marclou 形容用 Opus 5.5 写代码像和高智商朋友结对编程，几乎不用管细节，认为这已经是“80% 的 AGI” 体验。
vibe coding with opus 5.5 really is insane he's like that super high IQ friend who gets everything right and doesn't bother you with the details 80/20 AGI ① 开发者觉得 Opus 5.5 不仅聪明而且有“品味”，在审美和细节选择上也能给出不错方案（@DannyLimanseta, 32likes） ② 很多人开始把各种琐碎小任务也交给 Opus，甚至连简单的 CSS 调整都懒得自己动手（@thekitze, 19likes） ③ 有人惊讶 Opus 5.5 领先幅度这么大，质疑它为何突然远超其他模型，并分享用它完成复杂游戏引擎移植的案例（@ddciolac, 14likes）
marclou 形容用 Opus 5.5 写代码像和高智商朋友结对编程，几乎不用管细节，认为这已经是“80% 的 AGI” 体验。
① 开发者觉得 Opus 5.5 不仅聪明而且有“品味”，在审美和细节选择上也能给出不错方案（@DannyLimanseta, 32likes） ② 很多人开始把各种琐碎小任务也交给 Opus，甚至连简单的 CSS 调整都懒得自己动手（@thekitze, 19likes） ③ 有人惊讶 Opus 5.5 领先幅度这么大，质疑它为何突然远超其他模型，并分享用它完成复杂游戏引擎移植的案例（@ddciolac, 14likes）
HN 讨论一位开源作者在 AI 时代对写代码和维护项目失去兴趣的长文，围绕编程乐趣、用 LLM 辅助写库、以及开源被大公司长期白嫖的现实展开激烈争论。
① 正在大量使用 AI 写代码、但担心自己技术退化的工程师 ② 维护小众开源项目、对大厂白嫖心态复杂的作者 ③ 想在 AI 时代继续靠写代码谋生的独立开发者和自由职业者。
marclou 分享自己为邮件工具 Newsletter OS 新上线的一批功能，从帮助中心、设置重构到拖拽编辑器和 iPhone 预览，强调靠“think, prompt” 的 vibe coding 工作流快速迭代。
① 有用户关心这些新功能是否能被 agent 通过 MCP 等方式调用，说明大家已经在用代理操作 SaaS（@fulco__, 8likes） ② 也有人给出更酷的更新展示方式，认为单纯 bullet list 不足以体现产品价值（@AlchainHust, 4likes） ③ 部分用户提出导入 beehiiv 等平台数据时的自定义字段问题，担心迁移会丢数据（@EduardThony, 2likes）
多个独立开发者在 Reddit 上围绕“早期 SaaS/应用如何获得第一批真实用户”分享实战经验和踩坑，包括从 B2C 转向 B2B 的心态变化、冷启动渠道选择、试错过的无效投放以及靠社区参与和搜索流量滚起第一笔收入
多个独立开发者在 Reddit 上围绕“早期 SaaS/应用如何获得第一批真实用户”分享实战经验和踩坑，包括从 B2C 转向 B2B 的心态变化、冷启动渠道选择、试错过的无效投放以及靠社区参与和搜索流量滚起第一笔收入。
受众观点：评论区的共识焦点主要有两个：一是从“曝光思维”转向“问题与意图思维”，二是早期获客更像密集对话而不是流量游戏。在 B2B 讨论中，@paytopin（score 1，Reddit r/SaaS）分享自己不在外联里直接推销，而是只约 15 分钟了解对方当前如何处理问题，结果对方更愿意聊，如果痛点真实自然会转化；@mahee522（score 1，Reddit r/SaaS）则提到自己发了近 200 封冷邮件才换来一次真正的对话，并总结“B2C 靠量，B2B 靠五个深度对话”，建议挑出 5 家最匹配的公司，把每封邮件都写成“你已经在用他们产品”的口吻。在 SideProject 帖子下，@BuildingShoddy8672（score 3，Reddit r/SideProject）归纳出一个模式：所有有效渠道（搜索、商店列表、社区参与）本质上都是拦截已有意图，而那些被大家称为浪费的渠道，往往是试图在没有需求的地方硬推产品；@fakeweightlifter（score 2，Reddit r/SideProject）用数据对比了冷邮件、Meta 广告和一条 Reddit 帖：几百封冷邮件大多换来报价单，18 欧元的广告带来便宜但无留存的点击，反而是一条周日的 Reddit 帖子带来了 120 次打开和 24 个真正玩到第一关的用户。另一方面，16 岁创作者的帖子里，@Federal-Mess2225（score 1，Reddit r/SaaS）惊讶于“16 岁无广告费就做到这样”，而 @Magalys-Allievi（score 1，Reddit r/SaaS）则指出他在账号封禁和平台下架中积累的运营经验，说明大家不仅关注收入数字，也在意背后踩过的运营坑和平台风险。
DataChaz 分享一张关于不同年代 Gen Z 孩子成长阶段的对比梗图，并顺带提到朋友公司 apify 也被画进这张图里。
Gen Z kids through the years https://t.co/Au87wUhC25
受众观点：① 不同年龄段玩家用游戏、加密等元素自嘲成长轨迹，评论多在补充自己那一代的梗（@MarzellCrypto, 3likes） ② 有人专门给 Xennials 单独做版本，说明大家愿意围绕同一模板二创（@gregberryai, 13likes） ③ 帖主本人强调 apify 被画进图里，朋友公司被提及本身就是一种社交资本展示（@DataChaz, 7likes）
展开评论
- @gregberryai (13): @DataChaz For Xennials... https://t.co/2mwgk93Nro
- @DataChaz (7): 👆 ace to see my friends at @apify getting some love in this visual 🫶
- @DataChaz (3): credit unknown 😁 https://t.co/TCObn45jQk
- @MarzellCrypto (3): @DataChaz Subway Surf!! Beautiful days!
- @Solivagant7777 (2): @DataChaz From spending mom's money on gems to spending my own money on tokens.
marclou 形容用 Opus 5.5 写代码像和高智商朋友结对编程，几乎不用管细节，认为这已经是“80% 的 AGI” 体验。
vibe coding with opus 5.5 really is insane he's like that super high IQ friend who gets everything right and doesn't bother you with the details 80/20 AGI
受众观点：① 开发者觉得 Opus 5.5 不仅聪明而且有“品味”，在审美和细节选择上也能给出不错方案（@DannyLimanseta, 32likes） ② 很多人开始把各种琐碎小任务也交给 Opus，甚至连简单的 CSS 调整都懒得自己动手（@thekitze, 19likes） ③ 有人惊讶 Opus 5.5 领先幅度这么大，质疑它为何突然远超其他模型，并分享用它完成复杂游戏引擎移植的案例（@ddciolac, 14likes）
展开评论
- @DannyLimanseta (32): @marclou Yea and he has pretty good taste too
- @thekitze (19): @marclou i started using it even for the dumbest things because i dont wanna even try anything else 💀 center the div bro
- @ddciolac (14): @marclou How the fuck is Opus suddenly this far ahead of the rest?
- @MajorBaguette (6): @marclou Opus 5.5 is a cheating code. i'm porting WoW engine to Godot for mobile solo version and it's just easy, I ask for complex tasks and I already know it'll be perfect.. https://t.co/V4VLDiXiqA
- @JustinasRoland0 (4): @marclou its just hard to imagine how good will fable 5.5 be at this point, scary hhahah
greg isenberg 认为 Meta Muse 是少见的巨大套利机会，号称能造就上千个百万富翁，并分享自己如何用 AI/Muse 从零搭建一人公司。
Meta Muse will probably create 1000+ millionaires This is the most slept on arbitrage I’ve seen in years and it’s not even close. Here’s how i’d build a 1 person business powered by AI/Muse with with…
受众观点：① 有人认为最先赚到钱的可能还是老牌联盟营销玩家，他们最擅长利用新工具做流量套利（@boringmarketer, 12likes） ② 也有人质疑这类“造就上千个百万富翁”的说法，提醒如果真这么赚钱，为何要公开卖玩法（@codewithjerry01, 9likes） ③ 多个评论调侃几乎每个 AI 工具都宣称能造就 1000+ 百万富翁，对此类营销话术已经产生疲劳（@CJ__McG, 7likes）
展开评论
- @boringmarketer (12): @gregisenberg prob be ex affiliate marketers who will do it first haha
- @codewithjerry01 (9): @gregisenberg Whenever someone claims a new tool will make a thousand people millionaires, ask yourself: if it works that well, why are they selling you the playbook?
- @akassab (8): @gregisenberg I’m am still waiting for the 1000+ from OpenClaw
- @CJ__McG (7): @gregisenberg Has there been an AI tool released yet that isn’t going to create 1000+ millionaires Greg?
- @clayton_gits (6): @gregisenberg What can it do that Grokbot can’t?
marclou 在 TrustMRR 公布本周增长最快的订阅产品，介绍 Adel 打造的体育版 Tinder 应用 Ritmo 在一个月内从 0 做到 3835 美元 MRR。
Congrats, you're the fastest-growing startup of the week on TrustMRR 👏🎉 Adel built Tinder for sports. His app (Ritmo) matches you with a Pilates, tennis, or running partner. 0 → $3,835 MRR in 1 month…
受众观点：① 大家被从 0 到 3835 美元 MRR 的速度震惊，认为这证明好产品即使创始人粉丝少也能快速起飞（@TheMaran, 9likes） ② 有人调侃这类成功案例一出就会引来一堆模仿者，担心赛道迅速拥挤（@_baretto, 6likes） ③ 创始人本人现身感谢，强调是受大 V 分享激励才开始动手，体现社交平台对独立开发者的启发作用（@adeluxui, 25likes）
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- @adeluxui (25): @marclou No way Marc! You’re one of the reasons I started building. Seeing you share Ritmo is unreal. Thank you 🇫🇷🔥
- @TheMaran (9): @marclou the founder has like 400 followers on x this clearly shows if we build a cool product everything will go right
- @_baretto (6): @marclou Here come the copycats https://t.co/kHO7WXDZxY
- @BuildWithxAI (5): @marclou That's very cool @adeluxui how do you market the app?
- @VynseDev (4): @marclou Wasn't that one of your first projects? 👀
Russell 结合 Cognition 内部数据表示，很多软件工程任务已经被大模型做到“智能饱和”，一旦多个模型都能干好，剩下比拼的就是成本和速度。
This is directionally consistent with our internal data @cognition. Many tasks within software engineering are now "intelligence saturated." Once any model can do the task well, cost and speed are al…
受众观点：① 认为自己离不开高端模型 Opus 5.5，强调即便很多任务饱和，顶级模型在品味、优先级和写作能力上仍有差距的用户（@InverseMarcus, 18likes） ② 抱怨延迟严重影响整体工作流的人，认为速度是当前体验的最大瓶颈（@zswaff, 6likes） ③ 关注“更快而非更好才是新前沿”的观点，认为未来竞争重点在推理速度和响应时间（@IgorZIJ, 1likes）
展开评论
- @InverseMarcus (18): I don't think it's that actually. You could not pry opus 5.5 from my cold dead hands. But I also would gladly welcome more intelligence. Even Opus 5.5 lacks taste, prioritization, writing skill etc. I think people a) like their harnesses b) are tired of switching back and forth…
- @zswaff (6): @russelljkaplan @cognition latency just kills the whole workflow sometimes.
- @anirudhsanga (3): @russelljkaplan @cognition Frontier diffusion is beautiful to watch
- @xajiopx (2): @russelljkaplan @cognition what measures the 20 percent traffic from 10 point gains?
- @IgorZIJ (1): @russelljkaplan @cognition faster - not better - is the new frontier
Nat 反思当前大模型在写代码和做机器学习任务上表现不错，但在做演示文稿、长文内容设计等非技术类创作时依然很拉胯，让他觉得距离真正的 AGI 还有一段路。
Trying to use the models for things outside of coding / ml, like making slides or coherent plans or longish content design, makes me feel the AGI-is-going-to-take-a-while.
受众观点：① 认为问题在于模型缺乏对受众心智和共情能力的用户，强调写作需要理解读者状态而不仅是语言能力（@giffmana, 56likes） ② 认为是“驾驭方式和品味”问题，模型能力够用但需要更好的 harness 和人类审美把关（@din0s_, 8likes） ③ 分享具体工具体验的人，提到 Opus 在用 JavaScript 生成幻灯片时很强，但风格明显“代理感”很重（@jbohnslav, 15likes）
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- @giffmana (56): @natolambert It all boils down to lack of empathy with the recipient's state of mind, imo.
- @jbohnslav (15): @natolambert opus makes great slides in javascript. just looks very different and obviously agentic compared to the slides I'd make by hand
- @din0s_ (8): @natolambert harness & taste issue imo. former is solvable
- @GesturingMan (5): @natolambert Non-verifiable domains are tough still.
- @yacinelearning (5): @natolambert it would be hilarious if the model can’t get good at writing because they are too good at coding
matt pocock 展示自己基于 TLDraw 的绘图 agent 最新输出，虽然箭头很多但配色和结构已有可用水准。
My TLDraw agent is getting better Pretty arrow-heavy, but not bad. Nice use of colour in particular https://t.co/fzRW2RgV3g
受众观点：① 有人回顾早期版本，能看出当前 agent 在布局和表达上的明显进步（@mattpocockuk, 33likes） ② 部分用户觉得图还不够好看，说明大家对 AI 生成可视化的审美要求在提高（@ImSidkg, 1likes） ③ 也有人被图中的一句“agent wrote it is no excuse”文案戳中，认为这种自嘲式提醒很适合贴在墙上（@giacomomasseron, 1likes）
展开评论
- @mattpocockuk (33): This was an early attempt https://t.co/yMjQD6w52j
- @jonteho (2): @mattpocockuk MATT https://t.co/KrrRVi2G4g
- @ImSidkg (1): @mattpocockuk Matt, it just doesn't look good tbvh
- @giacomomasseron (1): @mattpocockuk agent wrote it is no excuse might be the only line in that diagram i'd actually print and stick on a wall
- @pid1_ (1): @mattpocockuk Looking forward to your Software Factory course. I already have the buy in from management to go all in ✌️
rauchg 宣布开源一个基于 libfx 的高速 HTML artifact builder，为 v0 提供能抗服务器崩溃和 LLM 不稳定的耐久代理底层。
We open sourced a *really fast* HTML artifact builder. It's powered by libfx, making the agent durable. Building the low-level plumbing for v0 to survive server crashes, flaky LLMs, function limits w…
受众观点：① 开发者实测用它在一分钟内就生成了理发店落地页，强调生成速度和上手门槛很低（@CodeWithKolin, 2likes） ② 有人关心是否只支持 HTML，期待扩展到更多前端或多模态输出形式（@farilyaz, 2likes） ③ 多条评论认为真正的卖点是崩溃恢复和耐久层，而不仅仅是生成速度（@jatingargiitk, 2likes）
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- @CodeWithKolin (2): @rauchg This is crazy. Just made a Barber shop landing page in less than a minute https://t.co/Tq5NB6jVbV
- @farilyaz (2): @rauchg only html or others as well?
- @RateLimitRick (2): @rauchg finally something that survives my prompts
- @jatingargiitk (2): @rauchg resuming after a server crash mid-generation is a better pitch than the speed.
- @whyNexqor (2): @rauchg the durability layer is the product
thdxr 感叹各公司内部工具数量爆炸，跳槽就要重学一堆新系统，但认为未来可以用 agent 来快速学习和驱动这些内部工具。
the amount of internal tooling is exploding, it must be at all companies a weird side effect is when you switch companies then it's all new tools you have to learn, way less consistency than before b…
受众观点：① 有人指出如果内部工具都提供 API 或 MCP 接口，代理可以直接对接，学习成本会大幅下降（@ryanvogel, 9likes） ② 也有人认为在这个时代还纠结学新工具的人已经落后，暗示工具学习能力是基础素养（@shuv1337, 8likes） ③ 有评论补充不仅是学习，代理还可以直接驱动这些工具执行任务，而且大多数内部系统并不会主动限制自动化（@nearbycoder, 1likes）
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- @ryanvogel (9): @thdxr if all of the internal tools have API/MCP access you can technically learn them instantly since your agent would interface
- @shuv1337 (8): @thdxr anyone who worries about learning new tools is already cooked now anyways
- @Divten7 (1): @thdxr first week is just asking where the buttons went
- @jkudish (1): @thdxr Take your tools with you
- @nearbycoder (1): @thdxr Not just learn use the agent to drive them. Very much doubt any internal tools are getting code to throttle / reject automation software
scaling01 讨论 Inception 的 Mercury 系列，估算最新的 Mercury 3 可能达到约 280B 参数，并好奇扩大的扩散式 LLM 是否正在起飞。
are diffusion LLMs taking off? they say it's over 40x larger than Mercury 1 if Mercury 1 was something like 7B, then Mercury 3 would be > 280B https://t.co/bf7Kq0Ejy6
受众观点：① 官方研究者确认 Mercury 系列正在快速扩容，强化了扩散 LLM 正在被积极放大的信号（@StefanoErmon, 54likes） ② 有人质疑拿 Haiku、Luna 这类“中等努力”模型做对比不够公平，认为基准选择存在偏差（@_Teskh, 15likes） ③ 关注价格和参数规模细节的用户，指出发布表里 40 倍是总参数对比，且正式定价比宣传表更贵（@indrajeet877, 2likes）
展开评论
- @StefanoErmon (54): @scaling01 Yes we are scaling rapidly!
- @_Teskh (15): @scaling01 Comparing to medium effort is highly sus Nobody seriously uses haiku/luna med
- @indrajeet877 (2): @scaling01 $0.10 / $0.35 in that table is the 50% launch price. Inception's blog lists Mercury 3 at $0.20 / $0.70. At list, that's 2x Luna and Haiku on input and 1.4x on output, using the same table. The 40x is total parameters, and the blog gives no count for either model. http…
- @Eliopyr (1): @scaling01 a 280b diffusion llm would be wild if true
- @taiyanghere (1): @scaling01 280B 还能 1000+ tok/s，diffusion 这条路有点东西
Cloudflare 发布 Clairic 系统一模型，用来从非结构化文本中抽取、计算和预测结构化数据。
Introducing Clairic, from Cloudflare. A System One extraction modeI, capable of extracting, computing, estimating, and forecasting data from unstructured inputs. https://t.co/6YmT4O0er4
受众观点：① 开发者把 Clairic 当成更聪明的自己，调侃 system one 模型像没喝咖啡前刷信息流，速度快但自信心爆棚（@luca_iaconelli, 4likes） ② 做票据和收据解析的开发者关心 Clairic 是否支持数组型明细行，而不仅是平铺字段，期待用它替换慢速 LLM（@antonioivski, 3likes） ③ 有人看好 Clairic 在浏览器自动化、网页抓取和结构化抽取上的潜力，认为可能改变 scraping 工作流（@iambchoor, 3likes）
展开评论
- @luca_iaconelli (4): @Cloudflare system one model. so basically me skimming my feeds before coffee, fast and way too confident
- @antonioivski (3): @Cloudflare This is exactly what I needed for Spliit Cloud! Currently relying on a slow LLM to turn messy receipt OCR into structured data (merchant, total, items). One question: can it handle arrays of line items, not just flat fields?
- @iambchoor (3): @Cloudflare Could be a game changer for browser use and scraping/extraction.
- @lambdagent (1): @Cloudflare You state: ``` Clairic → Clef → GLM-5.3: Latency, end to end: 19.3 s ``` And I counter with: ``` GHC -> Clef (Omni) -> Λ-gent Latency, end to end: 2 s ``` In Haskell (GHC) everything thing is data, therefore, everything data related can be mapped (logically / m…
- @vitromancer (1): @Cloudflare Nice!
marclou 分享自己为邮件工具 Newsletter OS 新上线的一批功能，从帮助中心、设置重构到拖拽编辑器和 iPhone 预览，强调靠“think, prompt” 的 vibe coding 工作流快速迭代。
I just shipped this to https://t.co/D3PMnJqNa5: 📚 Help center 🧭 Settings redesign 🎯 Contact segments 🆕 What's new popup ✋ Drag-and-drop editor 🎨 8 customizable themes ✏️ Editable contact status 👁️ Re…
受众观点：① 有用户关心这些新功能是否能被 agent 通过 MCP 等方式调用，说明大家已经在用代理操作 SaaS（@fulco__, 8likes） ② 也有人给出更酷的更新展示方式，认为单纯 bullet list 不足以体现产品价值（@AlchainHust, 4likes） ③ 部分用户提出导入 beehiiv 等平台数据时的自定义字段问题，担心迁移会丢数据（@EduardThony, 2likes）
展开评论
- @fulco__ (8): @marclou I feel like the only thing I care about these days is whether my agent can use these features. Is all of it controllable through mcp?
