要看搜索词报告和多语言商店页，本地化邻国市场是低成本实验（@Huge_Pool7424, 1分） ③ 多位评论都强调先提高每用户变现上限，比如增加扩展包或新场景，而不是一开始就做付费投放（@Harusugi, 1分; @dawedev, 1分）
展开评论
- @Vast-Hunt-9484 (5): I wouldn't sell yet. At €60 to 80 a month the numbers are too small to get a real offer, and you'd be selling before you know what's driving the installs. First figure out where those 200 to 300 users come from using App Store Connect analytics, because if it's search or a parti…
- @Huge_Pool7424 (1): agree, and the search terms report in app analytics is worth a look too since it shows what people actually type. localizing the listing for a couple nearby countries is cheap to test.
- @ansh024 (1): what does the App Store page look like right now? are the screenshots showing actual gameplay or just menus? where are those 200-300 users finding you, search or some german subreddit? Before spending on marketing I'd fix the screenshots first coz that's the page every one of yo…
- @Harusugi (1): Great milestone! I wouldn't sell yet either. Since it’s a one-time purchase model, your revenue is currently capped per user—figuring out what content or expansion pack those paying users would want next might be your best bet for growth.
- @dawedev (1): At €60-80 a month a sale won't get you much, so I'd keep it and first figure out where those organic users come from. App Store Connect shows the source split, and if most of it is search, German screenshots and keywords around the parties or politicians people actually look up…
一位用户痛斥应用里各种打断式信息弹窗，认为在紧急场景下会严重干扰操作甚至危险，引发大家讨论产品内提示和引导的设计方式。
I hate them, I hate them so much. I intend to start using some application and suddenly a popup appears "Did you know that x thing does y thing" or "Here you will find x thing" or "New x thing, click…
受众观点：① 有人吐槽这类抱怨贴在各处重复出现，反映出开发者对被打断式 UX 的普遍厌烦（@whatisboom, 13likes） ② 有评论认为信息弹窗爆炸式增长，是因为产品经理可以很轻松地“vibe code”出一堆提示而不考虑体验成本（@greenergarlic, 12likes） ③ 也有人给出替代方案，比如用角落里的小图标和未读标记提示有信息，而不是强制大弹窗打断操作（@KaiAusBerlin, 3likes; @iBuildRandomStuff, 5likes; @Ok-Department2582, 3likes）
展开评论
- @whatisboom (13): You just spamming this around cause you’re mad?
- @greenergarlic (12): Feels like we’re seeing an explosion of these, since they are extremely easy for PMs to vibe code
- @iBuildRandomStuff (5): the version that doesn't make me rage is help that waits until i actually stall or ask for it, like a small "?" or a hint on the specific screen i'm stuck on. a popup the moment i land is just a tax on people who already know what they're doing. if it has to exist, one dismissal…
- @KaiAusBerlin (3): I always have a small corner on the screen in my apps. A small letter indicator with a number on it to show I have information for the user. If it's really important I outline the letter red and change the number to a "!". That's all. No bug screens, no "ok" alerts, no toasts. J…
- @Ok-Department2582 (3): popups are the worst kind of developer hand-holding, just let me break things on my own
原帖讲述博主周末外出时忘记重启 restic 备份服务，想用 Gotify 在手机上收到服务宕机或备份中断的告警，并带宽限期以避免维护时被打扰。
TLDR: i want to get notified on my phone/via Gotify if my services are gone. So it happend, i updated my containers on friday, just before i went away over the whole weekend. And i forgot to restart…
受众观点：① 多数回复直接推荐 Uptime Kuma 作为简单易用的服务存活监控方案（@Jannes351, 7likes） ② 有人给出具体组合方案：Uptime Kuma 监控各服务，Gotify 负责推送到手机，实现容器级别的离线告警（@Xlxlredditor, 2likes） ③ 也有人强调如果整机宕机，仅本地监控不够，需要配合 Healthcheck.io 等外部心跳服务才能在“全挂”时收到通知（@Simplixt, 2likes）
展开评论
- @Jannes351 (7): Uptime Kuma is probably what you're looking for :)
- @Xlxlredditor (2): So. You need 2 containers: notify and Uptime Kuma. In UK, set up Notify as a notification and enable it for monitors which you set up for all services. Then on your phone install a Gotify app (iGotify on iphone, Gotify on Android), long in and enjoy!
