Claude 宣布将订阅计划从 Max 5x/Max 20x 更名为 Max/Ultra，价格不变，但为已验证 Ultra 用户取消了 5 小时使用上限。
We’re renaming our Max plans: Max 5x → Max Max 20x → Ultra Max is still $100/month, and Ultra is still $200. If you’re a subscriber, there’s nothing you need to do. We’re also removing the 5-hour lim… ① 很多用户认为 Ultra 实际只有 10x 使用量，质疑更名是为了掩盖缩水（@Layton_Gott, 1921likes） ② 大量人关心 5 小时上限和重置周期，希望有更合理的 reset 机制（@thsottiaux, 594likes） ③ 有人吐槽 Max/Ultra 命名与“最大”“更高”含义冲突，觉得产品层级设计混乱（@OpaHiTech, 270likes）
Claude 宣布将订阅计划从 Max 5x/Max 20x 更名为 Max/Ultra，价格不变，但为已验证 Ultra 用户取消了 5 小时使用上限。
① 很多用户认为 Ultra 实际只有 10x 使用量，质疑更名是为了掩盖缩水（@Layton_Gott, 1921likes） ② 大量人关心 5 小时上限和重置周期，希望有更合理的 reset 机制（@thsottiaux, 594likes） ③ 有人吐槽 Max/Ultra 命名与“最大”“更高”含义冲突，觉得产品层级设计混乱（@OpaHiTech, 270likes）
Boris Cherny 转发补充说明 Claude Ultra 已为已验证账户移除 5 小时使用上限，强调这项具体变更。
① 用户认为这次改名是为了掩盖 Max20X 实际只有 10x 使用量，质疑透明度（@ExcaliburCurse, 81likes） ② 有人追问到底是 20x 还是 10x，希望得到清晰的技术和配额说明（@stantheman_0128, 66likes） ③ 部分订阅者反馈自己是 Ultra 但仍有 5 小时限制，担心变更 rollout 不一致（@delahzai, 25likes）
OpenAI 宣布推出面向企业的 Private Intelligence 方案，强调在使用最强模型的同时为业务数据提供更强隐私与控制。
① 有人质疑 OpenAI 只关心企业隐私而忽视个人用户，认为普通消费者得不到同等级保护（@Danmar_here, 31likes） ② 用户希望也能在 GPT-4o 上获得类似的私有智能体验，并在独立应用中使用，抱怨选择权只给企业（@JessGiuliano, 21likes） ③ 部分人直接解读为“只在乎企业客户”，对产品定位和价值观表达不满（@Valria34773, 14likes）
Anthropic 宣布将 Claude 的 Max 订阅计划更名为 Max 与 Ultra，并在保持月费不变的前提下，为已验证的 Ultra 用户移除原有的 5 小时使用上限，引发开发者对实际算力倍数、计费压力和如何获得验证资格的大量讨论
Anthropic 宣布将 Claude 的 Max 订阅计划更名为 Max 与 Ultra，并在保持月费不变的前提下，为已验证的 Ultra 用户移除原有的 5 小时使用上限，引发开发者对实际算力倍数、计费压力和如何获得验证资格的大量讨论。
受众观点：跨帖评论最集中的焦点有三类：
1）实际算力是否缩水与命名迷惑性：不少用户认为这次更名是为了掩盖从 20x 降到 10x 的使用倍数，例如 @Layton_Gott（1921 赞，X）吐槽“Fable 5.5 会瞬间吃掉你的 5 小时上限，只能被迫上 200 美元的 Ultra”，@ExcaliburCurse（81 赞，X）直言“你们只是改名，好让大家意识不到现在只有 10x 而不是 20x”。
2）配额重置与使用限制：用户希望更透明的重置周期和更少限制，比如 @thsottiaux（594 赞，X）要求“Better announce 28 days of reset”，@abbassyed（52 赞，X）则请求“Please remove the weekly limit too”。
3）验证门槛与成本焦虑：Ultra 虽然移除了 5 小时限制，但“verified”条件不清，引发大量追问和 FOMO，例如 @hrishi26061998（13 赞，X）和 @yuanhao（11 赞，X）都在问“how to get verified/define verified”，而开发者 @robj3d3 自己在评论里说“In reality I know all this means is that I’m going to end up spending more money”（6 赞，X），既兴奋又担心账单失控。
多家公司都在用 AI 和少量高水平工程师重写庞大遗留系统，Fortune 把 Cisco 案例包装成“Gen Z 英雄故事”，而工程师们指出这其实是各大企业普遍存在的遗留代码现代化现实