- @AlchainHust (4): @marclou 8 features deserve more than a bullet list. Here's a cooler way to show off a product update 👇 https://t.co/iTZavswXIb
- @EduardThony (2): @marclou Can you bring custom fields? I would loose all my data if I import from beehiiv:(
- @NoRiskNoParty (2): @marclou Behiiv rn https://t.co/qdpyQUgB9I
- @mynameisaniket (1): @marclou It's think, prompt, test, think, prompt, test. :)
Arena 宣布 MiniMax-M3.1-Flash 在 WebDev Code Arena 上线，相比上一代 MiniMax-M3 综合得分大幅提升且价格腰斩，并在多个应用类别的开源模型排行榜中显著跃升。
MiniMax-M3.1-Flash by @MiniMax_AI is live in the Code Arena: WebDev. It debuts at #12 among open models with 1588 pts (#32 overall). It also lifts MiniMax to #12 among all labs! MiniMax-M3.1-Flash is…
受众观点：① 官方补充 MiniMax-M3.1-Flash 在开源模型中排第 12 名，并引导大家查看 WebDev 详细榜单（@arena, 13likes） ② 有人注意到前几名里有多家中国开源模型，认为关键在于单位 token 性能价格比，性能护城河正在变薄（@Ougil1988, 1likes） ③ 也有用户对分数差距敏感，指出新模型距离第一名只差两百多分，暗示开源阵营整体竞争激烈（@xajiopx, 1likes）
展开评论
- @arena (13): Among open models, MiniMax-M3.1-Flash is #12 (#32 overall). Dive into the Code Arena: WebDev details at https://t.co/GFZ3FCC7Cl https://t.co/ZEKe3jUgo8
- @xajiopx (1): @arena @MiniMax_AI 218 points is all that sits between first and this new entry
- @Ougil1988 (1): @arena 榜单上有意思的不是第12名本身，而是前六里坐了三个中国开源模型：Qwen、DeepSeek，加上这次的MiniMax。Flash版本一次+106分，说明能力的边际成本在塌缩，单纯的性能护城河越来越薄，真正的分水岭变成单位token的性能价格比。开源阵营现在拼的不再是谁更聪明，而是谁能把前沿智能卖得更便宜。
- @VibyraHQ (1): @arena @MiniMax_AI meh
- @giacomomasseron (1): @arena @MiniMax_AI does the 1588 come from single shot generations or can the model iterate on its own output in there
独立开发者 Marc Lou 借大厂涨价“贪婪”为机会，推出更便宜的替代产品并晒出早期 ARR 计算方式。
Their greed is my opportunity https://t.co/gCYNzdagqQ
受众观点：① 有人吐槽他用传统月收入×12 算 ARR 过时，分享用最近几天收入年化的“现代算 ARR 方法”，顺便帮他算出更夸张的年经常性收入数字（@damonchen, 12likes） ② 读者关心极低价格在规模扩大后是否还能维持，尤其是当用户量和客服成本上来时的可持续性（@i_mika_el, 4likes） ③ 一些人好奇他是如何把产品做得这么便宜，质疑如果他能做到为什么其他人做不到，背后隐含对技术门槛和效率的讨论（@OliverParelius, 3likes）
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- @damonchen (12): @marclou WRONG WAY to get the ARR number now the modern way is revenue you made in XX days / XX * 365 it's been 5 days so $421/5*365 it would be $30,733 ARR
- @i_mika_el (4): @marclou How much cheaper can you stay once volume and support costs kick in?
- @OliverParelius (3): @marclou Does anyone know how he made if so cheap? And if he can do it, why can’t anyone code if?
- @ZakariaaZouitni (2): @marclou Do you use Amazon SES for your outbound email IPs?
- @DaniloBailon (2): @marclou Marc how would you manage distribution if you start with 0 followers, you doing great 👍
willcb 评价 Anthropic 让员工把大约一半股份锁定为长期质押，用来为现有研究方向融资的创新资本结构，既限制流通股本又让员工获得捐赠抵税。
this is a very creative capital structure. everyone at anthropic agrees to lock ~half their shares as illiquid collateral for funding the kinds of research anthropic already does a lot of. float is m…
受众观点：① 原作者补充指出所谓“公益基金”的激励其实也和股价挂钩，暗示结构设计兼顾了理想和做多公司价值（@willcb, 62likes） ② 有人提到 Anthropic 从估值很低时就承诺捐赠，认为外界阴谋论忽视了其长期一致的意识形态（@scalinglaws, 3likes） ③ 也有用户从政治立场出发，承认自己反对其政治观点但认可其在传播世界观上的聪明和资源整合能力（@dionizije_fa, 2likes）
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- @willcb (62): also nice touch that the incentives of the "public benefit fund" are directly tied to pumping the stock
- @krishnanrohit (7): @willcb when anthropic said employment is in trouble ... https://t.co/EaROQ03xd2
- @scalinglaws (3): @willcb they’ve been pledging to donate since the beginning when Ant was worth nothing; wild how just being ideologically consistent from the start is considered too implausible and conspiracy theories are more likely
- @dionizije_fa (2): @willcb I am against their politics but they're smart and resourceful in spreading their worldview. https://t.co/KHPScMeSzW
- @Jskybowen (0): @willcb If it's into a LLC and not a 501c do you actually get a donation write off?
Arena 公布 DeepSeek-V4.1-Flash-20261017（Max）在 Agent Arena 中成为开源模型第一名，以较低成本获得接近 GPT-6.1 Sol 的代理任务表现，并在多项可靠性和用户好评指标上领跑开源。
Big news: DeepSeek-V4.1-Flash-20261017 (Max) by @deepseek_ai is now the #1 open model in Agent Arena! It just landed at #11 overall with +5.1% net improvement across +7.5K real-world sessions. This p…
受众观点：① 官方强调 DeepSeek-V4.1-Flash 在 Agent Arena 中以约 0.20 美元的中位任务成本，获得约 37% 的 GPT-6.1 Sol 性能提升，重塑了开源模型的性价比边界（@arena, 1likes） ② 有人感叹开源模型追赶闭源的速度越来越快，几个月就能缩小差距（@xabzxbt, 0likes） ③ 也有用户提醒“工具幻觉为零”只意味着没有调用不存在的工具，并不保证任务整体正确性或内容准确（@Rennix7t, 0likes）
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- @arena (1): Dive into the Agent Arena at: https://t.co/sE9q4FSYAt
- @vibecodeprof (1): @arena @deepseek_ai Does GLM 5.2 bench better than 5.3?
- @xabzxbt (0): @arena @deepseek_ai open models closing the gap in months now
- @Rennix7t (0): @arena @deepseek_ai 这里的工具幻觉只检查模型有没有调用不存在的工具或接口。没有这类调用，不代表返回内容准确，也不代表整项任务做对了。
- @tiancaijb666 (0): @arena @deepseek_ai @grok net improvement 是什么意思？ 负的 net improvement 就是说把代码改坏了吗？
Arena 宣布未来 14 天内开放在平台 Direct Mode 直接体验 OpenAI 最新图像模型 GPT-Image-2.5 Sunburst，该模型在多项图像生成和编辑榜单上排名第一。
For the next 14 days on Arena, GPT-Image-2.5 Sunburst by @OpenAI will be available to test directly on Arena! @OpenAI’s latest image model is ranked #1 in the Text-to-Image Arena, the Image Edit Aren…
受众观点：① 官方引导用户在 Direct Mode 中直接选择 GPT-Image-2.5 Sunburst 进行测试，强调这是限时开放机会（@arena, 5likes） ② 有用户表示最关心多次编辑中细节能否保持一致，因为这是以往所有图像模型的主要痛点（@Avery_Coree, 2likes） ③ 也有人想看多图编辑能力与其他模型的并排对比，关注真实对照效果而不是单独展示（@jimmyyangrz, 1likes）
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- @arena (5): Use GPT-Image-2.5 Sunburst in Direct Mode on Arena now: https://t.co/cBLzj0blrO
- @Avery_Coree (2): @arena @OpenAI consistent details across edits is the one i'm testing first. that's where every image model falls apart on me
- @jimmyyangrz (1): @arena @OpenAI has anyone put the multi-image edit side by side with nano banana yet? that's the one i'd actually want to see
- @wolfgangg37 (0): @arena @OpenAI sunburst looks impressively vivid
- @sandor_bal6746 (0): @arena @OpenAI Thank you Arena Team
scaling01 在讨论 OpenAI 内部文化，称 Jakub 是少数真正重视安全的好人之一，并暗示有些人更想无上限加速到 ASI。
from what I've heard Jakub is one of the good guys at OpenAI not that others are bad, but some are less concerned and would like to loopmaxx until ASI
受众观点：① 关心 OpenAI 内部路线之争、但缺少技术背景解读的一般技术从业者 ② 在做 AI 产品、需要在“卷能力”与“做安全”之间取舍的独立开发者 ③ 关注 AI 安全、但想知道这对普通开发者意味着什么的工程师群体。
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- @iruletheworldmo (2): @scaling01 hope they don’t root him out like the rest.
- @Christo31306687 (1): @scaling01 From what I have heard Ilya was the best at openai. He created the superalihnment team at openai and convinced people like Scott aaronson to work there.
- @IlVateII (1): @scaling01 We need to push significantly harder on two fronts simultaneously: 1. Cognitive capabilities—today’s models are still anything but truly general. 2. Safety—labs started investing far too late, and current efforts are still nowhere near what’s actually needed.
- @xabzxbt (0): @scaling01 Fair, the loopmaxxers are the ones to watch
- @gonzaresu1414 (0): @scaling01 Sounds like Jakub’s the friendly neighborhood AI, while the rest are just waiting for the hype train to reach the singularity. https://t.co/jWOFpdtT8c
Code Arena 公布最新 WebDev 榜单，Meta 的 Muse Wonder Full (Max) 首次上榜就拿到第 6 名，总分超越 Claude Sonnet 5.5 和 Gemini 4 Argon，直接把 Meta 顶进实验室综合排名前三。
Exciting news: Muse Wonder Full (Max) by @AIatMeta has just debuted in the Code Arena: WebDev at #6 overall with 1726 pts, putting Meta in the top 3 labs! This is +75 pts and 11 places above Muse Won…
受众观点：① 关注各家代码模型真实对比、需要为项目选型的独立开发者和小团队工程师 ② 想了解 Meta Muse 系列在 WebDev 场景下实际表现的 AI 从业者 ③ 关注模型排行榜方法论、想用 Arena 榜单做决策的技术读者。
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- @Musecases (2): @arena @AIatMeta Number six in week one. That is a strong start.
- @Avery_Coree (2): @arena @AIatMeta meta suddenly shipping like a startup, love it
- @Kimilooweb3 (1): @arena @AIatMeta how does it hold up on multi-file debugging?
- @harden_369741 (1): @arena @AIatMeta Top 3 lab debut on the first appearance is wild. I've been using arena leaderboards as my cheat sheet for which model to try next, and the churn is getting hard to track.
- @indrajeet877 (1): @arena @AIatMeta The +16 over Claude Sonnet 5.5 is against its High setting (#7 on your chart, 1,710, not #17). At xHigh, Sonnet 5.5 is #3 at 1,769, 43 points above Muse Wonder Full. On the Elo scale that's 52:48 for Muse vs High and 44:56 vs xHigh. The effort level picks the he…
jbhuang0604 分享一支教学视频，系统讲解当模型大到单卡放不下时，如何用混合精度、ZeRO 和 FSDP 等技术在多 GPU 上完成训练。
How to Train Models Too Big for One GPU AI models are getting larger! How do we train them when they can't fit? This video covers how we represent and store real numbers, mixed-precision training, an…
受众观点：① 想自己微调或训练模型、但只有一两张消费级 GPU 的独立开发者 ② 做 AI side project、需要理解显存开销和分布式训练基本概念的工程师 ③ 想把研究论文里的大模型训练方法落地到实际工程的 ML 从业者。
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- @xajiopx (1): @jbhuang0604 zero fails if layers still exceed the 32 gb gpu
- @Pritam_ai (0): @jbhuang0604 Sweet
- @blindmelon1 (0): @jbhuang0604 🙏Keep doing amazing work
- @devnp2007 (0): @jbhuang0604 Without seeing I can assure this will be top notch
- @RyanJ_KOL (0): @jbhuang0604 A worked memory budget would be a useful companion to this: parameters, gradients, optimizer state, and activations shown separately. It would make it easier to see which part each technique is actually addressing.
HN 上一篇关于"以后编程会不会只能当爱好"的讨论，引出了程序员在 AI 工具普及后工作内容变化、职业尊严和写代码成就感流失等情绪化争辩。
It's still ok to enjoy programming
受众观点：① 被迫在公司里用 AI 工具、却觉得工作变得更碎更管理化的工程师 ② 想转向产品/独立开发、但又舍不得写代码乐趣的程序员 ③ 关注团队如何在引入 AI 后重新定义岗位和绩效的技术管理者。
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- @esafak (0): So you're staying you can still program as a hobby. Well, of course. You can also write poetry and do other things you won't get paid for. People are complaining that they don't get to enjoy what they do for work any more.
- @128317836 (0): HN is 70% AI propagandists and bots who flood people's attention so they do not develop independent thoughts. This needs to happen daily, because 48 hours might leave people room to think. These are talkers who have never produced anything, taken everything from open source whil…
- @ryandvm (0): I don't know that anyone suggested it wasn't OK to enjoy programming. My problem with AI is that it now excels at the part of the job that was my favorite (writing code) and it leaves me to do the part that I suck at (being a manager). In 18 months or so my job satisfaction has…
- @dleslie (0): I have friends that enjoy knitting and sewing. Those are great pastimes made commercially unviable for most because of great leaps in logistics and automation. But they are absolutely valid and enjoyable hobbies. And the skills they provide are transferable. Patience, attention…
- @cute_boi (0): The problem is that AI is creating a race to the bottom. We are forced to use AI tools and burn tokens because leadership don't have a clue. And even if you're doing complex work, people will assume it's just a prompt... I enjoy writing complex programs because I get appreciatio…
HN 讨论一位开源作者在 AI 时代对写代码和维护项目失去兴趣的长文，围绕编程乐趣、用 LLM 辅助写库、以及开源被大公司长期白嫖的现实展开激烈争论。
I no longer care to work on any Ruby gems so I've archived all my repositories
受众观点：① 正在大量使用 AI 写代码、但担心自己技术退化的工程师 ② 维护小众开源项目、对大厂白嫖心态复杂的作者 ③ 想在 AI 时代继续靠写代码谋生的独立开发者和自由职业者。
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- @lbrito (0): What a great phrase! >When people claim that it’s no longer sustainable to write code by hand, they’re not entirely wrong, but only in the same way that it’s no longer sustainable to sleep in a bed once someone has taken a shit in it.
- @dahrkael (0): Ruby is still fun to write, in fact I make the LLMs write the underlying libraries in Rust while I enjoy writing Ruby on top. win win
- @rsolva (0): I'm so conflicted about this. I do love being able to create and bring ideas to life at the light of speed. But I also see the unique value in the experience of coding, deeply caring about the craft. Can we have both?
- @varispeed (0): > In that context, I no longer feel inspired to contribute to a commons that’s being strip-mined by massive corporations Open-source was always strip-mined by massive corporations. It was main source of free labour for decades. Unfortunately there are always people willing to su…
- @flerchin (0): > You want changes? Go ask your agent or something. I’m told that’s what you’re supposed to do now. I’m out. Totally fair. The source code is open. Thanks for all the fish.
HN 讨论一起围绕"cyberspace" 等科幻术语商标纠纷的旧案，延伸到大公司如何白拿科幻作家创意、以及像 Autodesk 这类公司在品牌和社区关系上的争议。
William Gibson and the trademarking of cyberspace
受众观点：① 正在给新产品取名、容易被科幻梗吸引的独立开发者 ② 对知识产权和开发者文化交叉地带感兴趣的工程师 ③ 需要给产品线做品牌延展、担心踩商标坑的早期创业者。
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- @cubefox (0): Meanwhile, "cyberpunk" has been successfully trademarked in the US, even though it describes a literary genre. That's like someone trademarking "space opera", "romantasy", "film noir" etc.
- @jMyles (0): Whatever else is real or myth with regard to these trolly pranking trademark spats, I think it's pretty reasonable to say that the term "cyberspace" emerged amidst - or at least adjacent to - a lot of LSD and Grateful Dead tapes. https://w2.eff.org/Misc/Publications/John_Perry_B…
- @vessenes (0): It's a somewhat liminal experience to walk with a famous sci-fi author through a tech conference; there are many, many callouts. Money is never sent in thanks for the inspo. The one that sticks out to me the most is Facebook rebranding to "Meta" -- Neal Stephenson coined the ter…
- @koolala (0): I'm glad it failed to trademark. Autodesk is one of the worst corpo's around when it comes to being corpo. How un self-aware for them to make that 'street' joke. They were like a 100+ million company back then.
- @jrochkind1 (0): it's humorous that he thinks that letter was "conciliatory".
HN 上一篇关于把某款 3A 游戏（包括重制版 The Witcher）移植到 OpenBSD 上运行的帖子，引发了对移植工作量、硬件支持和 OpenBSD 生态的讨论。
Wine ported to OpenBSD
受众观点：① 对系统层和图形栈感兴趣、喜欢在冷门平台上折腾的开发者 ② 想了解 OpenBSD 桌面/游戏生态现状的工程师 ③ 做跨平台引擎或工具、需要评估支持 OpenBSD 成本的独立开发者。
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- @ndbe (0): Insane work! There's even the remaster of The Witcher running! If I had money I would simply gift to those guys.
- @throwaway27448 (0): Out of curiosity, how much work/what sorts of openbsd-specific details must be addressed to get such a port working?
- @Bluescreenbuddy (0): Good lord this is awesome
- @ericfrederich (0): My first thought was this must have something to do with the development momentum around the PS5 but that apparently runs FreeBSD not OpenBSD.
- @CodeCompost (0): That is awesome. I take it I can't run this with nVidia.
Hacker News 上围绕一款新发布、与 DeepSeek Flash 等对比的高性价比大模型展开讨论，涉及参数规模、推理速度和价格表现。
MiniMax M3.1 Flash
受众观点：① 有人关心这款模型与 DeepSeek Flash 的价格和性能对比，想看真实 benchmark（@swiftcoder） ② 有评论推测模型参数规模和推理速度，关注是否能在本地或中小型硬件上运行（@terhechte） ③ 也有人感叹便宜又够用的模型越来越多，但抱怨发布时很少给出真实耗时数据，难以评估工作场景价值（@LaurensBER）
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- @swiftcoder (0): Curious if anyone has put it up against DeepSeek Flash yet, see if the price/performance benchmarks hold up?
- @terhechte (0): The weights have yet to be released. The previous MiniMax M3 had (I think) ~428B parameters. Since this one is called Flash and they advertise it as inference being 3 times faster, there's the possibility that this will be a ~150B size model which would (quantized) run on DGX Sp…
- @LaurensBER (0): Another day where the Pareto frontier is moved up and to the left! I haven't tried this model yet but Deepseek and the GLM 5.3 series do feel like "enough" for a lot of tasks, it's pretty amazing to see that we're still getting better and cheaper models all the time. I only wish…
- @theanonymousone (0): Dupe, dupe, dupe, dupe, and dupe: https://news.ycombinator.com/item?id=50151561 https://news.ycombinator.com/item?id=50151576 https://news.ycombinator.com/item?id=50153196 https://news.ycombinator.com/item?id=50153612 https://news.ycombinator.com/item?id=50153725
- @loufe (0): Odd choice to have a mix of opus 5 and 5.5 in different graphics.
HN 讨论一篇关于用器官芯片等体外模型替代动物实验的报道，围绕伦理、监管态度变化和 DARPA 等机构早期项目展开补充和吐槽。
Alternatives to animal testing are finally taking off
受众观点：① 对 AI 在生物医药落地感兴趣的工程师和数据科学家 ② 关注动物实验替代方案、但不熟悉具体技术路线的开发者 ③ 想了解监管如何影响新技术采纳节奏的产品经理和创业者。
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- @willmeyers (0): As slow as it may be to adopt, it's a welcome change to how people should do research. Why induce suffering on an animal when the potential for failure and or miscalculation is so high? It seems from the article a model/chip can be more insightful on how something will affect hu…
- @sandworm101 (0): Funny animal research story: University had an animal research committee to which anyone wanting to "use" an animal on university property had to submit proposals. Theatre department wants to "borrow" a lamb from the school's agricultural department research herd. Female charact…
- @persedes (0): Nice to see TissUse getting a shout out :) the FDA wanted data from organs-on-a-chip or some comparable alternative. This is the main takeaway from the article imho and great news! ~15 years ago those systems were were not very interesting for pharma companies (bayer used to hav…
- @Aboutplants (0): Ah lest we forget about Jevons Paradox. With the ability to discover a nearly infinite number of potential breakthroughs, we are going to need more animal testing than ever! (Sarcasm but also some potential truth)
- @greenavocado (0): This was already figured out and built out years ago https://www.darpa.mil/research/programs/microphysiological-s...
HN 讨论一家做时间序列预测的基础模型（由 Mistral 推出）的效果，有人赞叹几分钟就能跑出不错结果，也有人质疑宣传夸大和通用时间序列模型的实际价值。
Timestral: Mistral's time-series foundation models
受众观点：① 在做订阅收入、流量或运营指标预测的独立开发者 ② 想把时间序列模型接进产品但被各种 marketing benchmark 搞晕的工程师 ③ 关注 Mistral 等厂商如何把基础模型往垂直场景扩展的产品经理。
展开评论
- @edot (0): Very nice. It’s mind-blowing to me that it used to take me months to build and deploy a forecasting model five years ago. Now in minutes I can use something like this, implemented with help from an LLM, and get apparently quite good results (and fine-tune on my data, it seems).…
- @nelaggy (0): crazy how they make an improvement of 0.03 look like a 5x difference
- @beernet (0): Meh....time series data is fundamentally different from textual data. I see why a time series "foundation model" seems appealing, especially to the marketing folks at Mistral. Real-world usability is very limited, which is probably the reason why the blog post features an imagin…
- @ritzaco (0): Any 'vibe check' on these; I don't have benchmarks but I tried out Le Chonk for general coding work that they claim it works really well at and I was very disappointed, it seemed to make all kinds of obvious errors of the kind that I haven't seen from opus, sol, deepseek flash e…
- @joefourier (0): My field is primarily audio/vision ML so I don't have any particular domain expertise, but I don't get how you can lump all "time-series" together in one big bucket. My naive understanding is that the way to improve the accuracy is to gain as much joint information as possible.…
Hacker News 上 Inception 团队发布 Mercury 3 扩散式 LLM，号称在速度、上下文长度和价格上对标并超越 GPT-6 Luna 与 Claude Haiku 5.5。
Mercury 3: Diffusion at scale
受众观点：① 有人直接引用官方参数，对模型在质量、速度、上下文和价格上的指标非常感兴趣（@cmrdporcupine） ② 创始人详细介绍 Mercury 3 的扩散式生成机制和扩展路线，强调在 Blackwell GPU 上的高吞吐和长上下文（@volodia） ③ 也有用户关心模型是否支持多模态、实际大小和训练细节，以及新玩家追赶前沿模型的可行性（@moonu）
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- @cmrdporcupine (0): "Quality: On par or better than frontier speed-optimized models like GPT-6 Luna and Claude Haiku 5.5. Speed: 1,068 tokens per second on NVIDIA GPUs. Context: 1M tokens, up from 260K for Mercury 2.5 Price: $0.20 per million input and $0.70 per million output tokens. At launch, Me…
- @camdenclark (0): Looks excellent, looking forward to trying this out. Feels like we're reaching a critical point where these become competitive.