- @Simplixt (2): - Uptime Kuma in your HomeLab - Let it send a Heartbeat Pings to Healthcheck.io container running on a cheap VPS - if no Heartbeat in the last x Minutes, Gotify notifications If you don't have VPS, you can just use Uptime Kuma + Gotify on your HomeServer, but you won't get a not…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Tollpatsch93 (1): it was not used
两人团队做了一款把 Apple Music 曲库变成可探索地图的原生 Mac 应用，详细解释为何选择一次性付费 15 欧而不是订阅，并请大家帮忙挑出这种定价模式的坑。
Two of us are about to sell a native Mac app that turns your Apple Music library into a map you explore. Every pricing thread here says "go subscription". We didn't, and I'd like this sub to poke hol…
受众观点：① 部分评论提醒要考虑退款和拒付等支付风险，认为一次性收费也要提前设计好应对策略（@aymennn8, 2分） ② 有人讨论用 Claude 等工具自己写代码的可能性，指出愿意自己动手开发的人群和愿意直接买应用的人群重叠其实很小（@dataoops, 2分） ③ 有评论认为如果产品的护城河只是「别人懒得写代码」，在 AI 辅助开发时代这层护城河会被削弱，需要更多产品层面的差异化（@dataoops, 2分） ④ 也有人重点关注没有试用期的问题，认为浏览器 Demo 很难替代在自己曲库上的真实体验，建议用较低续费价奖励老用户（@No-Molasses-2097, 1分）
展开评论
- @aymennn8 (2): Really useful angle, thanks. We hadn't thought about chargebacks at all. If we ever add an update renewal, it'll be a purchase you choose to make, never an automatic charge. Keeps it consistent with the "pay once" promise anyway.
- @dataoops (2): The overlap between people who would use an app vs code their own with Claude is much much smaller than it feels if you are doing that sort of thing.
- @dataoops (2): sorry then yeah I agree there, if your moat was solely “someone would have to code this” it’s gone.
- @No-Molasses-2097 (1): The no trial part is the one I would watch first. A browser demo helps, but people still want to feel how it handles their own library before paying. If the refund rate stays low, that suggests the demo is doing enough of that job. For the updates question, I would keep the rene…
- @aymennn8 (1): That's the part I'm least sure about, so this helps. "Feel it with your own library" is exactly what a browser demo can't do. If we add a trial, what would feel right to you: a few days of full access, or a limited number of uses? And agreed on renewals, it'll be well below the…
开发者展示 CompareEmpire 这个电子产品比价站，用 GitHub Action 每日爬取多国电商并在 Vercel 上静态生成近三万页面。
Site: https://www.compareempire.com/us (US), https://www.compareempire.com/uk (UK), root is Australia What it is: a price comparison site for electronics. A GitHub Action scrapes 26 US, 22 UK and 30+…
受众观点：① 关心跨 30 多家商店爬虫的合法性和技术实现细节的开发者（@Dakaa, 2分） ② 希望看到支持欧盟市场、对地区覆盖不满足的潜在用户（@Tridop, 1分） ③ 关注 2.8 万静态页面在 Google 实际索引率和 SEO 表现的站长（@AreWeInSimulation, 1分） ④ 指出 canonical 和 hreflang 配置错误、担心影响搜索表现的技术向读者（@ElephantOutside8529, 1分）
展开评论
- @Dakaa (2): How did you legally scrape those 30+ stores for AU, UK and US? And how did you scrape them?
- @Tridop (1): Sadly it misses comparison for European Union.
- @Tridop (1): Search typing is buggy: if I type something fast, it misses some characters. JS timing problem I guess.
- @AreWeInSimulation (1): curious how many of the 28k pages google actually indexes.. price pages usually get crawled fast and then sit in "crawled - currently not indexed" for months, since most of each page is the same product name and specs every other comparison site has
- @ElephantOutside8529 (1): checked a couple of pages: the canonical and hreflang tags all point to compareempire.com without www, and that 308s to www.compareempire.com. a canonical that redirects is a mixed signal for google and hreflang targets should be the final urls, so i'd switch the tags to www (or…
一条关于 ICLR 2027 继续大量 desk reject 论文的讨论帖，原帖感谢会议“保护社区免受 AI slop 论文侵扰”，评论区则集中吐槽审稿时间被浪费、格式或模糊标准导致的直接拒稿，以及优秀论文被不透明流程挡在门外的挫败感。
Thank you for your efforts in protecting the community from AI slop. Read more Thank you for your efforts in protecting the community from AI slop. Read more
受众观点：① 有评论同情审稿人时间被浪费，认为在被 desk reject 前已经投入了不少精力（@user221272, 49分） ② 一些审稿人分享亲身经历：先认真评审，结果论文又因格式等原因被 desk reject，感觉既无意义又打击积极性（@bobrodsky, 18分） ③ 多位作者表示自己的非 AI slop 论文被以“低于 ICLR 水平”为由直接拒稿，没有实质理由和申诉渠道，认为对早期研究者极不公平（@jhinboy, 10分; @ade17_in, 9分, 7分）
展开评论
- @user221272 (49): Sad that reviewers time goes to waste though
- @bobrodsky (18): Yes, I reviewed a paper that was then desk rejected. That’s quite demoralizing. (Desk reject was for formatting- probably another reviewer flagged it. I guess at least a few people were saved from reading. It was 50% slop with one or two good ideas at beginning that drew me in b…
- @jhinboy (10): Yes same boat. Our paper got desk-rejected. It is not AI slop, and we're a bunch of authors experienced enough (including an ICLR AC for several years lol) to tell that this paper is absolutely not "clearly below par for ICLR". Lots of interest in the arxiv preprint already, 0 s…
- @ade17_in (9): Not all desk rejects are fair
- @ade17_in (7): I'm talking about my paper. Desk rejected for being below par. Absolutely no other reason and I can asure you it was not AI slop, not AI written, and I can guarantee it being accepted at ICLR but I'm damn sure it did deserve to get reviewed atleast.