多家公司都在用 AI 和少量高水平工程师重写庞大遗留系统，Fortune 把 Cisco 案例包装成“Gen Z 英雄故事”，而工程师们指出这其实是各大企业普遍存在的遗留代码现代化现实。
受众观点：评论主要集中在两点：一是现实中遗留代码质量之糟糕远超媒体描述，二是“用 AI 重写”背后真正难的是工程流程和组织博弈。比如 @s4hvm（6 赞，X）说“yea I think most people dont realize how much awful code there is out there”，直接点出遗留系统的普遍烂摊子；@devinbgoble（5 赞，X）则强调“the code is the easy part. It's all of those other steps that take time and skill, even with AI.”，把难点从写代码转移到测试、迁移、协调等环节。还有 @barnabasdotexe（3 赞，X）提到“honeymoon of low-hanging fruit”之后是漫长的 10% 尾部工作，和 @tigloo（1 赞，X）对 CEO 通过单个工程师“替代整支团队”的组织信号表示担忧，说明受众既关注技术可行性，也在讨论这种 AI 现代化叙事对现有工程团队的影响和职场安全感。
Agent Arena 公布对 2.6 万次多代理会话的成本分析，指出在当前主流大模型计费下，开启缓存可将典型任务成本降低约 260%，并详细比较了不同模型与厂商在缓存命中率、缓存读取单价和任务总成本上的巨大差异
Agent Arena 公布对 2.6 万次多代理会话的成本分析，指出在当前主流大模型计费下，开启缓存可将典型任务成本降低约 260%，并详细比较了不同模型与厂商在缓存命中率、缓存读取单价和任务总成本上的巨大差异。
受众观点：评论区最集中的关注点有两个：一是缓存对真实成本的放大效应，二是不同厂商缓存计费策略的巨大差异。比如 @Jayanth_V79（1 赞，X）直接总结为「260% more without the cache. That makes cache hit rate part of the price, so it should show up in cost-per-task comparisons.」，把“缓存命中率”提升为和 token 单价同级别的价格维度；@lostinazeroy（0 赞，X）则说「caching is the cheapest optimization nobody turns on」，说明很多团队还没把缓存当成必备基础设施。另一方面，@sreedotworld（0 赞，X）具体对比 Grok 4.7 和 fable 5.1 的复读比例与账单占比，指出 xAI 把缓存读按输入价 25% 收费而其他家是 5%，解释了为什么看似相近的工作流在不同平台上成本差异巨大；@Cutzilla（0 赞，X）从用户视角抱怨「$7.44 a fable task on api is why the $200 sub isn't going anywhere lol ... the coffee break tax is real」，以及 @Avery_Coree（1 赞，X）吐槽 5 分钟默认过期导致“出去做个三明治账单翻倍”，都在强调缓存过期策略对成本的隐性“咖啡税”。整体来看，受众已经从“模型贵不贵”升级到“缓存命中率、过期时间和计费结构如何共同决定每个任务的真实成本”。
Claude 宣布将订阅计划从 Max 5x/Max 20x 更名为 Max/Ultra，价格不变，但为已验证 Ultra 用户取消了 5 小时使用上限。
We’re renaming our Max plans: Max 5x → Max Max 20x → Ultra Max is still $100/month, and Ultra is still $200. If you’re a subscriber, there’s nothing you need to do. We’re also removing the 5-hour lim…
受众观点：① 很多用户认为 Ultra 实际只有 10x 使用量，质疑更名是为了掩盖缩水（@Layton_Gott, 1921likes） ② 大量人关心 5 小时上限和重置周期，希望有更合理的 reset 机制（@thsottiaux, 594likes） ③ 有人吐槽 Max/Ultra 命名与“最大”“更高”含义冲突，觉得产品层级设计混乱（@OpaHiTech, 270likes）
展开评论
- @Layton_Gott (1921): @claudeai Translation: Fable 5.5 consumes your 5 hour limit so fast the only way around it is having the $200 plan
- @thsottiaux (594): @claudeai Better announce 28 days of reset
- @JesusIsGod (461): @claudeai Your new Max20X is really 10X https://t.co/dAVfLHb1tH