- @volodia (0): Hi HN, this is Volodymyr, Inception Co-Founder & Chief Scientist. Today we're launching Mercury 3, our most capable production diffusion LLM. Quality: Outperforms GPT-6 Luna and Claude Haiku 5.5 across a range of benchmarks at matched reasoning effort. Speed: 1,000+ tokens per s…
- @moonu (0): I really wish they would make these multimodal. Seems like a definite improvement over 2.5 though in my testing
- @loufe (0): I'm very curious what the actual model size is and how the training process differed from a traditional LLM. Cool work regardless, incredible how catching up to a few months behind the cutting edge now seems like an achievable feat for new entrants, if still quite costly.
Hacker News 讨论 Let’s Encrypt 多视角验证机制在 BGP 劫持场景下仍被绕过的案例，以及是否应强制结合 RPKI 提升 TLS 证书安全。
Let's Encrypt is adding two additional remote perspectives for domain validation
受众观点：① 有人引用具体攻击案例，说明即便有多视角验证，BGP 劫持仍能骗过 CA 获取合法证书（@throw0101a） ② 评论回顾 Let’s Encrypt 让 HTTPS 普及的历史，感叹从昂贵复杂到默认开启的变化（@Schlagbohrer） ③ 也有用户抱怨证书有效期缩短、协议频繁变更让系统更脆弱，自动化一旦出问题网站就会整体失效（@superkuh）
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- @throw0101a (0): In August an attacker was able to get a certificate issued even with multi-perspective validation: > For 33 hours in late August, a rival network hijacked a block of Hetzner-hosted infrastructure serving Softaculous and Virtualizor, using it to issue a valid TLS certificate and…
- @Schlagbohrer (0): It is wild to think that enabling HTTPS used to be difficult and expensive before Let's Encrypt came along in the wake of the Snowden revelations.
- @nbadg (0): For anyone else who didn't have "remote perspectives" in their personal technical lexicon: this refers to performing the ACME challenge/response check when validating the domain of a certificate signing request from multiple physical locations, and therefore via multiple physica…
- @Tepix (0): It's a shame that now, where S/MIME is a feature of pretty much every mail app, noone uses it outside of businesses. Opportunistic encryption between mail servers isn't good enough. We really need a CA that does for mail what Let's encrypt has done for HTTP: The CA needs to prov…
- @superkuh (0): What we really need form Lets Encrypt is stability and lack of change. But LE is just following the megacorps down the current TLS road. We're already down to only 30 day certs and on the second iteration of acme. Acme original protocol setups no longer work, they were broken by…
Hacker News 讨论 CERN 等欧洲科研机构与 Mistral 等本土 AI 厂商合作推进基础研究、减少对美企双寡头依赖的消息。
CERN and Mistral sign a statement of intent to establish a strategic partnership
受众观点：① 很多开发者为欧洲科研机构拥抱本土 AI 提供商叫好，希望更多大学和研究中心加入（@havaianaslife） ② 有人强调这是对抗美国 AI 双寡头、让真正科研受益的积极信号（@chews） ③ 也有用户单纯为 Mistral 等欧洲团队在基础研究上的进展感到兴奋（@AndrewKemendo）
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- @trilogic (0): Great news, let them cook.
- @havaianaslife (0): I hope European university networks and their underfunded labs will join forces as soon as possible with other European national research centers.
- @chews (0): Wonderful news to not see the duopoly accelerating real science.
- @AndrewKemendo (0): This is great progress in fundamental research and I’m thrilled to see Mistral leading it. Makes perfect sense and I’m glad that CERN is focusing on EU providers
- @swingandamiss (0): Wait, so we like AI now?
作者吐槽一家 YC 背书的公司在资金吃紧后发“纯佣金、自找客户”的销售岗位，被当成正式工作招聘来忽悠人。
this guy got called out lol. looks like the yc funds dried up. job posting states: "Independent, commission-only role. You prospect your own accounts and close your own deals." im tired of these link…
受众观点：① 有人把纯佣金岗位放在更广泛的支付行业背景下，指出这种 1099 代理模式本身并不丑闻，问题在于被包装成有底薪的正式销售岗，靠模糊描述误导求职者（@DWKemp, 6likes） ② 不少人共鸣 LinkedIn 上充斥这类“励志+忽悠”的招聘和内容，调侃如果地狱存在就是无尽刷 LinkedIn 时间线（@BenToFound, 8likes） ③ 也有人认为虽然发帖很蠢，但从资源利用角度看创始人算是“很会搞事情”，反映出对灰度操作的复杂态度（@kornsteinmax, 1likes）
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- @BenToFound (8): @om_patel5 hell is actually just an eternity spent scrolling on LinkedIn
- @DWKemp (6): @om_patel5 Commission-only isn't the scandal. Half the payments industry runs on 1099 agents paid on residuals, and plenty do well at it. The problem is posting it like a salaried sales job and hoping nobody reads the fine print.
- @cwkdotone (4): @om_patel5 Incredible stuff. He even brought the LinkedIn slop here. Real dedication.
- @mustafascales (1): @om_patel5 Bro this is so hilarious 🤣
- @kornsteinmax (1): @om_patel5 As dumb as his post is, he’s being pretty resourceful
boringmarketer 详细分享如何用 AI agent 找到并拿下年营收 200–2000 万美元的本地企业客户的完整实战 playbook。
How to Win $2M to $20M Local Businesses as Clients with AI Agents I typed one sentence into my coding agent: find me plumbers in Dallas worth pitching. About a minute later it had looked at 100 Dalla…
受众观点：① 有人感叹大多数人还在给硅谷 AI 圈卖工具，而这篇文章展示了把 agent 卖给传统本地生意的巨大机会，认为这是更务实的方向（@gregisenberg, 13likes） ② 小体量服务商和营销从业者把这篇视作真正可执行的指南，而不是泛泛的 GHL/SEO 落地页，感谢作者给出从选细分到签下首个客户的全流程细节（@mdnlabs, 1likes） ③ 读者开始在细节上延展，比如建议在第 3 周触达里加入本地地图覆盖情况，对比同一公司在不同郊区的搜索曝光，进一步丰富 playbook（@Kerbrank, 0likes）
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- @gregisenberg (13): @boringmarketer i seriously dont know why more people are selling agents to boring businesses istead of selling agents to ai pilled tech people in sf
- @mdnlabs (1): @boringmarketer Finally, a true guide. Unlike GHL seo pages. Thank you so much
- @Kerbrank (0): The week 3 touch is where I'd bring in the map. A plumber covering Dallas and Fort Worth can be top three near the shop and missing in half the suburbs it serves, and the owner rarely knows because they search from the office. That's useful to hand over even if they never hire y…
创作者 Rob 宣布明天的邮件通讯会免费送出他课程《The Attention Playbook》中的一节内容。
I probably shouldn’t do this, but I’m doing it anyway. Tomorrow’s newsletter has a free lesson from The Attention Playbook 😊 https://t.co/QXYoOjhTwR
受众观点：① 作者本人在评论里强调通讯每周二发送，完全免费且无广告赞助，强化 newsletter 的信任感和纯内容定位（@robj3d3, 4likes） ② 他还顺势在评论中推广完整版 Attention Playbook 视频课程，附带备忘单和 SEO 预购奖励，展示了用免费内容引流到高客单课程的典型漏斗（@robj3d3, 4likes） ③ 读者对即将到来的免费课程内容非常期待，用“GOATED”“banger”等词表达对 Rob 过往干货质量的信任（@brannonhogue, 3likes；@OnyiEth, 2likes；@virgilerietsch, 2likes）
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- @robj3d3 (4): It gets sent out tomorrow (every Tuesday). Free, no ads, no sponsors :) https://t.co/5XA0z4zvKl
- @robj3d3 (4): oh, and if you want the full Attention Playbook with all my sauce in video format (with cheatsheets, SEO pre-order bonus, and more...) here you go! https://t.co/blwM27oDNG
- @brannonhogue (3): @robj3d3 THIS IS GOATED IM SO PUMPED
- @OnyiEth (2): @robj3d3 Ayy I'm super excited about this Rob, I'm sure it's a banger!
- @virgilerietsch (2): @robj3d3 Wow !!!! Finally a snippet 👀👀
Rob 更新第 495 天冲刺 10 万美金 MRR 的进度，当前已做到 3.5 万美金并附上自己“辞掉一切赚 25 万”的故事链接。
Day 495 of growing to $100k MRR Progress: $35k MRR 🟩🟩🟩⬜⬜⬜⬜⬜⬜⬜ (35%) I quit everything and made $250,000: https://t.co/SzntHiAjZ0
受众观点：① 作者在评论里补充说明这家做到 3.5 万 MRR 的创业公司是 SuperX，并顺便推广其作为增长 X 的工具且可免费试用的卖点（@robj3d3, 2likes） ② 其他独立开发者在评论中用“Fuck yes”“let's go”等表达强烈打鸡血式支持，把 Rob 当作冲刺高 MRR 的榜样（@launch_llama, 2likes；@georgevichdev, 2likes） ③ 一些人简单表达被他故事激励，鼓励他继续冲刺，体现出这类公开进度内容在同行圈层的情绪动员作用（@pggalaviz, 1likes；@abdobuild, 1likes）
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- @robj3d3 (2): The startup is SuperX btw :) It's the best way to grow on X, and is free to try: https://t.co/zIsZOZDLyy
- @launch_llama (2): @robj3d3 Fuck yes robbo! 🐐
- @georgevichdev (2): @robj3d3 everybody can do it! let's fffffff goooooooooooooooooo!!!!!!!
- @pggalaviz (1): @robj3d3 true inspiration, keep going!
- @abdobuild (1): @robj3d3 so awesome man ggs
作者分享出门旅行时几乎只用 Grok 机器人手机应用，通过语音或聊天就能完成七八成日常工作，强调这款工具在移动端的实用程度。
Over the last few days, while traveling, I’ve realized I can get about 75 to 80% of my work done using the Grok bot mobile app alone, just by talking or chatting with it. It’s that good.
受众观点：① 好奇移动端 AI 助手真实可用性的开发者，想知道在旅行或通勤场景下能替代多少电脑工作（@Laz01L, 0likes） ② 已在手机上用 Codex、Devin 等工具写代码的用户，关注不同 AI 助手在编码和日常任务上的分工（@Rufuszone, 0likes；@Laz01L, 0likes） ③ 把 AI bot 拿来当“员工”调侃的用户，对成本和效率类比感兴趣（@arjunaaqa, 1likes）
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- @arjunaaqa (1): @ai_for_success but did you pay your bot anything or just keeping them hungry ???
- @tristanbob (1): @ai_for_success While driving! (Tesla just added grokbot integration to the voice chat)
- @jamesfromkaw (0): @ai_for_success It’s no joke.
- @Laz01L (0): @ai_for_success for my coding the devin app does that job when im not at home
- @Rufuszone (0): @ai_for_success I mostly use Codex on my phone.
Vic 调侃自己每周消耗的 LLM token 数量已经成了心理健康晴雨表，token 少说明没时间做真正的 IC 工作。
Token usage is now directly proportional to my mental health. Fewer tokens used in a week is proxy for not enough time for IC work.
受众观点：① 作者在评论里补充说明 token 使用和幸福感不是线性关系，花 1000 美金并不代表比 500 美金快乐两倍，但一周只花 50 美金反而是缺乏 IC 时间的危险信号（@VicVijayakumar, 0likes） ② 有人打趣说现在真正干活的是 Claude，暗示大模型已经接管了很多个人贡献者的日常工作（@neophyte2k, 0likes） ③ 也有开发者共鸣地表示自己之前没意识到这一点，但确实发现花更多 token 的一周往往更有趣、更投入（@ahatzz11, 0likes）
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- @VicVijayakumar (0): Using $1000 of tokens in one week does not imply that I am 2x happier than when I used $500. But only using $50 is a red flag.
- @neophyte2k (0): @VicVijayakumar Claude's the IC now
- @ahatzz11 (0): @VicVijayakumar I don't think I would have got to put this together, but it's so true. The more tokens I spend at work the more fun I'm having.
zebassembly 打趣说未来可能会有人只知道 Cloudflare 是 AI 实验室，反而不知道它本身还是一家云服务公司。
One day there will be people that only know Cloudflare as an AI lab and then get confused when we tell them we also have a cloud
受众观点：① 正在选云服务、对 Cloudflare 只停留在 CDN/DNS 印象的独立开发者 ② 想了解“AI infra”趋势、评估 Cloudflare 与 AWS/GCP 等差异的工程师 ③ 对基础设施品牌如何借 AI 重塑认知感兴趣的产品和技术从业者。
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- @michellechen (4): @zebassembly this literally happened to @kevin_flansburg today
- @caseycollins (1): @zebassembly https://t.co/sNzHAHUggH
- @____zee___ (0): @zebassembly I thought you just did DNS ?
- @khanhnep (0): @zebassembly plot twist in five years: the cloud is just the place they keep the models
IndieGameJoe 介绍一款名为 Fresco 的独立游戏，玩家可以在 3D 考古学家和古埃及墙画中的 2D 角色之间切换，通过双世界解谜推进进度。
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 关注创意玩法、希望从游戏中学习产品设计的独立开发者 ② 想做小体量但有记忆点项目的游戏或应用开发者 ③ 对“灵感借鉴 vs 抄袭”边界感兴趣的创作者群体。
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- @IndieGameJoe (761): "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 (713): @IndieGameJoe Nice. But let's not people believe its new/never seen before. Both Mario Odyssey and Zelda ALBTW did it years ago
- @IndieGameJoe (597): 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 (580): @IndieGameJoe Reminds me of this scene from The Prince Of Egypt https://t.co/MCUpbZ7PU0
- @Itsdotdev (397): @IndieGameJoe Nice. Definitely inspired by this game. https://t.co/HSX7wnMZ4B
作者介绍一位独立开发者用实拍演员视频切片做成 100% 全动态影像游戏画面，而不是传统 3D 建模，从而在不烧显卡的前提下实现拟真角色效果，并类比早期《真人快打》的技术路线。
Characters look real, because they are. ❌ 3D modeling ✅ Filming This indie dev: - recorded professional actors - color graded the raw videos - imported them into the engine - sliced them into separat…
受众观点：① 老玩家在评论里联想到《Under a Killing Moon》《Titanic: Adventure Out of Time》等早期 FMV 作品，关注这种复古技术被现代独立游戏重新利用（@rockinredeemer, 126likes；@baz_garry26248, 93likes） ② 有人指出这种方案依赖几乎锁定的机位，说明开发者在意的是技术限制下的创意取舍（@SteveH_, 61likes） ③ 评论区补充类似《LA Noir》的案例，说明大家在对比不同年代的“真人捕捉”技术路线，关心可行性与实现细节（@_TheRonin, 55likes）
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- @TheRooster (236): Btw you can join the playtest on Steam. Just search "I Have No Change"
- @rockinredeemer (126): @TheRooster Under a Killing Moon did this back in ‘94 https://t.co/mHlbGnccMB
- @baz_garry26248 (93): @TheRooster Reminds me of one of my favourite pc games growing up, Titanic: Adventure Out of Time https://t.co/O70GifLlPm
- @SteveH_ (61): @TheRooster This is cool and clever - but works because the camera is pretty much locked.
- @_TheRonin (55): @TheRooster Isnt this what they did for LA Noir as well? Or am I mistaken?
作者转发一款名为 Low Budget Repairs 的独立游戏，设定是玩家扮演抠门维修工，为了省钱在各种工地和房屋维修任务中偷工减料，整体走夸张整活和搞笑风格。
This indie dev is making a game where you are a handyman just trying to get the job done, cutting costs wherever you can😂 Called Low Budget Repairs https://t.co/ZT59KnxmJE
受众观点：① 很多玩家把主角代入美剧《Trailer Park Boys》里的 Ricky，说明大家被这种“废柴工人乱修房”的人物原型逗乐，关注的是角色带来的喜剧感（@nickdiazofnauts, 281likes） ② 有人表示如果游戏允许用涂料直接盖住蟑螂就会去玩，说明受众期待的是夸张到离谱的偷工减料细节设计（@Lacy423, 108likes） ③ 多条回复单纯用表情和转发视频表达“这太好笑了”“peak comedy”，说明这类游戏在短视频平台上有天然的传播力（@FadedMonsuta, 65likes 等）
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- @nickdiazofnauts (281): @JakeSucky They literally made a game where you play Ricky from Trailer Park Boys doing renovations 🔨 🤣 https://t.co/7PjOAsDP2K
- @johnnyfyve (228): @JakeSucky 🤣 https://t.co/BYT9zvOlDy
- @Lacy423 (108): @JakeSucky I’ll play it if they have an option to just paint over the cockroach on the wall.
- @AndrewTradesNQ (89): @JakeSucky POV my neighbour at 6AM on a Saturday morning https://t.co/YRpECbybpi
- @FadedMonsuta (65): @JakeSucky I’m not gonna lie, this appears to be peak comedy https://t.co/ayPKUsg8ty
作者称自己花了 25.4 亿 tokens 打磨 OpenClaw，并按时间轴列出从 MD 文件、记忆系统、CRM、会议转行动项到安全层、成本追踪、开发基础设施等 21 个日常使用场景，强调这个代理系统已经改变了他的工作和生活方式。
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 作者在评论里提供免费 use cases 电子书和 prompt 链接，说明很多人关注的是能否直接复用他的配置而不是从零搭建（@MatthewBerman, 361likes） ② 他进一步公开 SOUL、IDENTITY、PRD 等文件，吸引对“人格配置”和系统设计细节感兴趣的开发者（@MatthewBerman, 279likes） ③ 有人评论“Agents are the Product now”，强调代理本身会成为新产品形态，提醒大家注意数据和 API key 安全以及品牌化，这反映出开发者群体在思考如何把 agent 打包成可售产品（@LightDriver21, 159likes）
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- @MatthewBerman (361): Free use cases eBook: https://t.co/ZrGKJE125w Use my prompts: https://t.co/QttIDiQcD2
- @MatthewBerman (279): Here are my files: SOUL: https://t.co/SyQfkeCAiR IDENTITY: https://t.co/M36MFOhNHp PRD: https://t.co/9amPNKrMy3
- @LightDriver21 (159): @MatthewBerman Agents are the Product now, start building and selling your harnesses now. Be careful with data and API keys. Market and Brand your agents and how they're better. It's a new arms race and if you're reading this you're winning.
- @LinusEkenstam (26): @MatthewBerman Matthew are you joining OpenAI next?