原帖提出一个自托管“数字遗产吸尘器”构想：定期从 Google、Apple、Notion 等云服务拉取个人数据本地备份，并用本地 Llama/Ollama 做语义搜索，以防账号被云厂商封禁后数据丢失。
Hey everyone, I’ve been reading horrific stories lately about automated cloud bans (Google, Apple, Notion) locking people out of 10+ years of family photos, emails, and business docs overnight with z…
受众观点：① 有人表示如果不带 LLM 只做备份，其实已经有类似方案存在，比如自托管照片库工具（@Jackob-404, 2likes） ② 原作者补充说明希望用本地 Llama/Ollama 做语义搜索，并担心各家云服务的 API 速率限制和权限范围（@the-vault7, 1likes） ③ 也有用户提醒 Google Photos API 权限收紧、iCloud 几乎没有公开 API，实际落地需要依赖 Takeout 或把云当作纯备份目标而非主存储（@Next-Reference-29, 1likes；@LeaveMickeyOutOfThis, 1likes）
展开评论
- @Jackob-404 (2): Without the llm part i would like it... but i already have immich by now
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @the-vault7 (1): Hi mod! No AI was used to write this post or generate this content. I am asking the community for architectural feedback on a self-hosted project idea where local-first AI (specifically offline open-source models like Llama/Ollama running locally on a user's machine) serves as t…
- @Next-Reference-29 (1): Heads up Google photos api can’t see your library anymore since march 2026, only stuff your own uploaded, so it’s takeout or nothing. iCloud doesn’t even have an api
- @LeaveMickeyOutOfThis (1): My approach is to host locally and use cloud storage for backup. If a backup is lost, I have another elsewhere, reducing the chances of loosing all my backups at once.
原帖介绍开源项目 ANAS，直接在 Proxmox Web 界面里增加 ExtJS 面板，用来管理 ZFS、文件共享、iSCSI、备份和云同步，把裸 Proxmox 变成一体化 NAS 方案。
I was tired of either running a second appliance (TrueNAS, OMV) or passing an HBA through to a NAS VM just to get file shares and block targets. Every one of those options meant a second web app, a s…
受众观点：① 有人质疑这是“3 个月前的 AI 生成代码”却要拿到 Proxmox 完整权限，担心安全隐患（@Joniator, 7likes） ② 也有用户坚持虚拟化宿主机应尽量“神圣不可变”，宁愿单独跑 NAS 虚拟机来隔离风险（@Reverent, 4likes） ③ 另一些人则从实用角度出发，关注混合 RAID、旧盘再利用以及 CIFS 性能是否能媲美专用 TrueNAS 方案（@DaggaddaClassic, 1likes）
展开评论
- @Joniator (7): 3 month old ai slop with full access to proxmox with your privileges btw.
- @Reverent (4): No but basic system hygiene is that your hypervisor is sacred and that you should modify it as little as possible. Both from a maintainability and security point of view. Otherwise why bother with proxmox at all? I run a VM NAS with cockpit 45 drives. It takes 2gb of ram and 1vc…
- @TheRedcaps (3): Have you audited the code and found a problem? What aspect of the code gave you the impression that it's "slop" (ie poorly written)? I think any user would realize that if software is going to be managing zfs and file shares it is likely doing so with elevated permissions. I gue…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @DaggaddaClassic (1): Been looking for something exactly like this without spinning up a whole separate VM just for shares. The hybrid RAID thing caught my eye since I've got a mismatched pile of drives from old builds that ZFS won't touch. How's the performance on the CIFS side compared to a dedicat…
原帖作者目前用 cloudflared 暴露家用服务给亲友访问，遇到播放卡顿和访问控制不足的问题，想用 Authentik、Crowdsec 和反向代理重新搭建更安全可控的公开入口。
I have currently been exposing my public services for family and friends using cloudflared. I have not only experienced latency issues with playback buffering but I have been feeling like I lack the…
受众观点：① 有人主张继续走 Tailscale/Wireguard 这类隧道方案，认为对大多数家庭用户来说是最简单的安全远程访问方式（@dareooon, 3likes） ② 也有用户分享自己用 Traefik+Socket-proxy+Wireguard 的组合，强调性能好且不再依赖 Crowdsec 也能挡住大部分扫描（@Only-Stable3973, 2likes） ③ 还有人采用 Hetzner VPS+Wireguard+NPMPlus+Crowdsec 的架构，绕开 Cloudflare 橙云以解决 Jellyfin 播放延迟问题（@Lovro1st, 1likes）
展开评论
- @dareooon (3): Well, it will always be Tailscale/Pagolin for easy access, with remote servers in the hands of a company It will have hosted forks of Tailscale auto, which are also easy to use after setup Whether you're a techie or prefer simplicity, good old Wireguard is the best option
- @Only-Stable3973 (2): I'm using Traefik and Socket-proxy for my reverse proxy and I have Wireguard on a different box that I route the WG-web-ui through Traefik and it works great and very fast and secure. I have not had any issues with security and I used to run Crowdsec but I dropped it and nothing…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Empty_Ad_648 (1): No AI
- @Lovro1st (1): I used a hetzner VPS, connected with wireguard to home, and set up npmplus with haproxy and crowdsec, but that is still exposing to the public, only i dont use the orange cloud which made my jellyfin playbacks lag.