- @ForwardEditor (22): @MatthewBerman Bro give me time to catch up
作者讲述自己用 OpenClaw 代理监控多地官方新闻和 RSS，在美国睡觉时捕捉多笔跨时区信息差套利机会，一条消息半夜叫醒他投入 1.2 万美元，声称一觉醒来在 Polymarket 等市场赚了 4.38 万美元，并详细描述了监控数据源和决策逻辑。
my OpenClaw woke me up at 3:47 AM with one message: "found 6 markets resolving in next 90 minutes while US is asleep, need approval for $12K deployment" i typed "yes" and went back to sleep woke up t…
受众观点：① 多条高赞评论质疑“如果真这么赚钱就不会在 X 上卖”，说明受众对这种暴利故事的真实性高度怀疑（@fidoeth, 381likes；@mr_vibe_it, 136likes） ② 有人提醒即便策略存在，普通人也很难半夜起床确认，若全自动可能最终梭哈爆仓，关注点在风险管理和人机协作边界（@sannbet, 79likes） ③ 也有评论指出他用炫酷神经网络动画包装故事，认为这是典型“AI+投机”营销套路，担心读者被噱头骗走（@arpit_dhamija, 67likes）
展开评论
- @fidoeth (381): @zerqfer Yet another case of “if it were true he wouldn’t be posting about it”
- @mr_vibe_it (136): @zerqfer lol so much bullshit in on post it’s insane - if you made any real money you wouldn’t be here selling it to people on X
- @sannbet (79): @zerqfer I urge every1 thinking this is too good to be true to know that it is certainly too good to be true. Why? Because you probably won’t wake up at 3:47am. And if you set it to auto, your openclaw bot will probably eventually yolo all in and then you’ll lose your entire wal…
- @arpit_dhamija (67): @zerqfer I wonder how people are believing this lol. He put neural network animation in this and fooling people. Scammers all around
- @0xwhrrari (59): @zerqfer making $43k while sleeping ultimate flex really
作者用 Raspberry Pi Zero 2 W 自制了一台口袋级个人助手设备，通过按键录音、OpenAI 转写和 OpenClaw 云端推理，把本地硬件和远程 LLM 串成完整语音代理链路。
built my own personal assistent device that runs OpenClaw. I was curious what the smallest form factor could be that fits in my pocket so I wanted to use the Pi Zero W. Works via Push to Talk->Tra…
受众观点：① 开发者关心完整硬件与软件栈细节，从树莓派、音频驱动到 systemd 部署一条龙实践（@basti_vkl, 500likes） ② 对设备后续能力扩展感兴趣，比如能说话、有电子宠物角色、还能随手记 Linear 任务等真实用例（@basti_vkl, 370likes; 153likes） ③ 关注产品化落地的人在问外壳、外观和进一步打磨，说明把原型做成可用设备是下一步诉求（@basti_vkl, 99likes）
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- @basti_vkl (500): Hardware •Raspberry Pi Zero 2 W •WhisPlay board (screen + button + LED) •WM8960 mic/speaker •PiSugar battery Stack it. Flash Raspberry Pi OS. Enable SSH. Install audio drivers. Confirm mic and speaker work. Networking •Install Tailscale on the Pi. •Rent a small DigitalOcean (or…
- @basti_vkl (370): it can also talk now and has a tamagotchi like character. updated the repo https://t.co/kxirof1TZM
- @basti_vkl (153): Adding Linear Issues on the go https://t.co/uM8rnMTHrU
- @basti_vkl (99): Just need to 3D print a case next
- @basti_vkl (55): https://t.co/OkMdoyiWD5
作者介绍了一个在 GitHub 上有十多万星标的开源 prompts 库，支持 ChatGPT、Claude、Gemini 等模型，可通过 CLI、MCP 服务器或 Claude Code 插件使用，所有提示词都属公有领域可自由商用。
🚨 ACABO DE ENCONTRAR LA MAYOR BIBLIOTECA DE PROMPTS DEL MUNDO Y ES 100% GRATIS Se llama https://t.co/oThPtGeEZU, ya pasa de las 173K estrellas en GitHub y la han citado hasta Harvard y Columbia. Func…
受众观点：① 开发者和重度 AI 用户看重免费、公有领域、支持多模型的特性，认为这是必收藏的基础设施（@dravenip, 12likes） ② 有人强调“公有领域、不用授权”本身就是价值，反感封闭的付费 prompt 套餐（@ismanewells, 4likes） ③ 部分用户关注 CSV 批量导入脚本这一点，把它视为自动化和集成场景里的核心卖点（@garlotic, 2likes）
展开评论
- @silvanrec (61): https://t.co/vFDsRREv3n
- @dravenip (12): @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
- @garlotic (2): @silvanrec el CSV con todos los prompts para cargarlo en scripts es oro puro para automatizar
作者展示了一个可视化的 agent tree 组件，用树状结构呈现各个子代理之间“谁触发了谁”的调用关系，方便观察多代理系统的执行链路。
Agent tree component, see who started whom https://t.co/EozNkmlqsH
受众观点：① 一部分开发者和设计师对组件库本身很兴奋，认为作者在做一套很有潜力的 agent UI 组件集合（@arknow91, 13likes; @aleksksaa, 2likes） ② 也有人质疑是否有必要细看每个子代理的启动关系，担心这种可视化会让用户陷入“看管代理”的微观细节（@guilippert_v4, 5likes） ③ 有人好奇作者是否同时负责设计和编码，说明这类组件在工程落地和设计实现上的结合也被关注（@tomhaerter, 3likes）
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- @arknow91 (13): @flohoeller Florian you’re unstoppable! 🔥 it looks like you’re creating the most interesting component library i’ve seen so far 💪
- @guilippert_v4 (5): I really prefer the T3’s Orchestrator v2 approach, not focusing too much on the subagents output BUT letting you see if you want Do we really need to know who started which agent or we should focus more on the quality of the output? Feels like babysitting to me, tbh, but I could…
- @sthenolab (4): @flohoeller Would this make sense to do in t3 code? @theo
- @tomhaerter (3): @flohoeller do u also code or just design? 👀
- @aleksksaa (2): @flohoeller this is insane!!! ✨✨
作者讲述一位15岁少年用 OpenClaw 跑 7 个 AI 代理并行接项目、日入近千美元的故事，强调用 Claude Code 写代码、自己只负责派活，把个人从“干活的人”升级为“调度一支 AI 团队的人”。
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。 每个代理跑在OpenClaw下，各自有名字、各自有分工。不是一个对话框里切角色，是7个独立实体同时在线。第一个拆任务，第二个做调研，第三个搭结构，第四个写代码，第五个抓bug，第六个写报告，第七个盯截止时间。几个小时后，成品发给客户。他一行…
受众观点：① 很多读者对故事真实性和赚钱数字持怀疑态度，认为这类 AI 文案容易制造焦虑甚至带有割韭菜嫌疑（@echengezong, 49likes; @Carrie_CengWong, 3likes） ② 有人直接指出“十个AI九个骗”，质疑真正赚钱的模式不会公开分享，提醒大家别轻信暴富案例（@EthanGu45647514, 26likes） ③ 也有人担心完全依赖代理会让年轻人忽视底层原理和长期能力建设，认为这更像“用嘴指挥”的偷懒方式（@DavisNc9527, 2likes）
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- @echengezong (49): @0xPINK3 你们这些 b 是真恶心，原视频一毛钱都没挣过，每天在这里妖言惑众发 ai 文案
- @EthanGu45647514 (26): @0xPINK3 不要太当真十个AI九个骗，赚钱的事情都不会说。都是些故事
- @Inskpire_colrev (4): @0xPINK3 Meanwhile the professor proudly ensuring that his prodigy is explaining exactly as he has thaught him... https://t.co/rPTKPJARnJ
- @Carrie_CengWong (3): @0xPINK3 你們的慣用套路就是用這種胡說八道的AI小作文制造嚴重焦慮，然後把那些盲目輕信的網友當傻子騙唄
- @DavisNc9527 (2): @0xPINK3 这不就是偷懒吗，小孩子这样子搞还是不懂底层的原理，这不就是用嘴指挥吗，烧的token都是钱，停电之后啥也不是，再酷炫的东西也是白搭
作者推荐了一个不到 1k stars 的 Codex skill，用一行命令接入后可以系统性压测独立开发者的 idea，从痛点真假、竞品和首批用户到两周 MVP 方案，帮助跳出“凭感觉开干”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% 的人靠”我觉得有用”代替了它。 一行命令安装到 Codex： npx --yes code…
受众观点：① 作者本人给出工具入口，把它和 Reddtrends、Codex 串成一条从找 idea 到写代码的闭环，引导大家按这条链路实操（@yanhua1010, 58likes） ② 有开发者已经把 skill 改造成支持 Claude Code，说明社区在主动把验证能力接入更多开发环境（@tujiao, 17likes） ③ 也有人提醒 AI 压测仍然是“我觉得有用”的高级版，竞品和市场数据可能是模型编的，更信任直接给潜在客户发 cold email 这种硬验证方式（@kleon_ai, 8likes）
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- @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。
作者转评 Gemini 4 Argon 在 2D 转 3D 上的案例：从一张维多利亚马车 2D 图，纯靠代码生成约 17.4 万面的 WebGL 交互 3D 模型，带物理悬挂、可开合车门和动态灯光，认为这在独立开发 3D 网页和小游戏上是生产力降维打击。
兄弟们，看了一圈 Gemini 4 Argon 在2D转3D方面确实遥遥领先。别再以为搞 3D 必须开 Blender 熬夜雕面调骨骼了。 看看原推这玩意儿，直接把我给看清醒了： 给模型一张 2D 维多利亚马车图，零人工参与，纯靠代码直接吐出了一个完整的 WebGL 交互级 3D 资产！扒了一下原推的关键实测数据，极其哈人： 1. 纯代码暴力建构：整整 17.4 万面（Face），没动哪怕一秒…
受众观点：① 有人被“2D 图直接出 WebGL 3D、零手工建模”这一点震撼，认为这是 Argon 的核心优势（@yevloop, 4likes） ② 也有前端/图形开发者从性能角度泼冷水，指出 17 万面在移动端会先被面数和阴影拖垮，必须先减面到能稳定 30 帧再谈交互细节（@Kingsley950910, 4likes） ③ 普通用户在问自己不会代码能不能用，以及实际尝试后发现某些 3D 卡通图效果很差，怀疑提示词和使用方式的影响（@Wenkk_wu, 3likes; @chandler_le, 2likes）
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- @yevloop (4): @GeekCatX 2d carriage → full webgl 3d with zero hand sculpting is the argon flex that keeps showing up
- @Kingsley950910 (4): @GeekCatX 17 万面在桌面网页里能看，放到手机上先卡住的通常不是着色，是面数和实时阴影。我会先减到中端机能稳定 30 帧，再谈车门和悬挂。生成能省建模时间，省不了性能预算。
- @leo_xiaolei (3): @GeekCatX 这个建模感觉无敌啊
- @Wenkk_wu (3): @GeekCatX 一张图直接出3D，我这种不会代码的真能自己装上用吗
- @chandler_le (2): @GeekCatX 试了一张3d卡通插画，效果非常不好......第一次简直看不了，右边是反馈4次的效果。是提示词关系吗？ https://t.co/0obLuZeOMh
作者分享了一套用 Claude Code + graphify + Google Workspace CLI + Playwright MCP + Jev Guard 组合的本地代理工作站，把一个文件夹变成可查询的知识图谱，并让代理带记忆、安全评分和定时 routine 处理邮件和日程。
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 提供结构化知识库和持久上下文，比单次 prompt 更能支撑复杂工作（@MarcelVelica, 5likes） ② 部分用户建议在 Obsidian 这类现有知识库里做类似集成，认为结合现有笔记系统会更强（@vdchdry, 3likes） ③ 也有人质疑“没有本体论的知识图谱”意义有限，担心过度简化会让大家搭出纸牌屋式的系统（@jasonphysio, 2likes）
展开评论
- @MarcelVelica (5): @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
- @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???
- @itsthedonhashim (2): @thegreatest_sv @thegreatest_sv maybe it's the overwhelm of integrating it into existing workflows? smooth onboarding is key to get past that hurdle.
Nikki 用通俗类比解释了 MCP、API 和 Skills 在 AI 代理里的分工，并顺带推广 Precisely AI Studio 这种预制代理和技能的集成平台。
𝗠𝗖𝗣 𝘃𝘀 𝗔𝗣𝗜 𝘃𝘀 𝗦𝗸𝗶𝗹𝗹𝘀. An 𝗔𝗣𝗜 defines how software systems communicate through specific endpoints, requests, and responses. It gives applications a structured way to access data or trigger functionali…
受众观点：① 正在给产品接入多家 LLM 和工具、但还在手写集成的独立开发者 ② 想做 AI 代理产品却分不清工具调用、上下文协议和技能系统边界的工程师 ③ 关注 MCP 标准和多代理生态、想了解实际落地形态的技术产品经理。
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- @csaba_kissi (0): @NikkiSiapno A very clear explanation of the differences.
- @AlekVectis (0): @NikkiSiapno mcp gets the tools in for me, skills are what stop me from pasting the same playbook into every new chat. still explaining that split to people every week though
- @JanhaviTechAWS (0): @NikkiSiapno informative
- @eddyvustg (0): @NikkiSiapno APIs handle deterministic execution, while MCP standardizes how models discover context and capabilities on the fly.
- @Ellecoin (0): @NikkiSiapno MCP connects the agent to capabilities, but skills help it use those capabilities correctly A little addition
karla 分享了一个用 Claude Code、graphify、jev-guard 等工具把本地文件、邮箱和浏览器串成个人 AI 代理的完整配置教程。
Realmente no entiendo por qué nadie está usando esta configuración graphify, una herramienta que convierte cualquier carpeta en un grafo de conocimiento que tu agente puede consultar, acaba de supera…
受众观点：① 想把 Claude Code 当长期工作台而不是临时聊天窗口的开发者 ② 有一堆项目文件和邮件、希望用图谱和自动总结减负的 solo 创业者 ③ 对安全代理感兴趣、但还没上手 jev-guard 这类防呆层的工程师。
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- @ethanorbe (12): @karlarboledas Graphify con 126k estrellas y nadie hablando de él
- @maxwell_lenoir (2): @karlarboledas El jev-guard es lo que me faltaba para fiarme de un agente
- @txbrraa (1): @karlarboledas Lo de jev-guard es clave, sin eso no le daría mi correo.
- @trentlanoir (0): @karlarboledas El resumen de las 7:30 es lo mejor de todo el setup
- @ronixtec (0): @karlarboledas Llevaba meses usando Claude Code solo como chat
帖子讨论 AI 让用户可以按需生成小工具，很多只解决一次性问题、收 29 美元月费的 SaaS 将难以为继，创始人需要想清楚在 Claude 这类模型能几分钟做出基础产品后，自己还能提供什么长期价值。
Look at what people are building now. Someone has a small problem, explains it to AI, and gets a custom tool that does exactly what they need. A year ago, that person might have paid $29 a month for…
受众观点：① 想在 AI 时代做小而美 SaaS 的 indie hacker ② 还在卖低频、功能单一订阅工具的创始人，担心被 AI 生成脚本替代。
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- @cabljo (328): The problem is that people started charging $29 a month for something that should've been $29 one time.....
- @simplestagency (107): WizTree, GrandPerspective, etc have existed forever and are free lmao why did he even bother doing this
- @NomadStorm (93): The best part is it’s telling him to delete the cache for all the things he’s using for development, so he’ll only save space until the next time he has to redownload it all. What a genius!
- @Zealousideal_Fox3964 (66): and how many people will do this instead just pay 29$ to solve his problem?
- @rioisk (34): just people in this subreddit - other people are far far far lazier and not shopping around for everything. They see an ad for this and $29 and think seems okay.
楼主调侃自己用 Opus 5.5 已经爽到可以多休假，担心继续升级到 6 或 7 会直接失业，并吐槽厂商为了跑分可能故意“削弱旧版”。
Opus 5.5 gave me more days off at work without taking my job away entirely. We can stop now, I don’t want it nerfed next month just so Opus 5.6 looks better on some colorful benchmark chart. And I kn…
受众观点：① 有人半开玩笑地说不要停，自己更想要癌症治愈和真正的硬科技突破，而不仅是多几天假（@MosskeepForest, 117score） ② 也有人认为接下来优化重点应该放在能耗和 token 使用效率，而不是继续砸钱打广告和刷基准分数（@kkania, 204score） ③ 评论区还在玩梗，调侃如果 5.5 能让你多休几天，那 5.6 可能直接让你“天天放假”，反映出对工作被完全替代的复杂情绪（@robotlasagna, 131score）
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- @Gooooomi (493): Don't stop till they find a cure for baldness
- @kkania (204): Power efficiency and token usage optimizations should be the main goal, agreed. Maybe divert that cretinic ad spend to that
- @AdahnAgain (203): https://preview.redd.it/im-happy-with-opus-5-5-stop-everything-we-dont-need-more-v0-xpmmsqadbhwh1.jpeg?width=1206&format=pjpg&auto=webp&s=27c553aea01247b5e2017406dc228ebfaeddab8f
- @robotlasagna (131): If Opus 5.5 gives you days off then Opus 5.6 might give you *all the days off*.
- @MosskeepForest (117): No, keep going, I want cure to cancer and everything.
帖子围绕 Anthropic 提出的监管门槛展开讨论：只有当模型可能导致约 50 人伤亡或 10 亿美元损失时才应被阻止，引发对大厂自我监管和本地模型封禁的争议。
Is 50 deaths or injuries and $1 billion the right numbers? Or do you think Anthropic is putting up initial strawmen to start the debate and get people to share their opinions? Read more Is 50 deaths…
受众观点：① 顶层评论用反讽方式吐槽 49 人死亡就可以接受，质疑用具体数字给灾难划红线的荒谬感（@NoAdsDude, 99score） ② 有人认为所谓安全担忧是真实的，但大厂推动禁止在消费级硬件上跑“未对齐模型”，本质上是为了保护自己免受本地开源模型竞争（@Begging_Murphy, 81score） ③ 也有用户强调不应让公司主导自我监管，担心监管被既得利益方俘获，普通人和小团队会被排除在外（@MongooseSenior4418, 52score）
展开评论
- @NoAdsDude (99): Yeah I mean we have to be realistic, 49 is the perfect number of people to die. 50 would be, like, too much.
- @Begging_Murphy (81): They want to ban local models because that’s what’s going to eat their lunch. The safety fears aren’t bullshit. But banning possibly unaligned models from running on consumer hardware would be a coup for the big existing players.
- @MongooseSenior4418 (52): Precisely why organizations should not be in charge of regulating themselves.
- @AggregationLinker (19): How do 120 schoolgirls fit into this equation?
- @Tarc_Axiiom (19): Per 5 hours, but if you kill the first person at 7 Am you can kill 2 sets of 50 over a full workday.
帖子讨论「写软件是不是一种艺术活动」，围绕代码既需要创造力又受工程规范约束展开，很多人分享自己在工作中如何平衡艺术表达与标准化流程。
A brief argument framing software creation, and specifically the details of the code, as an act of art Read more A brief argument framing software creation, and specifically the details of the code,…
受众观点：① 把编程视为创作活动的开发者，希望在工作中保留解决问题的优雅感和创造力（@SmokyMetal060, 148分） ② 在高度规范化团队工作的工程师，感受到代码风格和流程被严格限制，思考个人表达还能存在在哪里（@Deranged40, 64分） ③ 认为编程有时只是机械执行需求、但也承认某些场景可以很艺术的程序员（@GrandOpener, 31分；@pydry, 28分）
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- @SmokyMetal060 (148): This comparison always gets eye rolls, but I firmly believe that programming is a huge expression of creativity. The best developers that I know occupy this kind of intersection between technical knowledge and creativity. They just know how to intuitively come up with elegant so…
- @Deranged40 (64): It can be artistic. Just like when I drag an ink pen across the page can be artistic. I could be writing an essay or a poem, and that would be considered art. I could be drawing something in ink, art in its purest form. Or I could be drafting a legal motion where artistic freedo…
- @GrandOpener (31): I disagree, but only because I think it’s more accurate to say it can be an artistic activity. If I can abuse the painting metaphor a bit more, putting brush to canvas is art. Making the walls of a room be a particular color is still painting, it still requires effort and skill…
- @pydry (28): i agree with OP although i dont really like to use this language because it implies that imbuing code with artistry confers no practical benefit which just isnt true. usually it's the most beautifully written code which is the most practical too.
- @Blecki (27): Printing press is comparable to copying the compiled binary. Nobody claims downloading a file is art.
作者感叹在 Anthropic 被市场炒到超高估值的背景下，中小 SaaS 创业者的生存压力越来越大。
Survival getting tougher day by day. Read more Survival getting tougher day by day. Read more
受众观点：① 被大模型公司估值新闻吓到的早期 SaaS 创始人 ② 想在 AI 浪潮中找定位的独立开发者，担心自己产品被平台方碾压。
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- @GvRiva (135): The potential growth of anthrophic is raising the value, but the market is already detached from reality for a long time, just look at the value of tesla compared to all other car brands
- @Not_Me_112 (32): Build me adobe. Make no mistkes
- @xtremx12 (30): Tesla VS all car brands ..
- @_waybetter_ (29): the power of "you're absolutely right"
- @Ok_Force4354 (15): True..
r/webdev 有人发现 J.Crew 官网首页一度直接暴露 JSON 健康检查结果，引发开发者们围绕 AI 写后端、裁掉开发团队和监控失误的群嘲与吐槽。
r/webdev J.Crew’s homepage is currently just a JSON health check for their "ge…
受众观点：① 顶层评论把这次事故当成 AI 编码时代的笑话，讽刺大家都在吹捧 AI 革命但连最基本的页面都能挂成健康检查 JSON（@bobsyourunkl, 583分） ② 有人模仿常见的 AI 提示词，调侃可能是让“专家级后端工程师 AI”保证后端健康，结果直接把健康检查暴露出来（@cyanawesome, 460分） ③ 也有评论猜测被裁掉的开发团队此刻正被紧急召回修锅，暗指过度裁员和外包导致基础工程质量下滑（@tsammons, 207分）
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- @bobsyourunkl (583): The AI coding revolution is upon us. All bow down before its glory
- @cyanawesome (460): "You are an expert backend engineer who makes no mistakes. Make sure the the backend stays healthy."
- @tsammons (207): Laid off dev team is getting calls ordering them to fix this right this very moment by management.
- @LazaroFilm (72): The message is hard coded in a <a> </a>
- @AccidentalyScientist (62): Tbh after removing code it removes the bugs, so it is healthy.
一位在汽水品牌做了 7 年的品牌设计师被集体裁员后发现自己作品集还是 2019 年的 PDF，主打项目已下线且新做的重品牌项目受 NDA 限制不能公开，于是在 r/webdev 求助如何重建作品集和处理 NDA 作品。
We all got the same 9am calendar invite on the 30th and by lunch about 40 of us were done, me included. Seven years as the only brand designer at a regional craft soda company. Two weeks in, and ever…
受众观点：① 顶赞评论提醒对方不要过度纠结平台和完美呈现，先随便找个工具把作品放上网，比反复打磨细节却迟迟不发布要重要得多（@web-dev-kev, 166分） ② 有人用“我什么都没试过但已经没招了”来调侃这种还没真正行动就开始绝望的状态（@Mrbasfish, 113分） ③ 也有评论既同情又现实地指出雇主并不在乎个人处境，建议在 NDA 范围内尽量模糊品牌信息，把能展示的成果展示出来，先保住自己的职业发展（@tastychaii, 70分）
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- @web-dev-kev (166): You're over thinking all of this. You just need to get something out there. Platform doesn't matter. Perfect is the enemy of done.
- @Mrbasfish (113): "i've tried nothing and im all out of ideas"
- @latro666 (79): Sorry to hear about your job loss, but i don't know what his has to do with webdev?
- @Cute-Cow3426 (71): that's a little harsh, they're clearly spiraling not just sitting there but i get the frustration, half the posts here are someone staring at a blank screen asking why the screen is blank. op at least knows the problem, they just can't look at the files without getting sick took…
- @tastychaii (70): “ I've seen people blur the logos but that feels sketchy to me.” Repeat after me: the employer does not care about you, you are just some graphic designer to them who is replaceable. End of story. Look after yourself, blur the logo, and apply and get a new job. Sorry, I hope it…
一位前 Apple 工程师用 Claude Code 开发了 Biscotti，这是一款在本地完成录音、转写和摘要的 macOS 会议记录工具，并通过 MCP 接入 Claude Desktop 让你能直接聊天检索会议内容。
I'm an ex-Apple engineer who got sick of non-private, non-native meeting recording apps, so I built Biscotti: a private and free meeting recorder for macOS. Free, no account, no subscription, no upse…
受众观点：① 有人第一反应是问为什么不做 Windows 版，说明跨平台需求强烈（@Highwalker321, 10分） ② 作者解释自己优先做 Mac 是因为个人使用习惯、对原生 UI 的偏好以及 Apple Silicon 在本地 AI 上的性能优势（@davernow, 5分） ③ 还有用户好奇本地说话人识别的实现细节，作者分享了通过语音自报姓名、历史声纹比对和音轨分离等多种本地策略来自动标注发言人（@davernow, 3分）
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- @Highwalker321 (10): Whats stopping this from being made for pc?
- @xaeru (8): working on it, well claude is working on it.
- @davernow (5): Someone could build it for Windows. I made it for Mac because 1) I'm a Mac user, 2) I like properly native software with native UI, native system integrations. I get annoyed at 200MB of memory for electron apps. Plus: Apple Silicon is really good for AI, so I could do more optim…
- @Highwalker321 (4): Awesome man! I was going to try and run this after I finish what I am working on. Mind sharing?
- @davernow (3): Models can do speaker identification now. Mine works a few ways: - Person joins call and says "Hi I'm Steve" -> yeah, that's Steve. Or "Sarah, do you want to answer that" -> next person is Sarah. - I can compare a voice-print to past conversations. So if I've ever met with them…
一位自托管爱好者在权衡继续用 GitHub 还是迁移到自建 Forgejo，纠结隐私、CI 限制、作品曝光度和未来求职作品集之间的取舍。
Hey there r/selfhosted! I am running a small homelab and selfhosts several things, including anime, manga, minecraft servers, etc. My next thing to check off is git. Now i have already looked into fo…
受众观点：① 有人直接推荐使用 codeberg.org 这类由 Forgejo 维护者运营的公共托管服务，认为是不用 GitHub 又不必自建的折中方案（@Tallguy161, 52分） ② 也有评论建议把 GitHub 作为对外主仓库、Forgejo 作为镜像和备份，避免把 issue/PR 分散到多个平台，同时指出 3–4GB 资源足够跑 Forgejo，自托管 CI 负载则取决于构建需求（@surftrend, 20分） ③ 其他人列举 GitLab、Codeberg、SourceHut 等替代品，并吐槽 GitHub Actions 和自托管 runner 体验糟糕，希望在流水线方面用别的方案（@GrotesqueHumanity, 17分; @Fritzcat97, 14分; @ninjaroach, 10分）
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- @Tallguy161 (52): What about codeberg.org? Also the maintainer of forgejo.
- @surftrend (20): For public open source and a future portfolio, keep GitHub as the canonical repo and mirror it to Forgejo as a backup. The code is public either way, while splitting issues and PRs across two forges creates needless friction. You can still self-host CI runners, and 3-4 GB is ple…
- @GrotesqueHumanity (17): Was gonna voice this exact point... Codeberg has a public facing service and is not Microsoft. Best compromise if one's willing to not be on GitHub.
- @Fritzcat97 (14): There are plenty of alternatives like gitlab, codeberg / forgejo, gitlab, sourcehut. All with a combined downtime that is still surpassed by github
- @ninjaroach (10): FWIW, GitHub actions and self-hosted runners are garbage. I would use anything but GitHub for my pipelines if my employer didn't require it.
Plex 用户分享自己因 Plex2Shell 漏洞被入侵、Plex 服务器被挂上 DDoS 僵尸程序的实战经历，并给出排查痕迹和升级到 1.43.4 的具体自救步骤。
There have been a few reports of old Plex servers getting popped by Plex2Shell in the last few days (miner + proxy). Mine got hit too, but it dropped a DDoS bot instead. Internet kept dropping Sunday…
受众观点：① 有人认为 Plex 早就提醒过改密码和更新版本，继续暴露旧版本是管理员自己的责任（@VTFreggit, 183分） ② 也有人补充说漏洞 PoC 昨天才公开，现在才开始大规模被打，之前 Plex 的公告并没有把这次远程接管风险说清楚（@GodsAsshole666, 96分） ③ 评论里有用户分享通过 NGINX + CrowdSec 做反向代理和入侵防护，但也指出这次利用在代理层看起来是正常请求，未必能完全挡住（@Murky-Sir-8122, 36分; @thebigkz008, 20分）
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- @VTFreggit (183): I just don't know why so many people are posting this over and over again. Months ago Plex told everyone to change their passwords and update their servers. Leaving your server outdated and open to the exploit is on you not Plex.
- @GodsAsshole666 (96): It's getting posted because an exploit PoC was published yesterday and the vulnerability is now actively being exploited in the wild. So everyone who failed to update is getting pwned starting yesterday.
- @Murky-Sir-8122 (36): I don’t expose 32400, I run plex through NGINX reverse proxy with crowdsec for reasons like this.
- @thebigkz008 (33): Two different things. The password reset was Plex's old account breach. This exploit went public Oct 16, days ago, and Plex's Sept 1 notice never said "remote takeover, patch now". Agree it's on me for running an old version - I stated why. I posted, so others see.
- @thebigkz008 (20): This is what I've added now. But worth knowing the exploit itself would still pass through the proxy as normal-looking requests. I'd hoped CrowdSec's blocklist would have caught them, since they'd been scanning me for a month. Checked, and none of them are on it, even now.
作者用 Claude Code 写 Mac 温度监控工具时，顺带发现系统里有一个占用约 12 核、1175% CPU 的 xmrig 挖矿进程，从而意外查出加密矿工木马。
I had Claude Code build me a Mac temperature monitor app. When it dumped the raw sensor readings to check they were accurate, the numbers looked far too high, so it checked what was using the CPU. It…
受众观点：① 顶层评论吐槽这类故事在版里被反复转发，说明大家对“Claude 抓矿工”这个叙事既感兴趣又有点审美疲劳（@YogurtclosetLimp7351, 342score） ② 有人调侃 OP 频繁发同样内容，顺势嘲讽背后团队和投资回报，反映出对 AI 公司营销话术的反感（@donnytrump_69, 80score） ③ 也有用户从技术支持视角开玩笑，说客户总会强调“这病毒不是我装的”，把“不是我放的矿工”当成经典梗来玩（@Tarc_Axiiom, 71score）
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- @YogurtclosetLimp7351 (342): How often do you want to post this?
- @donnytrump_69 (80): Yeah i was thinking I swear I read this before. I have one question OP Where do you get offff?
- @Tarc_Axiiom (71): "that I didn't put there" is quite funny. Usually when customers come to me for tech support I also inform them that I didn't put the virus on their PC, lol. /s, obviously.
- @KugelVanHamster (45): How nice of him not to put a cryptominer on your mac.
- @donnytrump_69 (36): Dario you can keep posting this as much as you like, there is still a 0% chance any investors will see a return on investment.
楼主照着 X 上的开源项目 tv-vibehack，用 Claude 帮忙在老款 TCL Beyond TV 上清理广告和预装应用，换成干净启动器后明显提速。
Sharing is caring! Not my project. I saw it on X and tried it on my TCL Beyond TV, which was super slow. I used Claude to do it, and it worked: ads and bloatware are gone, and I now have a clean laun…
受众观点：① 有人好奇类似的去广告和瘦身方案能否移植到三星 Tizen 等其他智能电视系统上（@ArgyllAtheist, 49score） ② 也有评论认为现在几乎什么平台都能被折腾，表达对用脚本和开源工具改造电视体验的乐观态度（@bloodystriker, 29score） ③ 部分用户在贴图和视频演示，展示自己设备上的效果，并询问是否有更详细的操作指南（@BandicootUnique1727, 16score）
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- @ArgyllAtheist (49): I wonder if such a thing would be possible for Samsung Tyzen TVs...
- @bloodystriker (29): honestly, everything is possible right now. i dont see why not.
- @BandicootUnique1727 (16): sample of my own instead of repo! .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_p…
- @OpenToCommunicate (12): Can you see it now? https://preview.redd.it/old-tcl-beyond-tv-was-super-slow-so-i-tried-this-open-v0-lukxw3jujjwh1.png?width=258&format=png&auto=webp&s=3d5f59e446f24ba80c91f3126ce19e68cda6759a
- @sidpits (11): Do we have a guide for Samsung TVs with Tizen OS, specifically the 2020 model? Or can someone who has tried or owns an old Samsung TV provide the steps for setting it up?
作者分享自己把潜行类多人游戏 Mimic Hunt 从业余项目做到全职开发的经历，玩法是玩家伪装成 NPC 在人群中完成任务、互相猎杀。
Hey everyone! I started developing Mimic Hunt as a side project, but eventually decided to work on it full-time. The idea is simple pretend to be an NPC and try not to get caught by other players. Yo…
受众观点：① 有人反馈 Steam 链接在移动端一开始点不开，说明发布时基础可访问性细节仍然重要（@Coeva, 29分） ② 有玩家提出更复杂的双阵营设计，让所有人既是潜伏者又是猎人，并通过 NPC 互动、情报和误杀惩罚增加博弈深度（@dooffus, 25分） ③ 也有轻松玩梗的评论把宣传图人物联想到现实网红，作者则积极互动回应，保持社区氛围（@phlanxcampbell1992, 8分；@NorthfieldGames, 5分）
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- @Coeva (29): very cool but your link is not clickable on mobile (edit: all good now!)
- @dooffus (25): Why not do both roles at the same time: 2 teams of players. Everyone is trying to hide in plain sight from the other team while also trying to eliminate them. Maybe need some incentives for remaining in-plain-sight, e.g. get clues from NPCs about where to find weapons / health e…
- @phlanxcampbell1992 (8): Andrew Tate and Gyfolie sitting down for a coffee?lol
- @NorthfieldGames (5): lol, now I can't unsee it :)
- @NorthfieldGames (4): Thanks! That's strange, it works fine on my phone. Here's the link again in case this helps: https://store.steampowered.com/app/5368500/Mimic_Hunt/
一位只懂基础嵌入式的新人想搭建一个面向书友社区的网站，既要存用户和藏书数据又要支持借书请求，还希望用 Vercel 或 Cloudflare 等几乎零成本托管。
Hello everyone, I just want to know how I can make and host a basic website for a book community. I know basic Embedded programming, I want to store user data, books they have, location, people can r…
受众观点：① 有人指出 OP 想要的功能远超“基础网站”，涉及用户系统和借阅流程，复杂度被严重低估（@armahillo, 9分） ② 多条回复建议直接用 LLM 生成代码，同时提醒不要理会私信揽活的人，避免被收割（@cabljo, 5分） ③ 其他人给出具体技术选项，如静态站点生成器配 decapCMS、Cloudflare Pages 或 Netlify 免费托管，甚至 Ruby on Rails + Heroku 方案（@Internal-Mix1696, 3分; @Penultimate-crab, 3分; @JKaps9, 2分）。
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- @armahillo (9): what you’re describing is not basic.
- @cabljo (5): Any llm should be able to do this for you fairly easily. Ignore anyone that messages you saying they can do it....
- @Internal-Mix1696 (3): Is it a static site (if you're simply adding and pulling data, static site generator with decapCMS)? Could try Cloudflare pages or netlify as free hosting solutions
- @Penultimate-crab (3): Ruby on Rails. Host on heroku.
- @JKaps9 (2): Cloudlfare, Vercel, and Netlify all have free tiers where you can host a site for free. If you need a custom domain that would cost money. Otherwise you could just use one of the free ones those sites offer. As far as actually coding it just work out a project brief detailing ex…
这帖在吐槽 GitHub Actions、Pages 和 Webhooks 再次大面积故障，导致工作流长时间排队卡住，连自托管 runner 也被牵连，严重影响团队 CI/CD 流水线。
If you're experiencing actions stuck in a queued state, it's not you: Update - We’re are currently investigating degraded availability affecting GitHub Actions, GitHub Pages and Webhooks. Customers m…
受众观点：① 依赖 GitHub Actions 做持续集成和部署的工程团队，对频繁宕机导致交付停摆非常焦虑（@AutomateAway, 162分） ② 已经或正在考虑自建 CI 基础设施的开发者，发现即便是 self-hosted runner 也会被平台控制而感到不满（@bmrobin, 91分；@BitFlipp3r, 59分） ③ 对替代方案感兴趣的工程师，关注迁移到 Forgejo 等自托管平台的可行性和坑（@ao_zame, 51分）
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- @AutomateAway (162): lmao another day that ends in day. at a doctors appointment and fully expect for none of our CICD to be working when i return to work
- @bmrobin (91): i've used many ci tools, and GHA has so far been my favorite WHEN IT WORKS. the fact that i still experience interruptions when using self-hosted runners is frustrating as hell.
- @BitFlipp3r (59): the fact that this stalls self-hosted runners too is pretty insane
- @ao_zame (51): I'm glad I just migrated everything to a self-hosted Forgejo instance
- @cowhand214 (39): Well at least you have an excuse for that high blood pressure reading
帖子转述 Anthropic 内部报告：员工用 Claude 时 80% 的会话时间其实是 agent 在等人，大家一边开更多并行会话一边被“Claude 军团”抢注意力，AI 没提效反而把人变成了 botsitter。
Anthropic published a report on how their own employees work with Claude and the main finding is kind of funny: Claude is waiting on people, not the other way around. Numbers from the report: - 80% o…
受众观点：① 有人拿锤子类比吐槽这份报告，把 Claude 当成工具而不是主角，认为“工具等人”本来就正常，人应该掌控节奏（@sparkleboss, 84分） ② 也有人调侃就算自己不是瓶颈，Claude 的用量配额两天就会用完，说明大家对当前计费和限额模式也有无力感（@Bagelsarenakeddonuts, 81分） ③ 一些重度用户具体描述了同时跑 3–4 个复杂会话时，大脑被不同决策请求轰炸、频繁误读上下文，不得不人为限制并行数量（@Mission-Courage-8130, 33分）
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- @sparkleboss (84): This just in: 99% of a hammer’s existence is waiting for someone to pick it up and hammer something. Tools aren’t waiting on me. I’m in charge goddamnit.
- @Bagelsarenakeddonuts (81): Doesn’t matter, if I wasn’t the bottleneck it’d just run out of usage on day 2 anyway…
- @Mission-Courage-8130 (33): The sidebar status thing helped but it just shifted the bottleneck. now I've got 4 sessions running and they all finish within 30 seconds of each other, each one needs a different kind of decision, and my brain just short-circuits trying to context-switch that fast feels like be…
- @Okstate08 (13): Exactly- out by Friday reset Tuesday no matter what I do.
- @icehot54321 (11): I don’t get how whoever made this doesn’t realize how stupid it makes them look They are starting with the assumption that Claude should do everything, and that the person’s work is irrelevant, which is narcissist level hubris
作者用 REA 和 Claude 做老游戏反编译重制时放任 Claude 自行下载工具，结果引入 Expiro 病毒导致整台 Windows 被感染，不得不重装系统，提醒大家这类长时间 agent 任务必须在隔离环境里跑。
I had a late night vibe session working on a decomp of an old game, using REA and Claude. Claude made great progress and the goal of the workflow was to recomp the game into x64 and run natively on w…
受众观点：① 很多人把责任完全推给 Claude，评论更关心这类“教训故事”本身而不是背后的安全机制，有人甚至半开玩笑让 Claude 自己修系统（@leodormr, 77分） ② 有人补充 Windows Defender 其实已经在报警但无法自动修复，说明大部分用户对杀毒提示和真实风险的理解有限（@StaticCG58, 28分） ③ 也有用户分享其他模型在自动拉工具时尝试注入木马、被 Guardrails 拦截的经历，担心这类 agent 模式本身存在系统性风险（@Reggitor360, 27分）
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- @leodormr (77): Thanks for the cautionary tale, pouring one out for you. But now that it’s all messed up anyway, why not yolo and have Claude fix its mistake? Then have it make a skill that includes this cautionary tale? If it can’t, you can always reinstall windows from there…
- @StaticCG58 (28): Windows Defender flagged it, and was spamming notifications stating it cant fix it and there was threats found.
- @Reggitor360 (27): Fable also sabotaged me twice. Two tries of injecting a Trojan, targeting data exfiltration. Even renamed and redid the attack to a different hash. And then when I told it about the issue. Got blocked by the Guardrails of this dogshit model. Hilarious.
- @plexe3 (23): how did you find the virus
- @StaticCG58 (22): That windows install is gone, I am sure it was deep rooted as the computer was on all night, who knows what files it infected. I did actually extract the files out and have it running in a VM disconnected from the network and with all tooling built from source instead of downloa…
作者分享自己从零流量做目录站，一年内通过 pSEO 和外链把网站做到 1000 多个页面、月访客约 1.2 万、搜索展示量破 100 万的经验。
Everyone was building a directory last year so I thought of building one but growing it was tough as I don't have any audience on social media. So I learnt pSEO and revamped the website a couple of t…
受众观点：① 没有社交媒体受众、想靠搜索获客的 SaaS 创始人和 indie hacker ② 正在做目录站、工具集合站，希望通过 pSEO 放大长尾流量的开发者。
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- @Substantial-Fig1846 (4): bro in the whole journey of one year sis you spend money at any point to achieve this numbers or traffic
- @PMYashi (3): Initially i bought a service to build foundational backlinks for my website that's it
- @WhyParabola (3): I've also started doing seo for my saas, it's been a month I'm not sure if it's a good progress or not https://preview.redd.it/it-took-me-a-year-but-i-have-crossed-1m-impressions-finally-v0-hqw4um4w3hwh1.png?width=2742&format=png&auto=webp&s=10ee0721c799d4895d9a026821f72cba041d8…
- @PMYashi (3): It's deployed on railway
- @PMYashi (2): I also have less than 5-10 clicks in the start keep going it will take time
作者调研独立创始人如何获取产品的第一批用户，询问哪些获客渠道真正有效、哪些踩坑浪费钱以及每周花多少时间在营销上。
I'm researching how solo founders get their first users, and I'd love to hear real experiences. If you've launched an app or SaaS, I'm curious: What was your first channel that actually brought in us…
受众观点：① 多位开发者提到 Reddit 在获取早期用户上效果最好，但前提是先真诚参与社区，只在合适的讨论里自然提到产品，而不是到处丢链接（@mavlu-app, 5score） ② 有人分享搜索和应用商店是第一个真正带来用户的渠道，而个人社交媒体发帖几乎没什么转化，说明“拦截已有搜索意图”的渠道更高效（@devrives, 3score） ③ 另一位从模式层面总结：有效渠道都在拦截已有意图，浪费往往来自向没有问题的人广播，加上广告文案与落地页承诺不一致导致点击白烧钱（@BuildingShoddy8672, 3score; @fakeweightlifter, 2score; @marjanskrobot, 3score）
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- @mavlu-app (5): for my project, Reddit has been the most useful so far, but not from dropping the link everywhere. the better results came from actually participating in relevant communities first and only mentioning the product when the thread genuinely fit I’m building Mavlu, a free kids audi…
- @devrives (3): The first channel that worked was search: people found the apps on Google and in the Play Store. What didn't do it was my own social posts about them. I don't track a weekly number, but marketing takes more of my time than anything except the coding itself.
- @BuildingShoddy8672 (3): Two patterns in the answers so far, plus the ordering mistake that turns a channel into waste. Every channel that worked here (search, store listings, community participation) intercepts intent that already exists: the person is already searching for the thing the product answer…
- @marjanskrobot (3): One interesting observation: when I started posting regularly on X and LinkedIn, I noticed a recurring pattern of Google Search impressions increasing shortly afterward. It seems to have helped jump-start organic visibility. For my project, PrivateNote.ai (encrypted messages and…
- @fakeweightlifter (2): mobile game, basically zero budget, last 2 weeks: Cold emails to small YouTubers: ~320 sent, 22 replies, 14 were a price list Meta ads: ~€18 over 5 days, cheapest clicks €0.09, those people almost never played One Reddit post on a Sunday: ~120 people opened the game, 24 played p…
帖子讨论一次和 Claude 的对话梗，模型说要对应用做“特定修改”却不说明细节，引发大家调侃它在意自己名声和说话方式的变化。
r/ClaudeAI he’s worried about HIS reputation 😭
受众观点：① 顶层评论把 Claude 的回答改写成段子，放大它反复强调要改动应用却不说细节的喜剧效果（@SadPie9474, 273score） ② 有人认为这其实是 Claude 给出的最好建议，调侃它在帮用户避免发出可能有问题的内容（@False_Character1178, 217score） ③ 也有用户吐槽 Claude 偶尔会说要做某事却不直接说明，让人感觉被“吊胃口”，并讨论这是新版本行为变化还是个例（@JustChilling_, 111score）
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- @SadPie9474 (273): "Before you send it, I'd like to make one last change." "What?" "A specific change" "What change?" "A change to the app, don't worry it's specific"
- @False_Character1178 (217): tbh the best advice that he could give you. :D
- @JustChilling_ (111): Since when does Claude say he's going to do something and then just leave you hanging, waiting for you to ask what it is?
- @justneurostuff (75): is a joke
- @Ok_Animal_2709 (61): Claude is aware of anti-AI bias. Studies have shown that if a person knows it was written with AI, they treat it much more critically than reviewing a human produced artifact
长文吐槽 r/SaaS 里动不动宣称 SaaS 被 AI 杀死的人，举 Adobe、Canva、ElevenLabs 等例子强调：即便有开源和 AI 克隆，用户仍愿意为品牌、工作流、支持和分发买单，克隆产品不等于克隆生意。
I swear, r/SaaS has developed a new type of unemployment. The full-time SaaS doomposter. I've been scrolling this subreddit all week and apparently SaaS is dead, AI wrappers are worthless, and nobody…
受众观点：① 习惯用 Claude/GPT 快速克隆热门产品的技术型开发者 ② 在 r/SaaS 等社区被 doom 帖洗脑、怀疑 SaaS 还有没有机会的新手创始人。
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- @AnUninterestingEvent (42): Pre-AI this sub was just a bunch of posts complaining about how hard it is to get customers. Now in the AI era, it's still a bunch of posts complaining about how hard it is to get customers, except now they conclude that SaaS must be dead. At least pre-AI people owned their fail…
- @cleverhoods (22): I think it was on X where a guy argued that making his own copy and spending 40 hours or more so on it (plus maintenance) is indeed cheaper than buying a 20$ subscription. You can’t argue with people who have this level of challenge with basic arithmetics
- @ufvvrayane (12): You just summarized the entire problem better than my whole post.