r/webdev 讨论一个名为 Modern Motherfucking Website 的极简示例站，吐槽其排版和留白，同时反思网站是否真的需要复杂设计和特效。
r/webdev Modern Motherfucking Website
受众观点：① 有人吐槽标题行高和排版难看，认为极简不等于粗糙排版，视觉层面争议很大（@private_birb, 5likes） ② 有人认同这个站“就是一个 motherfucking website”，强调不要过度复杂化网站功能和技术栈（@maxwolt, 3likes） ③ 也有人担心这种长文式页面在真实产品环境里的留存会很差，质疑其实用性（@UnacceptableUse, 1likes）
展开评论
- @private_birb (5): The line-height in the headings of that second one are bigger than the author's front tooth gap, jesus.
- @maxwolt (3): +1 exactly what it says. Website. It's just motherfucking website. Don't overcomplicate it.
- @yo_99 (2): It was kinda adressed in "But it looks plain" section. Also, if I wanted to make my website narrow I would just shrunk the window.
- @FrancisCStuyvesant (2): reallyhorrendouswebsite truly
- @UnacceptableUse (1): We can all laugh and nod but the retention on that page would be shit
作者和家人做了 LocalsVoted 网站，用手机号验证投票来评出各城市本地人心中的最佳餐厅和地点，解决传统榜单被买榜和刷票的问题。
Hi r/SideProject, I’ve been building LocalsVoted (https://localsvoted.com) with my family. It’s a site of “Best [topic] in [city]” boards, like Best Tacos in Everett or Best Dosa in Bellevue. Why: Mo…
受众观点：① 多位评论者认为信任故事目前被埋在页面下方，建议把“每个手机号每月一票、不能付费买名次”这句放到首页最显眼位置（@QuanTradin, 1score） ② 有人指出首页展示的新榜单投票数太少，第一名只有一两票会让人觉得同样容易被操纵，建议设置最低投票门槛再上首页（@d_o_v_e_k, 1score） ③ 也有用户强调首页应该先讲清楚“为什么值得信任”的机制，再展示各个城市和主题的榜单，把差异化卖点放在首屏（@Sompay-Prestavoine, 1score）
展开评论
- @QuanTradin (1): the trust story lands, but it's buried. "one vote per verified phone, per month, and no business can pay to rank" should be the first line on the homepage, that sentence is the whole pitch.
- @d_o_v_e_k (1): tbh the copy is fine, what hurt the trust story for me was the newest boards section right under it. every #1 there has 1 to 3 votes this month, and a ranking decided by one or two people reads exactly like the gamed lists you're trying to replace. I'd keep boards off the homepa…
- @Sompay-Prestavoine (1): the "why trust this" story doesnt land in 10 seconds imo. the homepage leads with the boards, not the mechanism. I'd put the phone-verified angle front and center above the fold, thats your whole differentiator
一位前端开发在 Reddit 求评自己充满交互动效的个人作品集网站，重点展示动画和移动端体验。
Hey y’all! I've been working on a few animations lately and decided to put them together in a personal portfolio. I made the portfolio itself interactive, with animations throughout the site and a sh…
受众观点：① 认为全站动效会拖慢操作、增加审阅成本的招聘方视角读者（@PrudentWarthog3413, 1分） ② 觉得页面上过多抖动和像素涟漪效果容易分散注意力的访问者（@Aggressive-Nebula440, 1分；@Elisey_ar, 1分） ③ 担心无目的动效影响可读性、质疑“让所有小东西都动起来”设计理念的开发者（@_Atomfinger_, 1分）
展开评论
- @Aggressive-Nebula440 (1): Les ripples en pixel, bof bof
- @PrudentWarthog3413 (1): Animations throughout a portfolio are a tax on whoever is reviewing it. If your nav waits on a GSAP timeline before accepting a click, you've optimized for the wrong person. Pixel art at least sounds like it's actually yours.
- @CreepingAnus (1): trying to play loose wire, doesn’t work. the page in back of the card moves instead
- @_Atomfinger_ (1): One thing that has bothered me lately is AI's insistent on giving everything an effect and interaction. I don't know whether this was created by AI or not, but it gives off the same vibe, and I get that is the point with the whole "Making the little things move", but isn't that…
- @Elisey_ar (1): Great portfolio. But the shaking in some animations after a click might be distracting in some situations. Imho
一位创始人通过 TikTok 获得几十个注册，在两周内拿到 7 个付费用户，产品是帮企业寻找可投标项目的软件，但遇到大量试用用户因所在地区没有合适合同而流失、勾选订阅却不回应、预约演示却不转化等问题，来求优化建议。
So I have been documenting my time on here trying to attract customers to my product and I think I have figured it out. So I was complaining initially about users not coming and signing up. I posted…
受众观点：① 有人建议停止追逐那些沉默不回的线索，转而分析 7 个付费用户的共性，包括地区、行业和在站内的行为路径，并只在能保证新用户首日就看到开放合同的区域做推广（@SirShipALot, 3分） ② 有评论提出在试用开始前就按服务区域做门槛控制，要求填写邮编或服务区域并与现有合同匹配，不匹配的用户进入等待名单，以减少「看不到机会就流失」的无效试用（@careful_keys, 2分） ③ 也有人提醒要权衡这种门槛带来的摩擦，如果当前覆盖区域很少，等待名单可能会成为大多数用户的默认体验（@Easton_Souhir, 2分） ④ 另一条高赞建议是在注册时先收集地区信息并展示匹配合同数量，对覆盖薄弱地区直接给出提醒和开通提醒，而对勾选订阅却沉默的用户，用包含其所在地区真实合同示例的短邮件比电话追踪更有效（@karmatics29, 2分） ⑤ 还有人从客单价出发，认为在每月约 40 美元价位可以考虑取消一对一演示，直接引导进入试用，只对已经在产品内活跃的用户投入电话时间（@Jaded_Database8948, 1分）
展开评论
- @SirShipALot (3): I'd stop chasing the ones who go quiet and look at the 7 who paid. Where are they, what trade are they in, and what did they see on the site before they signed up? Your sign-ups from outside the contract's area are telling you the same thing: they don't see work, so they leave.…
- @careful_keys (2): The trial should be gated by service area before it starts. Put a required zip or service-area field on the form and check it against open contracts. If there is nothing open there, do not start a free trial. Send them to a waitlist that tells them you will email when work appea…
- @Easton_Souhir (2): the friction tradeoff depends on how many areas actually have open contracts right now. if coverage is thin, the waitlist basically becomes the default experience for most signups
- @karmatics29 (2): The geo mismatch looks fixable at the signup step. Ask for the user's county or metro first, then show a live count of matching open contracts right there, so the first screen already proves value for their area. If coverage is thin, say so and offer an alert when something open…
- @Jaded_Database8948 (1): at about $40 a month per user, i'd drop the demos. send them straight to the trial and only call the ones who log in and look around.
独立开发者做了一个致敬 Million Dollar Homepage 的 ringring.day 像素墙项目，想通过售卖 100 万像素记录 AI 时代并冲击 100 万美元目标，但首发定价算错账导致天花板太低，现调整分级定价并在求社区帮忙出主意。
Posting once under Self Promotion, for critique, not as an ad. The project: ringring.day, a wall of 1,000,000 pixels that records the AI era (companies leave their logo) plus five open questions wher…
受众观点：① 有人指出两次算账都离 100 万目标还差 5 万美元，真正问题是已经有 75 个 logo 却 0 付费，说明定价和产品价值验证远比花哨机制重要（@EducationalFold9206, 1分） ② 评论建议先验证是否有人愿意为 0.5 美元买单，再考虑分级涨价或排行榜等玩法，强调先拿到第一个付费用户再优化细节（@Educational-View8524, 1分） ③ 另一条评论提醒 75 个已被“Spotted”的公司其实是最热线索，应该优先私信这些品牌，用优惠升级为正式 logo 来测试真实付费意愿（@Ok-Option4233, 1分）
展开评论
- @EducationalFold9206 (1): Second time you do the math and you're still $50k short, so question 1 kind of answered itself. 75 logos up and 0 paid is the bigger problem than what a pixel costs.
- @Educational-View8524 (1): After the first 100,000, the remaining pixels need to average about $1.06 to reach $1M. With no paid buyers yet, I'd test whether anyone will pay $0.50 before adding scarcity tiers or a leaderboard; those are details to optimize after the basic offer gets a yes.