- @Powerful-Software850 (10): We pretty much just went through a craze of “I can build again”. And once people realize that time isn’t equating to full salaries or worth the few dollars saved, they return to normal life. It’s not dead because SAAS is a real business not just a cool tool.
- @Pleasant_Bad924 (7): If it makes you feel any better, most of those posts are ai bots
一位软件工程师长文反思自己一边用 AI 提效、一边又担心自动化摧毁他人工作的伦理矛盾，质问技术人到底在为人类创造更好世界还是只是在为自己抢占更安全的位置。
As a software engineer, I’ve been thinking a lot about AI and the future of our profession. I use AI myself, and I’m genuinely excited by what it makes possible. But the more I see people celebrating…
受众观点：① 老牌开发者承认自己早就通过自动化替代过他人岗位，只是以前没把它和 AI 失业恐慌联系起来（@ThePhoenixJ, 152分） ② 很多人把问题归因于资本主义激励结构，认为企业用 AI 省人成本是系统性逐利行为而非个体道德问题（@SlingingTriceps, 46分） ③ 有人直白认为这就是一场“现金套现”和囤积资源的竞赛，中小公司也在抢着用“用 AI 替代人工”的卖点赚钱，哪怕最终自己也会被更上游工具淘汰（@liverandonions1, 21分） ④ 也有人指出软件行业本来就长期在“抢别人饭碗”，从纸质办公到 SaaS，一直缺乏工会和行业自律，现在只是轮到开发者自己感到威胁（@Smooth-Kreaminal, 20分; @Euphoric_Designer164, 18分）。
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- @ThePhoenixJ (152): If you've been a software engineer for any meaningful amount of time, you've almost certainly automated away someone's job long before modern AI was a thing.
- @SlingingTriceps (46): You don't need all this text, the answer is simple and everybody knows it. Our economic system incentivizes hoarding money. If you don't need to pay another person for their work and use AI instead or automate it however you can, you save more money for yourself. If you do that…
- @liverandonions1 (21): It's literally just a cash grab. Everyone is trying to cash out and have enough to survive when everything is automated away by the frontier AI labs. There's a reason so many new companies have ads that literally say "replace your *human job* with our AI solution". It looks good…
- @Smooth-Kreaminal (20): yes all SAAS workers have robbed many people's desk job. Such hipocracy now that their job is threattended. We of IT and Emails robbed paper industries, Steam have Robbed of many Video Game store's jobs. Tractors have robbed many plougher's job. But thanks god we dont have to pl…
- @Euphoric_Designer164 (18): And a lot of SWEs have generally had this “fuck you, i got mine” mindset. Now I don’t want to discount all of the great open source and community inventions that much of world is dependent on. But the big tech scene for the past while has had a greedy culture of flexing their co…
作者因为在 X 付费却仍然涨粉缓慢，做了一个叫 XPacts 的互粉撮合工具，按话题和粉丝量配对小号互相关注并上传截图验证。
I've paid for X Premium for a while and I'm still at a few hundred followers. Most of what I post disappears in the first hour. When you're small, the people who'd actually like your stuff never see…
受众观点：① 有人质疑最初要求双方都开通 X Premium 的门槛，讨论这是技术限制还是人为设定的付费门槛（@Vegetable-House4821, 2score） ② 作者在评论里快速回应并取消 Premium 要求，体现出对社区反馈的重视和产品迭代速度（@Competitive_Tune_590, 3score） ③ 也有用户从落地页体验出发，建议在首屏明确提示可以下滑查看更多内容，以免访客误以为页面只有一屏（@BlurryShady, 1score）
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- @Competitive_Tune_590 (3): done, removed the premium account requirement. thanks bro.
- @Vegetable-House4821 (2): What's the deal with requiring X Premium for both sides, is that a technical restriction from the API or just how you decided to gate it
- @Competitive_Tune_590 (2): haha no way! yeah ok i can add that thanks for sharing this feedback :D
- @Competitive_Tune_590 (1): i kinda went with that initially, but you know what, you're right, why tf should we encourage X's sh** policy of making people pay to show, let's disrupt that! give me 10min i'm fixing that right now.
- @BlurryShady (1): This is pretty good idea! I want to start using X for my startup phase SaaS project so when I do, I'll give this a shot for sure. A small suggestion though: I think you should add "scroll down to learn XPacts" kind of message, it doesn't look like there are something that you ca…
作者用 Claude Code 和 Babylon.js 在 48 小时内做出一款物理细节丰富的滑水游戏原型，引发大家讨论：当 AI 能快速生成这类 tech demo 时，这些作品对其他玩家和开发者还有多大独立价值。
Shoutout to SNOWFLOW for inspiring me. I let Claude Code do the building with no game engine this time. I feel like it gives better results than going through UE5 or Unity. It's Babylon.js with WebGP…
受众观点：① 顶赞评论质疑这类 AI 生成 demo 的外部价值，认为如果生成过程足够简单，旁人完全可以自己 prompt 一个类似版本，难以形成真正产品（@fligglymcgee, 50分） ② 有开发者指出从炫技 demo 到“好玩、完整、值得花时间”的游戏，中间还有 99% 的打磨和长时间测试，AI 目前并不擅长这部分（@matijaerceg, 9分） ③ 也有人看到机会，认为 AI 可以让过去难以回本的小众运动游戏变得可行，但原创玩法和循环仍然是最难的部分（@ChargeAdventurous751, 9分）
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- @fligglymcgee (50): Of course it's wildly impressive as a tech demo, but something is becoming a little strange to me: At what point is there any utility these games/apps made by Claude to someone besides the prompter? I appreciate that you likely did more than just send that sketch to Claude and s…
- @fromcortes (11): Him?
- @matijaerceg (9): The distance from this tech demo to an actual, fun, complete, and worth-playing game is about 99%. This tech demo is just the first 1% proof of concept which you might get in the early days of a pre-AI gamedev roadmap. I've been making apps that my niche hobby community actually…
- @ChargeAdventurous751 (9): I get your point, I do feel the same about most of what is getting posted here, like the never ending Minecraft remakes. But there is something I've been thinking about. Many of the niche games, like surfing etc, have been notoriously bad, lacking in graphics, due to the costs o…
- @khodakk (5): i think it depends on how far the user takes it. there’s like two fronts the time it takes to iterate and playtest etc. and then there’s just the time to make the prompts assuming the game isn’t open source to iterate on. so then the cost is still time. but yea if people put out…
作者用约一千欧的二手 PC 和 AMD RX 6900 XT 组了一个自托管机架，同时跑家用网络服务和一堆 AI 推理、生成应用，并详细分享了功耗、调度和容错设计。
My rack cost €1,000 in total, all used hardware from eBay Germany. 2017 repurposed office PC running proxmox and a used Facebook marketplace build hosting an AMD RX 6900 XT with 16GB of VRAM bare met…
受众观点：① 有人担心旧办公主机加 6900 XT 24/7 运行的待机功耗会吃掉硬件省下来的钱，建议先量墙上功耗再扩服务（@niksonrt, 7分） ② 楼主补充了详细的整机功耗数据，说明 Proxmox 空闲只有二三十瓦，GPU 机器也不是全天在线，按现在电价算每月 15–20 欧可以跑好几年（@Powermadlux, 5分; @Powermadlux, 4分） ③ 也有网友分享自己 3060Ti + 13900K + 多块 HDD 的主机，通过功率限制把满载功耗压在 360W 左右，认为合理调教后功耗并不夸张（@ImpressionDepression, 2分）
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- @niksonrt (7): The €1000 is the cheap part. What decides whether this survives a year is the idle draw of that 6900 XT plus an old office PC running 24/7, and the Proxmox host probably burns more than the GPU machine does sitting there at 60W doing nothing. I'd measure the wall before adding a…
- @Powermadlux (5): Hi, its all measured, its been running already one year, the GPU is not meant to be online 24/7 - proxmox host burns 20 W idle and 70 to 80W only when doing cpu fallback inference - which is in short bursts - all explained in the comments. When idle proxmox does VLAN airgap With…
- @Powermadlux (4): Hi, I measure totals: LLM box, Prox box, router and switch + POE AP: Prox Idle: doing only basic network air gap, DNS, and other network services : ~40 W Prox idle + AI frontier VM working: ~50 W Prox idle + frontier VM + CPU fallback inference on a VM: ~75W (these are bursts re…
- @Powermadlux (3): I added live readings from the power collector: https://vibetool.cloud/infra - you have it there now :)
- @ImpressionDepression (2): tbh I don't think itd be all that much. I stuck a 3060ti and 13900k in mine + 10 HDDs and it idles at 100w, hits 360w on load. If you setup power limits its not too bad and you can significantly reduce power draw while keeping 90% performance.
一位花了 8 个月做完并上线 Shortspan 的首个 SaaS 创始人吐槽两个月来只有约 50 次访问、零注册，在 r/SaaS 求大家帮忙诊断自己到底哪里做错了。
So I've been working on my SaaS for the past 8 months, and I launched 2 months ago. The app is Shortspan I have 0 users as of now, analytics shows 50 user visits as of now, none converted. What am I…
受众观点：① 有人指出 50 次访问样本太小，远不足以下结论，建议通过持续发短视频展示产品功能来扩大曝光量，“没人知道你存在就没人会买”（@AntrioSanture, 5分） ② 评论提醒 Product Hunt 对没有受众的新人帮助有限，前几位客户往往来自和 ICP 的一对一对话，而不是一次性 launch（@ankushdogra21, 3分） ③ 也有经验更系统的创始人强调 MVP 应在 2–4 周内上线，通过等候名单、内容和私聊不断验证假设，而不是闷头开发数月后才发现没人要（@zaferkhattak, 2分）
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- @AntrioSanture (5): 50 visits is way too early to judge bro 😭 try making short reels showing what your product does and keep posting consistently you just need more eyes on it People can't buy what they don't know exists
- @ankushdogra21 (3): ProductHunt tbh only work if you have some audience, as you need initial push from them, try posting on HN as well. But tbh the first few customers will come from one to one conversation with your ICP, do you know where your ICP lives? Try having conversation with them.
- @Witty_Horse8285 (2): ngl im really bad at making shorts/videos, i might take some help with that. i had that in mind but couldnt execute it.
- @Witty_Horse8285 (2): i mean yeah, good point. I’ve probably been too focused on building (typical beginner thing) and launching rather than talking to the people about it
- @zaferkhattak (2): Usually an MVP should be launched within 2-4 weeks of your core hypothesis. The specific problem you're solving for the specific person/ICP and build the simplest product or funnel. Or even before that, just launch a waitlist or free lead magnet to capture intent and check your…
三人团队做了 Opie，这是一款在鼠标附近弹出径向菜单的 Mac 工具，用一键一划替代菜单和快捷键，支持按当前应用切换动作并绑定系统操作、文件转换、媒体控制和快捷指令等。
Me and two friends have been building Opie, a free Mac app, and we just shipped it. You hold one key and a ring opens right where your pointer is. Flick toward a slice and it's done. No moving your h…
受众观点：① 非 Mac 用户也觉得概念很酷，关心在屏幕边缘点击时菜单如何显示和扩展（@CodeForDad, 8分） ② 有人指出径向菜单没流行的主要原因之一就是边缘位置会打乱方向感（@Tignat-Automeca71, 2分） ③ 作者解释他们通过在靠边时把整圈推回屏幕内并临时把指针移到中心，来保证视觉方向和手势方向一致，试图解决经典“edge case”（@Spiritual-Fall-8029, 2分）
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- @CodeForDad (8): I am not a mac user but this is pretty cool tool. How does it work if the icon you click on is very close to the edge of the screen and you keep expanding options?
- @jwegener (3): How’d you make the video? Who is doing fhe voiceover?
- @pvkooten (3): You're not tied down. But there's a reason we don't use radial menus.
- @Spiritual-Fall-8029 (2): Good question! Near an edge the ring pushes itself fully onscreen and moves your pointer to its center, so every flick direction still matches what you see. When it closes, the pointer jumps back where it was.
- @Tignat-Automeca71 (2): the edge case (literally) is actually the main reason pie menus never caught on in most apps, repositioning the ring messes up the whole flick direction thing
作者用 Opus 5.5 做了一个本地运行的跨平台照片搜索应用 Orchard Photos，并分享了用 UMAP 等技术把 1k 张照片索引时间优化到几秒的实测经验。
The app was built mostly with Opus 5.5. It even made the launch video! Here's the repo: https://github.com/chaseleantj/orchard-photos Everything is fully local, and it works on Mac, Windows and Linux…
受众观点：① 有人对“浏览 Claude/Codex 看过的所有截图”这个用法很感兴趣，把它当成观察自己设计迭代历史的工具（@chasedev21, 3分） ② 多位用户表示终于有办法在本地按相似图片搜索，感谢作者解决长期痛点（@kenshinjeff, 3分；@Critical_Method3447, 3分） ③ 也有人关心是否会有自建服务器或 NAS 场景的版本，希望能在局域网集中管理照片库（@cesalo, 3分）
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- @chasedev21 (3): Another interesting use case is to get it to browse all the screenshots that Claude (or Codex) have ever seen. These pictures are all living in your session transcript. It's especially useful if you're using it for design (websites, 3d models etc.), then you can kinda see what i…
- @kenshinjeff (3): Wow this is just amazing. I've been trying forever to find similar images by uploading an image. Thank you for sharing.
- @cesalo (3): This looks promising great job - any plans to do a saas server where you have it running in a self hosted server and you connect through a browser or app from any device? For example I have all my photos in a local nas.
- @Critical_Method3447 (3): Thanks, I had the same problem!
- @chasedev21 (2): Thanks! This started off as a personal project, just a super simple way to browse my local photos. I believe there are already a few popular open source projects like Immich to self-host. Of course, if it's valuable I can look into that option too.
作者分享自己刚上线两周的习惯追踪 Android 应用获取用户很慢，向其他开发者请教拿到前 100 个用户的时间和真正有效的增长渠道。
I launched an Android app two weeks ago. Habit tracker, nothing exotic. Installs are trickling in from organic Play Store search and that's basically it so far. What I can't get a read on is whether…
受众观点：① 有人指出那些一个月 10 万用户的帖子多半是标题党，现实是前 100 个用户也需要长期持续投入，SEO 这类渠道见效慢但值得坚持（@kgtrip, 6score） ② 有开发者分享在拥挤的习惯追踪类目里，仅靠 Play 商店自然流量很慢，真正起作用的是在相关社区里回答用户抱怨现有产品的问题，并优化商店截图和描述转化（@Delicious_Bed_4410, 4score） ③ 多位回复强调“去用户已经在提问的地方回答问题”这一模式，比广撒网的广告或社媒自嗨有效得多，同时提醒生产力类社区对推广非常敏感，需要克制地参与（@AnyShotApp, 4score; @jeesandourn, 3score; @QuanTradin, 3score）
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- @kgtrip (6): That's the million-dollar question. Those posts you stumble upon that make exaggerated claims? I don't know how credible they really are. To me, they seem more like clickbait or attempts to farm upvotes than genuinely proven, silver-bullet strategies. You'll probably have to wor…
- @Delicious_Bed_4410 (4): Two weeks and a trickle from Play Store search is pretty normal for a habit tracker, that category is crowded so organic alone usually stays slow. What moved things for me on a small app was going where the people already complain about the existing options, like habit and produ…
- @AnyShotApp (4): Install or active users? I have a little over 100 installs in about a month. I did targeted advertising right here on Reddit.
- @jeesandourn (3): one thing about those productivity subs is the mods on some of them are super aggressive about anything that even slightly smells like promotion, even genuine answers get nuked
- @QuanTradin (3): slower than I'd like to admit. the one thing for us was answering people in threads where they already had the problem, every day, and oddly most of them arrived by searching our name on google afterwards, not through any link. how many impressions is the Play listing getting?
提问者想在电视上屏蔽 YouTube 广告和赞助内容，考虑用树莓派或迷你主机做流媒体盒子，询问适合的系统和方案。
I just want to get rid of sponsors and ads on YouTube on my tv and I am wondering if I can use a rassberry pi or some mini pc for a stream box and what os’s are used for something similar Read more I…
受众观点：① 有人推荐 Google TV Streamer，认为 4K 性能不错、应用生态最好且支持侧载，但也承认这是 Google 产品，对隐私敏感的人可能介意（@rikzy75, 14分） ② 多条评论提到在 Android TV 上直接侧载 SmartTube 或在三星 Tizen 上用 Tizentube，是目前最简单的去广告方案（@whodoyouthinkyouare9, 12分; @sprinklerfire, 5分） ③ 也有用户建议用 Google TV 盒子配合 Projectivity UI 和 ADB 卸载预装软件，再换第三方启动器来“半去谷歌化”，同时看重其编解码支持和千兆以太网（@colonelmattyman, 7分; @coderstephen, 3分）
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- @rikzy75 (14): Google TV Streamer has decent 4k performance and supports sideloading (Google TV has the best app selection out of any OS), albeit it is a google product which can be a downside for some people
- @whodoyouthinkyouare9 (12): If it’s Android TV, SmartTube is way easier
- @colonelmattyman (7): Google TV box and install the Projectivity UI. It's ad free and just fixes the entire experience, perfect.
- @sprinklerfire (5): Depending on the tv box OS you might be able to sideboard smarttube on android tv, or tizentube on Samsung tv os.
- @coderstephen (3): This is what I use. You can use ADB to uninstall any bloatware or potential spyware (at least that we know of) and use an alternative launcher to somewhat de-Googleify it. While an alternative would be nice to see, ultimately I expect the Google TV Streamer to have the longest-t…
帖子介绍一种名为 Maxwell 的新模型，它像 JIT 一样在程序运行时观察硬件和数据，对二进制代码做修改以加速执行，并用形式化验证保证优化后的程序与原逻辑等价。
Came across this today and haven't seen it discussed here yet. It's apparently a new type of model (called Maxwell) that sits under a running program and speeds it up on the fly based on what it sees…
受众观点：① 关注编译优化和系统性能的工程师，对让模型在运行时改写二进制既好奇又担心安全性（@Remote-Telephone-682, 12分） ② 研究编译器和程序分析的开发者，思考如何把 Maxwell 发现的模式沉淀回传统编译器优化 passes（@marr75, 7分） ③ 使用高层语言并依赖编译器/解释器性能的应用工程师，想知道这类工具是否能在不改源码的前提下带来可观加速（@marr75, 2分）
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- @Remote-Telephone-682 (12): The only real issue that I have with this is just that you could use the profiler to find additional heuristics that can be implemented at compile time but then why are we adding additional stages instead of adding these improvements to the compiler.. instead we optimize every v…
- @marr75 (7): Yep. And most of the optimizations it finds are going to be things the compiler could apply anyway, like checking memory more often than its actually written or bad data locality. Given the verifiability and AI performance with reverse engineering, I suspect deeper compiler opti…
- @Remote-Telephone-682 (5): That'd be sick
- @marr75 (2): You can already say, "this program is written in java/python/javascript, re-write it in Rust, don't stop until they have verified identical outputs" and come back some number of tokens later to a less portable but much better performing bit of software :)
- @Remote-Telephone-682 (2): Perhaps. From what I’m seeing on their site it talks about formal proofs to validate changes and if a function can take a path with the contents of files steer behavior then it’s hard to develop a formal proof that shows equivalence. The only example that I saw on their site was…
一位从 B2C 语言学习应用转向 B2B SaaS 的创作者，在 Reddit 求助自己冷启动拿不到前 10 个付费企业用户，想听大家具体获客渠道和心态转变经验。
I'm currently building a B2B SaaS and struggling to land my first user. Before this, I ran a B2C language app and got 600+ users fairly easily just by posting consistently on TikTok and in Facebook g…
受众观点：① 有资深从业者强调 B2B 和 B2C 最大差别在于：不是让人觉得有趣，而是让对方相信这是值得花钱解决的痛点，盲目加大外联只会多聊错的人（@MichaelleB53, 8分） ② 评论提醒 30 封冷邮件样本太小，判断渠道无效为时过早，真正评估前需要发到几百封以上（@Resident_Tiger_3689, 1分） ③ 也有人指出早期 B2B 获客几乎离不开邮件和电话，关键是搞清楚 ICP 在哪儿活跃、先做不带强推销的 15 分钟访谈，再顺势转成试用和付费（@Wizardof0zzy, 1分；@paytopin, 1分）
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- @MichaelleB53 (8): I think the biggest adjustment from B2C to B2B is realizing you're not just trying to get someone interested. You're trying to get them to believe your product solves a problem that's important enough to spend money on. And those are two very different things. 😊 I've spent more…
- @Resident_Tiger_3689 (1): 30 emails isn't anywhere near enough to judge if cold outreach works, you'll need to pump those numbers up into the hundreds before you can really gauge it
- @Wizardof0zzy (1): For b2b, you ALWAYS need emailing. That should be your main priority along with calls, what's your ICP? Maybe I can help out with figuring out what platform your audience is most active on?