- @Ok-Option4233 (1): the 75 "Spotted" logos are also your warmest leads: every one of those companies already has a reason to care how their logo looks on the wall. I'd email those 75 first and offer to swap the street photo for their official logo at the founding price, before pitching anyone cold.…
开发者展示 LoopShot 这款 Chrome 扩展，可录制屏幕任意区域为 GIF，用于教程、报 bug 和快速演示。
Hey everyone, I built a Chrome extension called LoopShot for anyone who needs a quick way to record specific parts of their screen. Whether you're creating tutorials, recording bugs, showing someone…
受众观点：① 试用后发现免费版录制时长仅 5 秒、好奇付费解锁策略的用户（@gifpostercom, 1分；@Basic-Strain-6922, 1分） ② 觉得对比 Loom 这类全屏录制工具，LoopShot 更适合做快速局部 bug 报告的开发者（@Loose-Finish-2133, 1分） ③ 质疑继续用 GIF 格式、担心文件体积大、帧率低和浏览器扩展权限风险的技术用户（@Over-Coyote-7611, 1分）
展开评论
- @gifpostercom (1): Nice concept! I gave it a try, but the supported duration is only 5 seconds. I guess that’s for free users.
- @Basic-Strain-6922 (1): Yeah the longer is unlocked with a purchase :)
- @Loose-Finish-2133 (1): pretty handy for quick bug reports, already sick of hitting record in loom and capturing my entire messy desktop
- @Over-Coyote-7611 (1): Encore des GIF. Un GIF de 15 secondes de ton écran ça pèse 40 Mo, ça rame dans Slack et ça a des couleurs de 1998, alors qu'un webm ou un mp4 ça existe et ça fait le boulot depuis un bail. Tu veux enregistrer des tutos et des bugs, très bien, mais tu donnes ni la durée max, ni l…
- @ExcellentBill3793 (1): my screen's not that interesting
作者简单介绍了一款名为 Silent Maps 的 iOS 导航应用，主打横屏显示、集成 Waze 异常提醒并支持与朋友一起开车时的安静导航体验。
Landscape mode :) Waze Alerts Driving with your friends https://apps.apple.com/us/app/silent-maps/id6813177112 Read more Landscape mode :) Waze Alerts Driving with your friends https://apps.apple.com…
受众观点：① 唯一高赞评论是用户称赞应用好看并请求在格鲁吉亚区 App Store 上线，说明视觉和概念有吸引力，但当前上架地区有限（@IvanNew, 1分） ② 评论数量很少，尚未出现关于功能细节、隐私或收费模式的深入讨论，整体反馈还停留在“想用但买不到”的阶段（多人点赞）
展开评论
- @IvanNew (1): Looks amazing. Please make it available in Georgia's app store. Please
一位开发者分享自己做的 bigboard.games 网站，利用 WebRTC 让多台手机或平板拼成一块大桌面屏幕，在浏览器里免费玩多款本地多人小游戏。
Hi! A while ago I launched bigboard.games: free multiplayer games for 1-4 phones or tablets (or more for some games) lying next to each other on a table. The devices act as one big board, so for inst…
受众观点：① 有人表示很喜欢这个项目，并联想到曾经玩过的 Milka Biscuit Saga 这类线下多人互动游戏，觉得这种形态很有趣（@Sunnyms, 1likes）
展开评论
- @Sunnyms (1): Love the project ! Wish the best, there's used to be an app, done by a chocolate brand called milka, it was called Milka Biscuit Saga, We used to play at work, it was fun, maybe you ll get a things to from there ;) Good luck
一篇解析 memt-1.0 记忆原生架构的技术帖，介绍其用 gated deltanet-2 和 mixture-of-storage 将记忆内嵌到模型计算层，在 128k 上下文下相比全量 KV cache 提升推理速度并大幅降低存储，同时通过两阶段训练保持通用能力并优化长程 agent 任务表现。
been digesting the details behind memt-1.0's memory-native architecture recently, and the engineering tradeoffs between full context kv caching and internalized parametric memory are pretty wild. ins…
受众观点：① 帖子目前几乎没有评论，说明大多数读者还在消化 memt-1.0 这种记忆原生架构的细节和工程含义 ② 关注长程 agent 的开发者可能对 128k 上下文下 1.86 倍速度提升和 66 倍持久存储缩减的数据很感兴趣，但缺少将这些指标映射到真实产品场景的讨论。
展开评论
- _无评论_
开发者分享 Bookplate 这个开源自托管的 Storygraph/Goodreads 替代品，主打笔记和阅读洞察并强调托管在核能数据中心。
Hey ya'll, just thought it might be worth sharing here, in case anyone is looking for additional features that either Storygraph or Goodreads don't offer, e.g. note taking, detailed insights, etc. Bo…
受众观点：① 觉得把核能宣传为“清洁”会在评论区引战的用户（@Longjumping-Coat-578, 1分） ② 从碳排和硬件全生命周期角度质疑“清洁托管”营销话术的读者（@ResidentPomegranate6, 1分）
展开评论
- @Longjumping-Coat-578 (1): Neat idea but calling nuclear "clean" is always gonna start a fight in the comments
- @ResidentPomegranate6 (1): nuclear is low-carbon, not zero-carbon, and embodied hardware emissions usually dominate a read-heavy app anyway. self-hosting on gear you already own beats most regions.