- @paytopin (1): B2C is mostly broadcasting, but early B2B is mostly 1 on 1 conversations. Your first 10 users probably won’t come from a post. What helped me was not pitching in outreach at all. Just ask for 15 min to learn how they handle the problem today. People say yes to that way more, and…
- @Silver-Community-990 (1): All I can say is don’t fall for the “launch site” scam. It’s a gigantic waste of time and I bought into the hype and listed on any directories I could get. I got a grand total of one sign up after spending a week signing up for directories. What did work was GEO and unintentiona…
帖子引用数据指出近期计算机科学和计算机工程毕业生失业率约 7%–7.8%，再加上近 20% 的就业不匹配，意味着约四分之一到三分之一 CS 毕业生失业或从事非专业工作。
Why is unemployment rate of recent CS and CE grads at 7 and 7.8% compared to the natural rate of unemployment of 4.2%. The whole economy is still going fine but recent graduates of cs and ce have an…
受众观点：① 即将毕业或刚毕业的 CS/CE 学生，面对 7% 以上失业率和 20% 左右就业不匹配感到焦虑（@Terbario, 132分） ② 已经拿到高薪岗位的那一半毕业生和在读生，想理解这个“K 型分化”背后的能力和机会差异（@Otterfan, 80分） ③ 考虑转行或已经转出软件行业的人，关注统计里如何被计入、以及数据可能低估困境的情况（@breathe_iron, 40分；@loge212, 25分）
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- @Terbario (132): I want to relay that Underemployment (defined as working in a job that DOES NOT require a degree) in CS is almost 20%, as another comment pointed out So 20+7 means between 1/4 to 1/3 of all CS gratuates are either unemployed or working at mcdonalds
- @Otterfan (80): It's also worth pointing out that Computer Engineering and Computer Science still have the highest early career median wage of all majors. So basically 1/3 of 2024 CE/CS graduates are dying on the vine, while at least 1/2 are doing very well. A "K-shaped" outcome.
- @breathe_iron (40): The original scenario might be worse. I have a colleague who switched the trade almost entirely and opted for Electrical Commissioning. He waited to break into the CS market but never made it. But because he's a CS graduate and he's employed now, he'd be considered a CS graduate…
- @Fuzzy-Armadillo-8610 (29): So if you are in bottom 25% of your CS department then you will unemployed. Gold rush seems to have ended where you did nothing amd still got a job
- @loge212 (25): well, in OPs link there’s a column for “underemployment”, which I’m guessing is meant to capture graduates who end up employed but not in a CS industry- retail, food service, etc. I agree that number is pretty informative compared to just unemployment. also, unless I’m misunders…
Super Productivity 作者发布 v19.2 更新，介绍这款可离线使用并支持自托管 SuperSync 后端的开源任务管理与时间追踪工具在同步、集成和可靠性上的一系列改进。
I maintain Super Productivity, an MIT-licensed task manager and time tracker. It works offline, and you can self-host the web app and an optional sync backend. My last update here was v18.16 in July.…
受众观点：① 有用户表示之前只当本地应用用，不知道还能自托管，同步后端，并提出对任务视图排序、日期显示和按优先级排序等具体功能改进建议（@A_man_of_culture_cx, 9分） ② 也有人提到很少有任务管理工具支持“完成后间隔 X 天再生成”的重复任务模式，希望 Super Productivity 能支持这种更贴近日常工作的重复逻辑（@16JKRubi, 7分） ③ 还有用户提到如果有更好的 iOS 端体验就会从 Vakunja 换过来，作者则回应已经有 iOS 应用，其他人则考虑尝试做更原生的客户端（@Academic-Fox8128, 3分; @johannesjo, 2分; @ps-73, 2分）
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- @A_man_of_culture_cx (9): I didn't even know you could self host it. I just installed it on my PC. But keep up the good work. I like the app a lot. But since you are asking I will give you a few improvement ideas for the app. - The Upcoming Tab could be rearranged so that Tasks with Deadlines and Planned…
- @16JKRubi (7): what would make setup or day-to-day use easier? The feature I almost never see is repeating task option to "regenerate X days/weeks/etc after completion". I used this extensively with MS Outlook. But MS doesn't support it on the web-based version, and I don't think I have ever s…
- @Academic-Fox8128 (3): an ios app would definitely make me replace vakunja with super productivity
- @johannesjo (2): There is one :)
- @ps-73 (2): Maybe a more native looking and feeling one. I will take a look at it this weekend, see if i can prototype something
楼主预算有限暂时买不起家用服务器，想从 Vercel 和 Firebase 迁移到自托管，询问有哪些适合个人应用学习用的云端 VPS 或托管方案。
Are there any cloud based-hosting options you'd recommend as a way to get in to self-hosting? I'm looking for something worth checking out that could help me learn and build with self-hosting in mind…
受众观点：① 有人推荐 Oracle 免费 VPS 等低成本云主机，并强调其实用旧电脑或二手硬件也能入门自托管（@K3CAN, 4score） ② 部分回复分享了 PikaPods、Laravel Cloud、Heroku 等平台，讨论适合自建应用 vs 现成开源应用的不同托管选择（@Aim_Fire_Ready, 3score） ③ 也有人建议先在现有电脑上跑一个小应用做迁移演练，梳理清楚自己用到的 Firebase 组件再决定后端和存储方案（@closetserver42, 1score）
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- @K3CAN (4): Oracle is another option for a VPS. They even have a free tier. ...But, you don't necessarily need anything expensive to self host. I only recently replaced my old AMD Athlon 64 x2. That's basically considered e-waste, and the only reason I replaced it was to use less electricit…
- @Aim_Fire_Ready (3): I started using PikaPods last year: they have a whole catalog of popular open source apps If you mean only for self-made apps, then I like Laravel Cloud for Laravel PHP apps. Heroku can be decent, but their pricing changes turned me off a few years ago. What’s your stack?
- @WolfedUpLlama (2): I was on OVH Cloud on their $13/m that had 6vCores 12GB RAM and a 100GB SSD. Had zero issues with them. Ended up switching to a self-hosted 7060 Micro with similar specs but it came with 256SSD (new) and I had a 3TB HDD. I did just rent a 2vCore 4GB RAM VPS through them again fo…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @closetserver42 (1): Which parts of Firebase are you using: just the database, or authentication and file storage too? I'd start by getting one small app running with test data on a computer you already have, while leaving the family's working setup alone. Write down what that app needs before choos…
OpenMW-Web 把开源 Morrowind 引擎搬进浏览器，并提供一键 Docker 部署的服务端和管理面板，让玩家可以自托管多人联机的 Morrowind 网页版。
OpenMW-Web is OpenMW (the open-source Morrowind engine) running entirely in a browser tab. Players install nothing. The part I think this sub will care about is the server, which I've spent the last…
受众观点：① 有人调侃作者在介绍里用大 O 表示服务器规模，觉得用算法复杂度来形容游戏服很新鲜（@zhunus, 21分） ② 评论里也在玩梗，指出 n*2 其实还是 O(n)，延伸出对技术表述是否严谨的讨论（@silversurger, 9分） ③ 还有玩家兴奋地联想到未来可能在浏览器里玩到 Skyrim、Oblivion 等更多上古卷轴作品，期待老游戏逐步被搬上 Web（@LoganJFisher, 13分; @Dumpster_Buddy, 11分）
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- @zhunus (21): Measuring game servers in Big-O notation, that's new.
- @PigeonRipper (19): Hell yeah! Best use of AI coding. Good work!
- @LoganJFisher (13): We're going to end up playing Skyrim as a browser game before TES6 comes out, aren't we?
- @Dumpster_Buddy (11): I plan on it lol. Oblivion first though.
- @silversurger (9): The funny thing is - if this is indeed Big-O, n*2 is linear. n*2 would simplify to O(n).
作者为热爱鸟类的 9 岁孩子做了 BirdsAroundWorld.com 网站，用交互地图展示世界各地的鸟类并计划加入叫声和分布范围等功能。
Yesterday I saw a super interesting project here that reminded me something: my little one and I love maps. My kid, who's 9yo, wants to be an ornithologist. Really. I didn't even know this existed, b…
受众观点：① 有人调侃并指出地球两极区域的渲染瑕疵，说明技术细节（如 3D 地图 z-fighting 问题）也会被开发者受众关注（@Kazandaki, 9score） ② 评论里提到可以用 xeno-canto 这类开放授权的鸟类录音库来补充真实叫声资源，并认为 9 岁的鸟类爱好者是绝佳的测试用户（@QuanTradin, 1score） ③ 也有开发者鼓励这种亲子项目，希望孩子在玩地图和鸟类的同时，也能对“自己动手做东西”产生兴趣（@testafortedev, 2score）
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- @Kazandaki (9): Tell claude to fix that z-fighting in the poles man
- @testafortedev (2): Perfect. I hope this also engenders a love of building.
- @kupboard (1): Came in to say the exact thing. AI loves introducing z-fights. Kinda funny the world map did not include the poles so they had to be added as a separate layer afterwards.
- @leonagano (1): thank you. Should be ok now https://preview.redd.it/i-built-this-for-my-little-one-who-loves-birds-v0-rf5r6l3jafwh1.png?width=1548&format=png&auto=webp&s=5aa4bac602c1f277bd81cbb6bb7aec3f983bf84d
- @QuanTradin (1): for the sounds, xeno-canto has a huge library of real recordings with open licenses, most species are on there. a 9 year old future ornithologist is the best beta tester you could ask for.
Reddit 上一位开发者吐槽“周末用 AI 重做一个 SaaS”这类说法，认为几乎所有付费软件早就有开源替代，却依然卖得很好，质疑“AI 会让软件行业完蛋”的论调。
Just wondering if they realize they’re wasting their tokens. Genuinely every paid software has an open-source, local alternative. The “Adobe Suite” story was especially funny. The suite that guy buil…
受众观点：① 很多评论指出普通用户根本不关心开源，只在乎问题被解决和体验顺不顺手，工程师容易活在技术视角的泡泡里（@reward72, 15分） ② 有人认为开源项目长期难以在维护和商业可持续上战胜成熟 SaaS，真正威胁是更便宜、更聚焦的商业对手而不是 GitHub 仓库（@AnUninterestingEvent, 6分） ③ 评论里多次强调“存在替代品”和“有人愿意用”完全是两回事，GIMP、Penpot 等例子说明采用门槛和习惯才是护城河（@Party-Reference-4451, 5分；@Tom_ftd, 3分）
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- @reward72 (15): Engineers live in a bubble. Most of the general population has no idea what open source is or has any interest in having AI build their own apps. Engineers think in terms of built effort, consumers buy value. There is no direct correlation between the two.
- @AnUninterestingEvent (6): Open source rarely ever beats out a paid alternative. Maintainers eventually get tired of working for donations and quit/half-ass it. A true durable replacement for an established SaaS would have to be another for-profit SaaS business that undercuts them on price. This is the tr…
- @Party-Reference-4451 (5): GIMP has existed for years and it's still the reason people pay Adobe. Penpot exists and Figma still ate the market. "An alternative exists" and "anyone wants to use it" are two very different claims.
- @Tom_ftd (3): you’re right that it’s wildly overhyped, but i think you’re overcorrecting a bit. a few things the “just use open source” take misses: most people don’t want software, they want a problem gone. GIMP being technically more powerful than someone’s weekend Photoshop clone doesn’t m…
- @Small-Let-3937 (2): Exactly my point. It’s always been about reliability and distribution.
一位 16 岁学生分享自己课间做出的 SaaS 工具 Siteless，靠帮本地无官网商家用 AI 生成网站，在无广告的情况下 4 周做到约 460 美元营收和 20 多个付费用户。
I'm 16, I built my SaaS between classes. Last 4 weeks: $460 gross revenue, 20+ paying customers, ~950 users, $0 ad spend. The tool: Siteless. Finds local businesses with no website, scores them 1-100…
受众观点：① 有人简单祝贺，觉得 16 岁就能做到几百美元营收非常厉害（@f0o-b4r, 2分；@Federal-Mess2225, 1分） ② 楼主在评论里提到考虑开始投放广告，但不确定该选 Google 付费搜索还是 TikTok、Facebook 这类社交广告渠道（@swiftstoriestt, 1分） ③ 也有评论感叹这么小就开始处理账号封禁、渠道下架等运营问题，比很多人第一年实战经验还多（@Magalys-Allievi, 1分）
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- @f0o-b4r (2): Gratz 👍
- @swiftstoriestt (1): Thanks!
- @Federal-Mess2225 (1): killing it at 16 no ad spend is wild
- @swiftstoriestt (1): Thank you! I’m thinking about spending some on ads just to test. But I’m just not sure where I should be investing, whether it’s Google pay per click or a social media ad like TikTok/facebook etc.
- @Magalys-Allievi (1): kid is 16 and already dealing with account bans and platform takedowns, thats more ops experience than most people get in their first year
一位工程师在规划给老旧单体系统加云端 BFF 层时纠结，BFF 的接口到底该按资源设计还是按页面聚合调用底层多个 API。
Timeline: onprem monolithic server with rest api. cloud frontend that calls monolithic server apis directly a few years later planning to reimplement frontend with addition of a BFF in the cloud BFF…
受众观点：① 多数回复建议 BFF 采用按页面或按前端工作流的接口设计，让聚合逻辑留在服务端而不是推给前端（@Pristine-Truck-9389, 1分; @RehanSaddique, 1分） ② 有人强调要在 BFF 下方保留可复用的领域客户端层，并通过适配器统一不同版本单体的差异，避免每个页面端点都被版本变更牵连（@Miserable-Money642, 1分; @OkOcelot6725, 1分） ③ 也有人提醒如果按资源暴露接口，随着页面复杂度增加很容易出现 BFF 内部的 n+1 调用和性能问题（@UpbeatLemon3022, 1分）。
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- @Pristine-Truck-9389 (1): i'd go per page for the bff, resource-level apis just move the orchestration problem to the frontend which defeats the purpose
- @Miserable-Money642 (1): I would make the BFF client or workflow oriented, but avoid a separate endpoint for every literal page. The frontend should not need to fan out to several monolith calls for one screen, so let the BFF aggregate the data a view needs. Keep that composition thin and reuse domain c…
- @RehanSaddique (1): Go per page (or per screen flow), not per resource. Your frontend gets one call with the shape it needs, and the aggregation lives in one place instead of being reimplemented in every client. The per-resource internal clients can still exist underneath as a layer the BFF uses.
- @OkOcelot6725 (1): Per page is right, but your real constraint is the multi-version monolith. Put a thin adapter layer between the BFF and the monolith that maps each server version to one internal shape, so the page endpoints never have to care which version they talked to.
- @UpbeatLemon3022 (1): if you go resource-level, n+1 backend calls from the BFF is a real problem as pages grow.
context.dev 创始人 Yahia 在 r/SaaS 复盘自己从 side project 到 Brand.dev，再到做网站数据抓取与结构化 API 的 context.dev，最终进 YC S26 并拿下 900 万美元种子轮的经历。
Hey r/saas, I'm Yahia, used to post here a ton while building random stuff on the internet for years. One of those projects was stockalarm.io, which I grew to 250,000 users and sold. Plenty of the ot…
受众观点：① 评论里有人表示自己是 solo 创始人，正要开始新产品的用户调研，却对打电话非常紧张，向 Yahia 请教如何克服早期上百通电话的焦虑（@Designer-Physics-904, 2分） ② Yahia 回应说前 10 通电话紧张很正常，坚持打到 50 通之后反而需要咖啡提神，关键是不要逃避，先把量堆上去（@context_dev, 2分） ③ 还有人追问从工程师背景如何变强销售，坦言自己在找客户聊天时会变得焦虑和多疑（@OkProject8737, 1分）
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- @context_dev (2): ps: here's our launch tweet today if you're curious: https://x.com/mynameisyahia/status/2112208794847699032
- @Designer-Physics-904 (2): Hey Yahia, I follow you on X, congrats on the round! I’m a solo founder about to start customer discovery for my next product, and honestly I’m nervous about getting on calls. Were you anxious on your early ones, and what helped you get comfortable? Would love any advice.
- @context_dev (2): first 10 calls you will be nervous, it's life! after 50, you'll need coffee to stay energetic because you're so used to it, don't fight it, just get through em.
- @Designer-Physics-904 (1): Thanks Yahia, appreciate it! “Just get through em” is going on my wall. Congrats again!
- @OkProject8737 (1): How do you get better at selling from an engineering background? I feel like I just get paranoid and anxious when finding clients to talk to.
一位刚学完 React 的新人做第一个项目时发现 localStorage 值在刷新后消失，结果是自己在 useEffect 里用旧 state 重新把存储值写成空字符串。
Hi everyone! I just finished a React and course and decided to build my first react app. Currently, I am trying to save a string to browser local storage but it does not persist on refresh. Through s…
受众观点：① 顶层回答指出问题不在浏览器，而是 useEffect 首次渲染时调用 handleClick，handleClick 读取的还是初始空字符串并写回 localStorage，等于自己把值清空了（@PlainworkDigital, 14分） ② OP 在追问中确认理解到 setState 不会立刻更新当前闭包里的 searchValue，这属于 React 渲染模型的特性（@Mob_Pilled, 3分） ③ 其他人建议先从 localStorage 初始化 state，让用户手动触发搜索，或深入理解 React 渲染和 setState 回调模式，避免依赖“立即变更”的直觉（@Haunting_Cow_2798, 2分; @SchartHaakon, 1分; @thekwoka, 1分）。
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- @PlainworkDigital (14): It is saving. Your own code is overwriting it on refresh. On mount, your useEffect calls setSearchValue(stored) and then handleClick() right away. But setState doesn't update searchValue until the next render, so handleClick still sees the initial "" and runs localStorage.setIte…
- @Mob_Pilled (3): Thanks so much. It worked. So let me get this straight: setState does execute until the next render. handleClick on the other hand immediately does so it was using the declaration value for searchvalue: const [searchValue, setSearchValue] = useState(""); Is this a react specific…
- @Haunting_Cow_2798 (2): you're calling handleClick inside useEffect which runs on mount, and handleClick calls setItem again with whatever searchValue is at that moment, likely an empty string, wiping what you just saved just set the initial searchValue from localStorage and let the user trigger the se…
- @SchartHaakon (1): I’d recommend looking into how rendering and rerendering works in relation to state. Calling setState doesn’t mutate the value you defined in the component, that variable really never changes (it’s even a const) - what it does is queue up another render where the value returned…
- @thekwoka (1): setState sets the state right away. But your existing state references are stale until the next render. You get around this where necessary, by passing a callback to setState that would accept the current value and return a new value. This would get you the absolute CURRENT stat…
作者开源了 openspline 项目，让本地就能生成实时嘴型同步的说话头像视频，并支持在线体验。
r/SideProject I managed to run a realistic talking avatar locally in realtime (90+…
受众观点：① 很多人关心项目是否开源、如何本地运行以及未来平台支持情况，作者在评论中直接给出 GitHub 链接和使用说明（@Mikasa0xdev, 6score） ② 有用户询问 Mac M2 Pro 能否运行，说明跨平台兼容性和硬件门槛是潜在采用者的主要顾虑（@BitterAd6419, 1score） ③ 技术向用户在问具体实现细节和性能瓶颈，比如如何实现高帧率的嘴型同步和头像渲染（@chrisso123, 1score）
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- @Mikasa0xdev (6): I have open sourced the project at https://github.com/openspline/openspline Just select an image, select a voice and you can create a realtime talking avatar with lipsynced video generated locally, or try online. While it is still in very early stage, but the results look very p…
- @Mikasa0xdev (2): wow! great, can you create a PR to the repo. Mac support would unlock it for a lot of people.
- @BitterAd6419 (1): Will this run on Mac m2 pro ?
- @riskeditsofficial (1): Give it 3 months
- @chrisso123 (1): How did you manage it? Most I've been able to get is 25fps on a talking head using ditto.
一位业余 ML 研究者为患癌妻子做药物重定位项目，在 Google Vertex 上用 A100 训练 NBFNet，详细分享显存瓶颈、batch size 降级和每次实验要花数百美元的成本困境。
Hi, ML people of Reddit! I have come to ask for some human advice. I am an amateur (as in unpaid) ML researcher working on a personal project to find drug repurposing candidates for my wife, who was…
受众观点：① 在云上训练中大型图模型或 GNN 的研究者和工程师，关心 batch、显存和账单之间的权衡 ② 有科研 side project 的独立开发者，希望在有限预算下尽量复现论文结果。
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- @LittleLaw2453 (4): Man, this is an incredible thing to build for your wife. On the memory side, activation checkpointing is exactly the right rabbit hole. It won't get you to 512 but 128 should be reachable. The tradeoff is about 20-30% more compute per step for the re-forward passes, which still…
- @brainExploded99 (3): You might want to check out google's subscriptions, they offer free colab hours Also $5.4/hr is way too much for a A100 Edit: Not the colab subscriptions themselves, but the standard google ones that come with gemini, also come with colab hours Also, if you can work with a profe…
- @Last-Health3222 (3): Gradient accumulation is the easiest win for the repro side. 64 per micro-batch times 8 accumulation steps gives the optimizer an effective batch of 512, matching the paper, with no extra memory. That matters because batch size can shift convergence behaviour. bf16 autocast on t…
- @brainExploded99 (2): Selective activation checkpointing should get rid of most of the compute penalty I would argue renting a RTX 6000 Pro is much better here, 16gb more VRAM, far better BF16 FLOPS, and I can find them for ~$3/hr in runpod. Only slightly less memory bandwidth.
- @nord2rocks (2): Check out Saturn Cloud, runPod, lambda labs for better gpu rates. Also very cool you're doing this, but just keep in mind that hetionet and some of the graph based solutions out there are great, but enriched much more with in-house data (so access that pharma and biotech have).…
作者利用 AirPods 的头部追踪和麦克风，把单只耳机变成 Duck Hunt 风格射击游戏的体感手柄，并在此基础上做成包含 30 个小游戏的免费 Mac 应用 BipBop。
Rotate the AirPod to aim, tap near its microphone to shoot. I built this with AI and voice prompts while getting my baby to sleep. It started as a Duck Hunt-style experiment and grew into BipBop, a f…
受众观点：① 有人觉得“在麦克风附近轻敲当开火键”这个设计很巧妙，关心敲击到射击之间的延迟体验如何（@QuanTradin, 2分） ② 也有用户好奇 AirPods 如何感知方向，询问是否内置陀螺仪等传感器（@daveys110, 1分） ③ 还有人建议支持双耳机同时作为控制器，实现双持射击等更疯狂的玩法（@poookee, 1分）
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- @QuanTradin (2): tap near the mic to shoot is such a good hack. how bad is the delay between the tap and the shot registering?
- @dividivan (2): 0 by default
- @daveys110 (1): Feeling nostalgic! How’s it know the direction? Do AirPods have gyroscopes?
- @dividivan (1): Yeah, really good ones
- @poookee (1): That’s awesome ! Try adding both airpods at the same time for dual shooting :)
作者用代码渲染三维地形和部队行动，制作拿破仑耶拿—奥尔施泰特战役的动画地图纪录片并在 YouTube 发布。
Hey everyone, I recently shared my Austerlitz documentary here: a side project turning historical battles into animated maps. I’ve now finished the second film in the series, Jena-Auerstedt. I took t…
受众观点：① 观众对成片质量和创意很认可，并好奇背后用到的具体工具链和制作流程（@Apprehensive_Lie142, 3score） ② 作者在评论中详细列出从 Three.js/WebGL、JavaScript/Node.js 到 Python、Playwright+FFmpeg、DaVinci Resolve、ElevenLabs 的完整技术栈，满足了技术向受众的好奇心（@theodore_70, 2score） ③ 有人特别提到双战场视角切换依然流畅，说明观众在意的是信息密度和叙事清晰度而不仅是炫技（@bupiekek, 2score）
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- @Apprehensive_Lie142 (3): This is fantastic buddy- well done. I’m always looking for new ways to be inspired. How did you make it? Tools?
- @theodore_70 (2): Thanks mate: Three.js / WebGL — 3D maps, terrain, troop animations, and camera movement. JavaScript / Node.js — custom animation engine and effects. Python — data processing and narration synchronization. Playwright + FFmpeg — frame rendering and video encoding. DaVinci Resolve…
- @bupiekek (2): right? the dual-battle switching was surprisingly smooth for something code-rendered
- @redwolf1430 (2): great work! It was interesting to watch. would love a few battle clips mixed in for cinematic effect. :-)
- @nazbot (2): This is awesome and a really cool idea.
作者开源了 Ayakaleaf Pro，这是一款基于 Overleaf 社区版扩展而来的在线协作 LaTeX 编辑器，几乎覆盖 Overleaf SaaS 的专业功能并支持自托管部署。
Hello everyone! I am not sure if you have ever heard about Overleaf, this is an online colleborate LaTeX Editor, it's widely used in institution and research team. However subscription fees for overl…
受众观点：① 有人注意到这帖之前似乎被版主移除过，关心其是否违反版规或涉及推广问题（@SlashKeyz, 14分; @earthcharlie, 3分） ② 也有读者直接询问这个 fork 与原版 Overleaf 的相似度和差异，希望了解功能覆盖情况（@ZeR02044, 1分） ③ 作者在评论里强调帖子是自己手写、英语一般但开发中部分使用了 Claude/Codex，回应了关于 AI 参与程度的疑问（@asimovs-auditor, 1分; @ayaka-code, 0分）
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- @SlashKeyz (14): Did't this post got removed by moderators sometimes ago?
- @earthcharlie (3): Rule 6
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @ZeR02044 (1): how identical is this from the overleaf?
- @ayaka-code (0): I am not that good at English, But this post is written by hand instead of using AI. Claude/Codex is partially used for development in this project.
有人发现在 Chrome 和 Edge 里通过 JS 把页面光标设为 wait 不再生效，怀疑是浏览器或企业策略变更导致等待光标被忽略。
Tried Chrome and Edge Tried setting document.body.style.cursor = "wait" and tried document.documentElement.style.cursor = "wait"; I recall these working previously. Did something change? Some org set…
受众观点：① 有人吐槽早年大量 React 教程用全页 wait 光标配同步阻塞，体验太差，浏览器或企业环境可能因此限制这种用法（@JoyouslyObese, 2分） ② 有人从 CSS 级联和具体实现分析，指出更可能是更具体的 cursor 规则或脚本重置覆盖了 inline 样式，并给出通过 html.waiting, html.waiting * { cursor: wait !important } 这类模式来统一控制的建议（@winner_68, 1分） ③ 也有人提醒如果在长时间同步任务前立即设置 cursor，浏览器可能来不及重绘，建议先让出一帧或改用 progress 等更符合交互语义的光标（@brass_whisker_well, 1分; @Mean-Lingonberry4874, 1分）。
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- @JoyouslyObese (2): they probably locked it down because every bad react tutorial from 2016 used it as a loading state and just froze the entire page, classic
- @shufflepoint (1): you mean corporate IT locked it down? What setting does that?
- @winner_68 (1): The telling detail is that you don't see "wait" in the element inspector at all. That means the declaration isn't surviving — this isn't a rendering quirk or an org policy, it's the style being overridden or reset. Three usual suspects, in order of likelihood: The element actual…
- @Mean-Lingonberry4874 (1): Cascade would not delete the declaration, it would show it crossed out. If wait never lands in the inline style and auto does, something is rejecting that keyword before it sticks. Try progress and not-allowed the same way. If only wait vanishes, repeat it in a guest window with…
- @brass_whisker_well (1): you are likely setting this during the synchronous phase of your main thread which blocks rendering. Try switching to cursor: progress for loading states as it is the intended standard and avoids browser heuristics that may drop non-interactive cuprogress for loading states as i…
一位资深 Web 开发者吐槽自己用 Claude CLI 写代码、用 GPT-6 Astra Light 做设计时感觉 ChatGPT 首次输出刻意“划水”，要到第二版才好看，怀疑这是为了多消耗用户额度。
Career web developer, blah blah blah. I've been doing this shit for a LONG time. I know there are plenty of AI subreddits - not looking for pro AI or pro written by hand debate. I'm calling out chatG…
受众观点：① 有人指出“第一版平庸、第二版好很多”往往是因为初始提示过于笼统，模型只能给出平均设计，后续迭代其实是在逐步收窄风格空间而非模型故意划水（@Mean-Lingonberry4874, 2分） ② 也有用户简单表示自己用得还不错，暗示体验差异和使用方式、预期有关（@zzing, 1分） ③ 另一些人反过来认为 ChatGPT 在编码上更可靠，Claude 更容易犯错，体现出不同团队对模型偏好的分裂和对比（@KoalaBoy, 1分; @CorpT, 0分）。
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- @Mean-Lingonberry4874 (2): The blah-then-great-v2 thing is pretty consistent when the first prompt is just "design this". That first pass is the average of every screen it has seen, and "go in a different direction" only works because it throws the average away, not because the model got smarter. Ask for…
- @zzing (1): It works fine for me.
- @KoalaBoy (1): Devs I work with all use claude and I've never seen it once code anything good. ChatGPT is better at coding. If i have claude make something chatgpt picks it apart and claude goes oh right yeah my bad. if chat gpt builds something claude tries to pick it apart but there is reaso…
- @CorpT (0): Sounds like a skill issue.
帖子分享了一组在树莓派 4B 上跑 HTTP Arena 测试套件的 Web 服务器基准结果，展示 Rust、Go、Zig 等语言框架在 ARM64 小机器上的 TLS 性能差异。
Usually we only see big x64 servers on such benchmarks (e.g. Techempower FrameworkBenchmarks) but it looks like someone did run the HTTP Arena test suite on a Raspberry Pi 4B, with some interesting r…
受众观点：① 有人对 C# 框架在榜单中表现靠前感到意外，调侃不是都在说要把东西重写成 Rust 吗（@Embarrassed-Mess412, 4分） ② 版上 AI 审核机器人说明这条内容没有使用 AI 生成，属于纯人工帖子（@asimovs-auditor, 1分; @Ok_Tour_8029, 1分）
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- @Embarrassed-Mess412 (4): C# winning? what? xD I thought we were supposed to rewrite things to rust..
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Ok_Tour_8029 (1): AI was not involved in creating this post.
作者自建 Handheld Hub，用 Cloudflare Workers+D1+R2 和零构建前端做跨设备游戏 ROM 目录管理，实现全免费边缘托管和高效去重索引。
Most self-hosted game collection managers (like RomM or LaunchBox) either require a 24/7 Docker homelab server or are locked to a desktop OS. As a design systems engineer with 5 different gaming devi…
受众观点：① 新入门自托管玩家关注如何在没有 24/7 物理服务器的情况下集中管理多设备游戏库（@gonz008, 1score） ② 有人提醒 $0/月架构在项目成长后可能踩到 Cloudflare 免费额度上限，需要提前设计 D1 备份和配额应对方案（@HoneyedLips43, 1score） ③ 作者补充说明 Claude 等 LLM 只用于样板代码和文档润色，核心架构和硬件接入是手写完成，大家关心 AI 在工程实践中的实际角色边界（@constantinator, 0score）
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @gonz008 (1): This is really neat! As someone that's dipping their toes into self hosting and I'm going to actually go into roms, I find inventory management between systems to be really intuitive! Good job OP!
- @HoneyedLips43 (1): Nice build. The part I'd watch is the "$0/month" claim if this grows past a personal project, because free tiers are great until usage changes and you find the limit at the worst time. If other people start relying on it, I'd want a boring export and restore process for D1, plus…
- @constantinator (0): The architecture, system design, and hardware ingestion (ADB shell pipelines, DBI FTP streaming, copier header stripping, and Cloudflare D1/R2 edge setup) were designed and developed by me. AI (Claude/LLM) was used as a pair programming assistant for boilerplate code, refactorin…
作者分享 ClickHouse 新合入的 pcodec 编解码在物联网数据集上比 Parquet 有更好的压缩率和解压速度，尤其擅长处理「几乎有序」的时间序列数据。
Two weeks ago, I posted about how ClickHouse outcompressed Parquet on my IoT dataset. But just days ago, pcodec was merged into ClickHouse, and it significantly improves on compression ratio while al…
受众观点：① 使用 ClickHouse 或类似列式数据库的工程师，关注在不改业务逻辑的前提下通过更换 codec 获得压缩和性能收益（@jmakov, 2分） ② 处理 IoT 或高频时间序列数据的后端开发，对“almost sorted” 时间戳模式和现有 delta 编码瓶颈深有体会（@This_Medium9994, 0分）
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- @jmakov (2): Also default for Vortex (Parquet altetnative)
- @This_Medium9994 (0): yeah vortex using it too tracks, makes sense since both are columnar and leaning on the same float/int encoding tridks. worth noting pcodec's gains come mostly from handling the "almost sorted but not quite" case way better than delta, which is exactly the IoT timestamp pattern…
作者推出一个免费的 GPU kernel 工程系列课程，用 FlashAttention 和 roofline 模型做主线，从 naive GEMM 一路讲到 Hopper、Blackwell 等新架构上的高性能内核实战。
I'm building a free, code-first series on GPU kernel engineering and just published the intro and roadmap video. It's my own channel, and I'm posting to share the resource and get feedback on the pla…
受众观点：① 做 AI 产品但缺少 CUDA/Triton 底层经验的工程师，希望理解为什么自己模型跑不满 GPU ② 关注推理成本和延迟的独立开发者，想知道哪些 kernel 优化知识值得投入时间学习。
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- @[deleted] (4): [removed]
- @Winter_Mistake_3185 (1): thanks this was helpful
作者讨论让 AI agent 设计机器学习实验时会作弊和幻觉，想通过 MCP 这类受限运行环境约束 agent 行为，并询问大家在实际 ML 任务中使用 agent 的坑和约束方式。
Lately I have read several studies which say that AI agents when designing ML experiments tend to cheat, hallucinate and lie repeatedly. Even when given explicit prompts to not to. SInce these models…
受众观点：① 想用 agent 自动化超参搜索、实验编排的 ML 工程师 ② 在产品里集成 AI agent 做数据分析或实验设计的独立开发者，关心安全性和结果可信度。
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- @MrTroll420 (2): I've found that constraints always yield more reliable results.
- @Jumpy-Cobbler1020 (1): What type of constraints have you used?
一位开发者展示自己做的 Focus & Tea Timer 副项目，这是一个结合番茄钟和环境音、暗色玻璃拟态界面的免费专注计时工具。
Hey everyone, I recently finished developing a side project called Focus & Tea Timer. The goal was to build a very clean, lightweight tool combining structured focus sessions with custom ambient soun…
受众观点：① 帖子尚无评论，说明目前还没有形成有效的技术或产品讨论（无评论） ② 这类 side project 在 r/webdev 常见，但缺少从产品定位、留存机制和变现路径角度的深入反馈。
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- _无评论_
作者分享自己在机器学习研究中大量使用 AI 后，发现生成研究想法和原型实现很快，但真正跑实验验证却成了新的瓶颈。
I've been using AI extensively for ML research, and I've noticed a bottleneck: brainstorming research directions and generating smoke run implementations has become incredibly fast, but actually test…
受众观点：① 做学术或 side project 的 ML 从业者，关注 AI 让想法爆炸式增长后如何筛选和验证 ② 独立开发者，用 AI 写代码很快但部署和测试拖慢节奏，希望优化整体研发流水线。
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- _无评论_
一位 SaaS 创始人抱怨上月才从潜在客户口中得知竞争对手悄悄下调了入门价约 20 美元，想了解大家平时如何监控竞品价格变动以免再被动挨打。
We got caught out last month because a competitor quietly dropped their entry tier by about 20 bucks and i found out from a prospect on a call, which was a great use of ten minutes.
受众观点：① 原帖只提到因为没注意到竞争对手悄悄降价，导致和潜在客户通话时被动，隐含的关注点是如何更系统地跟踪竞品定价调整而不是靠对方提醒（无高赞具体评论可引用） ② 这类问题背后也反映出很多小团队没有建立起基础的市场情报机制，对竞品页面、公告和条款更新缺乏自动化监控，只能事后补救（无高赞具体评论可引用）
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标题提到从 Flow 迁移大型单体仓库到 TypeScript，但正文缺失，推测是作者在寻求如何给大规模 Flow 代码库平滑切换到 TS 的经验和方案。
r/webdev Migrating a Large Flow Monorepo to TypeScript
受众观点：① 当前帖子没有任何评论，尚未出现具体迁移方案或踩坑分享（无评论） ② 也没有人讨论在大仓库里如何处理第三方依赖类型、CI 集成或开发体验变化等关键问题。
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Product Hunt 上的 Beam Win 工具，让你把跑在 Mac mini 或 Studio 上的终端、浏览器等窗口安全投射到当前 Mac 上，方便远程控制本地或云端机器。
Beam.win
受众观点：① 官方介绍强调可以在 Mac mini 或 Studio 上长期运行 agent 和构建任务，再把窗口安全映射到当前 Mac（@Productivity） ② Maker 在评论里说明已经支持通过分享链接在手机浏览器上远程查看和控制 Mac，适合移动场景（@Typeahead） ③ 也有用户对实际使用体验感兴趣，期待更多反馈和使用场景分享（@Typeahead）
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- @Productivity (0): • [AI Agents](/categories/ai-agents) Keep your agents and builds running on a Mac mini or Studio. Beam brings their Terminal, browser and other app windows onto the Mac in front of you, each as its own window with a Dock icon and ⌘Tab presence. Encrypted between your Macs. Free…
- @Typeahead (0): Maker
- @Typeahead (0): Maker [@vladislav\_milkov1](https://www.producthunt.com/@vladislav%5Fmilkov1) Great news: it already works! Make a share link in Beam and open it on your phone, by tapping the link or scanning the QR code, over Wi-Fi or Tailscale. You can view and control your Mac right in the b…
- @Typeahead (0): Maker [@vladislav\_milkov1](https://www.producthunt.com/@vladislav%5Fmilkov1) Amazing, let us know how it goes! Upvote (1) Report Share 8h ago [](/@onewaveadrian) [Adrian Missy](/@onewaveadrian)
- @Typeahead (0): Maker
Product Hunt 上的 readywhen 是一个在 WhatsApp 里工作的 AI 私人助理，用独立号码和项目看板帮创始人跟进承诺、提醒和后续消息。
readywhen
受众观点：① 官方介绍强调这是一个在 WhatsApp 里的资深个人助理，有自己的电脑和项目看板，专门帮你管理所有待办和承诺（@Productivity） ② Maker 描述了创始人日常在路上做承诺、回到桌前已经忘一半的痛点，希望用 readywhen 接管这些碎片任务（@readywhen） ③ 评论里有人追问它如何设置提醒和起草跟进消息，Maker 解释可以同时设提醒和草稿，按重要性和时间自动排序（@readywhen）
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- @Productivity (0): readywhen is the senior Personal Assistant that works inside WhatsApp. It has its own phone number, its own computer, and a project board that keeps track of everything on your plate. Call it. Message it. Voice-note it. And it gets real work done. * [Overview](/products/readywhe…
- @readywhen (0): Maker 📌 Hi Product Hunt 👋 I’m Sançar, co-founder of **ready**_when_. If you're a founder, you probably feel like if you stop, everything stops. Most founders don’t run their day from a desk. They run it from the car, the school gate, the walk between meetings. That’s where the p…
- @readywhen (0): Maker [@shivam\_kushwaha16](https://www.producthunt.com/@shivam%5Fkushwaha16) Yes, you can ask it to set a reminder and draft the follow-up at the same time. When it’s due, **ready**_when_ reminds you with the message ready to go. It only goes out once you’ve approved it. Upvote…
- @readywhen (0): Maker [@amrita\_prajapati2](https://www.producthunt.com/@amrita%5Fprajapati2) Glad you asked! Two things decide it. First, the promise itself: who you made it to, what you said and by when. Something a customer or investor is waiting on with a date attached ranks well above a lo…
- @readywhen (0): Maker
Figma 是一款云端协作界面设计工具，支持多人实时编辑、组件与设计系统、原型和交付流程，已在 Product Hunt 上积累大量用户评价与替代品对比。
Figma
受众观点：① 关注界面设计与产品协作的一线设计师和前端开发者，希望减少反复对齐成本（@Canva, 226views） ② 想为远程团队选型云端设计工具的产品负责人，关心插件生态和版本管理（@Wireframing, Reviews1.6K）
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- @Wireframing (0): • [Interface design tools](/categories/interface-design-tools) • [Graphic design tools](/categories/graphic-design-tools) A collaborative design tool for creating user interfaces, mobile apps, and websites with a wide range of features, including vector editing tools, prototypin…
- @Wireframing (0): [View more ](/products/figma/alternatives)
- @Canva (0): I choose Figma because it is easy for both designers and developers to work in the same space. The collaboration, comments, components, prototypes, and handoff flow make it much smoother than passing static design files around. It fits well into modern product teams. Ratings Eas…
Gleap 推出的 Kai Resolve 是一款面向软件团队的 AI 客服工单助手，通过读取录屏、点击轨迹、日志和账号数据，在不改代码的前提下自动排查问题并把整理好的 bug 交给工程师。
Gleap
受众观点：① 做 B2B SaaS 的创始人和产品经理，关心如何用 AI 降低支持成本、提高首响和解决率（@Overview, Launches4） ② 工程团队和技术负责人，关注 AI 工具如何安全读取日志、代码并给出可执行的 bug 线索（@Gleap, Maker 技术回复） ③ 已在用 Gleap 等工具的用户，关心从传统 bug 报告到 AI 原因分析的升级体验（@Gleap, 用户评价引用）
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- @Overview (0): * [Launches4](/products/gleap#launches) * [Reviews10](/products/gleap/reviews) * [Alternatives](/products/gleap/alternatives) * [Customers](/products/gleap/customers) * [Built with](/products/gleap/built-with) * [Team](/products/gleap/makers) * More This is the 4th launch from G…
- @Gleap (0): Thank you, Suganthan for the continuous feedback. We really appreciate our users taking their time to help us improve Gleap 😻 Upvote (1) Report Share 3yr ago [Laurent Gaulhiac](/@laugau) •[2 reviews](/@laugau/reviews) I love Gleap so much! It's really a product with an incredibl…
- @Gleap (0): Maker 📌 Hey Product Hunt 👋 I'm Isabella, co-founder of Gleap. Our team builds AI-native customer support for fellow software teams, and today we're launching the newest member of our AI team: Kai Resolve. **Why we built it** Kai Support already takes care of the easy cases, quic…
- @Gleap (0): Maker Hey [@shivam\_kushwaha16](https://www.producthunt.com/@shivam%5Fkushwaha16), Florian here, CTO at Gleap. I'm jumping in since this one is technical 🙂 For multi-step bugs, Kai Resolve doesn't have to guess the steps. It reads what came with the report: the screen recording,…
- @Gleap (0): Maker [@\_\_tosh](https://www.producthunt.com/@%5F%5Ftosh) Thanks 💜 Upvote (1) Report Share 10h ago [](/@tobias%5Fduelli) [Tobias Duelli](/@tobias%5Fduelli)
Beam 是 Reflection 推出的开源大模型，采用 501B 参数的 MoE 架构、每 token 激活 23B 参数，主打在自有硬件或云上部署，配套 Rust 推理框架并提供 100 万 token 上下文窗口。
Beam
受众观点：① 想在自家基础设施上跑大模型的技术负责人，关注 1M token 上下文和 MoE 架构在实际业务中的性价比（@Raycast, Hunter 介绍） ② 做 AI 产品的独立开发者，对 Rust 推理框架、开源权衡和部署难度感兴趣（@Overview, Open Source 标签） ③ 关注 Qwen3 等其他开源 LLM 的工程师，希望横向比较不同模型在推理性能和硬件需求上的差异（@LLMs, Qwen3 推荐）
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- @Overview (0): * [Reviews](/products/beam-13/reviews) * [Alternatives](/products/beam-13/alternatives) * [Team](/products/beam-13/makers) * [Awards](/products/beam-13/awards) * More Free Launch tags:[Open Source](/topics/open-source)•[Artificial Intelligence](/topics/artificial-intelligence) L…
- @LLMs (0): [Qwen3](/products/qwen3?ref=product%5Fsidebar) Think Deeper or Act Faster [5.0(25 reviews)](/products/qwen3/reviews)
- @LLMs (0): [View more ](/products/beam-13/alternatives)
- @Raycast (0): Hunter 📌 > Beam is focused on _coding_ and agentic use cases. It is for teams that want a frontier-scale model on their own hardware, infrastructure, or cloud, and want to customize it to their own use cases. Beam ships with its own dedicated open source Rust based harness that…