一条介绍 Nanbeige4.3-33B 模型的发布帖，说明该开源权重采用 Apache 2.0 许可、支持 512K 上下文，在 Terminal-Bench 2.1 上优于 Qwen3.8-27B、在 SWE-Bench Pro 上略逊一筹，并强调评测使用 preserve_thinking=true 等设置对多轮工具调用表现的影响。
Nanbeige released Nanbeige4.3-33B as the teacher for its planned smaller agents, including an upcoming 3B model. the weights are Apache 2.0, and the model card lists a 512K context window. the team r…
受众观点：① 帖子目前几乎没有评论，潜在读者多半是关注开源大模型和长上下文能力的工程师 ② 对比 Qwen3.8-27B 的基准成绩和 512K 上下文配置，会吸引正在为代码代理、终端自动化等场景选模型的开发者关注其真实表现和授权条款。
展开评论
- _无评论_
一位用户询问在为开源权重模型微调构建数据集时，如何系统性挖掘和生成罕见边界案例、控制合成数据质量与覆盖度，并评估这些 edge case 对模型性能的真实影响，尤其是避免“加了很多边角数据反而变差”的情况。
I'm interested in how people build datasets for fine-tuning open-weight models, especially when it is about making a model handling edge cases than just perform well on common examples. I'm curious a…
受众观点：① 帖子目前没有评论，但问题本身对做微调和对齐的工程师高度相关，尤其是依赖开源权重做垂直场景优化的人 ② 许多独立开发者和小团队在构建数据集时容易只关注平均表现，而忽视系统性收集和管理 edge case 的方法论。
展开评论
- _无评论_
一位创始人分享自己的产品开始受到天使投资人关注，对方提出用一万美元换取公司 1% 股份，想听取大家对是否应该接受这类早期投资的经验和看法。
My product kinda getting some attention from angel investors and they wanna put money like around 10k for 1% of my company
受众观点：评论区目前没有有价值的讨论或高赞回复，尚未形成明确的受众关注点。
展开评论
- _无评论_
Lexmount 推出的开源浏览器引擎 Moli 专为 AI agents 设计，号称只用 Chrome 七分之一空闲内存以降低大规模无头浏览器成本。
Moli by Lexmount
受众观点：① 大量跑无头 Chrome 做抓取或自动化测试的工程师，关注如何在不牺牲兼容性的前提下降低内存和云成本（@Raycast） ② 在搭建 Hermes、Codex 这类 agent 浏览器层的开发者，希望有更适配多 agent 并发场景的浏览器内核（@Raycast） ③ 想要在 agent 出错时能实时介入、需要 Live View 这类可视化调试能力的团队（@wangli）
展开评论
- @Overview (0): * [Reviews](/products/lexmount-browser/reviews) * [Alternatives](/products/lexmount-browser/alternatives) * [Team](/products/lexmount-browser/makers) * [Awards](/products/lexmount-browser/awards) * More Free Options Launch tags:[Productivity](/topics/productivity)•[Developer Too…
- @Raycast (0): Hunter If you've built enough agent workflows, you know that spinning up headless browsers can quietly become the most expensive part. If you're running _thousands_ of headless Chromes, the resource costs keep climbing (just think of how your laptop fans keep spinning up). **Mol…
- @wangli (0): [Moli by Lexmount](/products/lexmount-browser) Maker [@new\_user\_\_\_31020255125d892e50675c9](https://www.producthunt.com/@new%5Fuser%5F%5F%5F31020255125d892e50675c9) Yes! Our online Live View lets you see what’s happening in your browser session and interact with it manually i…
- @DeepCell (0): what's its difference with ego lite? another AI browser proudct Upvote Report Share 8h ago [](/@ldm0) [Donough Liu](/@ldm0) [Moli by Lexmount](/products/lexmount-browser) Maker
AgentGrid.io 提供一个让多人和多种 AI agent 在同一文档或设计上协作的共享画布，带版本历史和权限控制以管理不同模型产出的结果。
AgentGrid.io
受众观点：① 已经在团队内混用 Claude、GPT、Cursor 等工具的产品和工程团队，希望有统一空间管理不同 AI 输出版本（@Dial） ② 需要精细权限控制和版本追踪的初创公司，担心“到底用的是哪版 AI 结果”带来的合规和责任问题（@Dial） ③ 想探索人类和多 agent 同时在同一 artifact 上协作的新工作流的早期尝鲜者（@OpenClaw）
展开评论
- @OpenClaw (0): Built for Grok Bot, Muse AI, Instinct, Hermes, Claude, GPT, OpenClaw, Cursor, Codex, all agents are welcome. Work on the same live artifacts. Docs, reports, slides, apps, and designs, with shared context, controlled access, and full version history. * [Overview](/products/agentg…
- @Dial (0): Likely AI This is exactly what's been missing - a shared canvas for humans and multiple AI agents. The version history + permission controls are crucial for real teams. Multi-agent collaboration on the same artifact solves the "which AI version did we actually use?" problem. Exc…
Badgey 是一款把 iPhone 变成会议名牌的应用，通过方向感知和前置摄像头检测自动旋转和缩放，让线下活动佩戴更自然隐私更友好。
Badgey
受众观点：① 经常参加线下会议、meetup 的开发者和组织者，关注如何用手机替代传统纸质胸牌提升体验（@Badgey） ② 在意隐私的用户，希望确认摄像头检测是否本地处理、不存储画面等实现细节（@Badgey）
展开评论
- @Overview (0): * [Reviews](/products/badgey/reviews) * [Alternatives](/products/badgey/alternatives) * [Team](/products/badgey/makers) * [Awards](/products/badgey/awards) * More Free Launch tags:[iOS](/topics/ios)•[Productivity](/topics/productivity)•[Events](/topics/events) Launch Team [](/@m…
- @Badgey (0): Maker 📌 Hi everyone, I'm Marco. I make small iPhone apps on my own. Badgey turns your iPhone into a name badge. Clip the phone to a lanyard and turn it upside down: the badge turns round to face the people in front of you and swings a little as you walk. Slide it top first into…
Openstatus 推出面向小团队的开源事件管理功能，从 Slack 一键声明事故、自动建频道和时间线，补上传统状态页之外的内部协作流程。
openstatus
受众观点：① 运营线上服务的独立开发者和小团队，希望有比大厂套件更轻量的 incident 管理方案（@openstatus） ② 已经在用 openstatus 做状态页的用户，对新 incident 功能感兴趣并给出正向反馈（@Papermark） ③ 关注开源监控和状态页生态、愿意在自家产品中集成 incident 能力的开发者（@Abode）
展开评论
- @Overview (0): * [Launches3](/products/openstatus-2#launches) * [Reviews2](/products/openstatus-2/reviews) * [Alternatives](/products/openstatus-2/alternatives) * [Customers](/products/openstatus-2/customers) * [Team](/products/openstatus-2/makers) * [Awards](/products/openstatus-2/awards) * M…
- @openstatus (0): Maker 📌 Today we are launching our incident management feature for openstatus 😅 Because status page are a lie and we needed to go upstream Upvote (4) Report Share 13h ago [](/@aliszu) [Alex Szczurek](/@aliszu)
- @Abode (0): [@tibozaurus](https://www.producthunt.com/@tibozaurus) let’s go guuuuys!! Upvote (1) Report Share 9h ago [](/@tibozaurus) [Thibault Le Ouay](/@tibozaurus)
- @openstatus (0): Maker
- @Papermark (0): hi launch bestie, such a cool feature. happy openstatus user and customer. i hope we never have an incident to use your new feature though Upvote (1) Report Share 6h ago [](/@gtmnerd) [Shane O'Connor](/@gtmnerd) [The GTM Co-Founder](/products/the-gtm-co-founder) lets goooooooo!…
Tower 团队发布 git-flow-next，把经典 git-flow 分支模型用 Go 重写成更现代灵活的 CLI 工具，帮助团队规范特性、发布和热修分支流程。
Tower – Git client for Mac and Windows
受众观点：① 习惯用 git-flow 管理复杂发布流程的团队，对 git-flow-next 这种现代实现感兴趣（@fmerian） ② 已经是 Tower 图形客户端用户，希望命令行工作流和 GUI 更好结合的开发者（@SoCuul） ③ 在意可视化历史、语法高亮和仓库组织体验的工程师，希望提升日常 Git 操作效率（@Kaleidoscope）
展开评论
- @Overview (0): * [Launches16](/products/tower/launches) * [Reviews16](/products/tower/reviews) * [Alternatives](/products/tower/alternatives) * [Customers](/products/tower/customers) * [Team](/products/tower/makers) * [Awards](/products/tower/awards) * More This is the 16th launch from Tower –…
- @fmerian (0): [Kilo Code](/products/kilocode) Hunter 📌 gitflow or tbd, that is the question. Upvote (1) Report Share 5d ago [](/@the%5Fbammer) [Bruno Brito](/@the%5Fbammer) [Tower – Git client for Mac and Windows](/products/tower) Maker Thanks so much for hunting us, [@fmerian](https://www.pr…
- @SoCuul (0): •[1 review](/@socuul/reviews) Tower is by far the most user-friendly and well-designed git client that I have ever used. The visual git history is extremely helpful for complex branching, and the "undo anything" feature is simply indispensable in my personal workflow. The native…
- @Kaleidoscope (0): •[1 review](/@flo%5Fmuc/reviews) Congrats on the launch! Tower is and remains my favorite Git client. Love the syntax coloring. Speaking of color, I would also love to be able to customize the repository list a bit more, with folders and colors, maybe even custom icons. Would he…