- @stantheman_0128 (294): @claudeai So is it 10x or 20x usage exactly? https://t.co/3GMxYIzOlN
- @OpaHiTech (270): @claudeai I thought Max meant maximum. Then Claude introduced Ultra. I call your ultra and i raise to..... whatever this is https://t.co/ny7JJITw7J
Boris Cherny 转发补充说明 Claude Ultra 已为已验证账户移除 5 小时使用上限，强调这项具体变更。
We're removing the 5-hour limit for verified Ultra accounts.
受众观点：① 用户认为这次改名是为了掩盖 Max20X 实际只有 10x 使用量，质疑透明度（@ExcaliburCurse, 81likes） ② 有人追问到底是 20x 还是 10x，希望得到清晰的技术和配额说明（@stantheman_0128, 66likes） ③ 部分订阅者反馈自己是 Ultra 但仍有 5 小时限制，担心变更 rollout 不一致（@delahzai, 25likes）
展开评论
- @ExcaliburCurse (81): @bcherny lol y’all only renamed it so folks don’t realize it’s 10x now, not 20x Y’all not slick
- @stantheman_0128 (66): @bcherny Hey Boris! So is it 20x or 10x to be exact? https://t.co/fFv8JItJdo
- @abbassyed (52): @bcherny Please remove the weekly limit too 😁
- @mwfowlie (40): @bcherny Max means maximum. It means it’s the most https://t.co/OrlFVYOs6I
- @delahzai (25): @bcherny Im the ultra but still with the 5 hour limit https://t.co/Kn2JZDcBwW
thdxr 提出一个想法：如果能在 opencode 里直接使用自己的 Claude 订阅，将个人模型订阅与开发工具深度打通。
what if you could use your claude subscription in opencode
受众观点：① 有人表示在 Codex 里用 Anthropic 模型体验一般，认为前沿模型往往在官方工具里效果最好（@MelkeyDev, 206likes） ② 有用户说这是让自己第一次取消 Claude 订阅的事件，反映对产品策略的不满（@Skeegan123, 196likes） ③ 也有人直接建议既然如此不如用 Claude code，认为官方开发工具已经能覆盖需求（@Solvairo, 52likes）
展开评论
- @MelkeyDev (206): @thdxr eh - I mean with Codex you can use Anthropic models and it just feels meh. I personally find frontier models work best with their companies harness
- @Skeegan123 (196): @thdxr This was the event that made me cancel my Claude subscription for the first time
- @harjjotsinghh (81): @thdxr anthropic legal has entered the chat https://t.co/n8L02Vidal
- @thdxr (66): oh https://t.co/S90XS6wQY8
- @Solvairo (52): @thdxr Why not just use Claude code at that point
OpenAI 宣布推出面向企业的 Private Intelligence 方案，强调在使用最强模型的同时为业务数据提供更强隐私与控制。
Privacy should advance as fast as intelligence. OpenAI Private Intelligence gives businesses stronger controls over their data while using our most capable models. We’re building these protections in…
受众观点：① 有人质疑 OpenAI 只关心企业隐私而忽视个人用户，认为普通消费者得不到同等级保护（@Danmar_here, 31likes） ② 用户希望也能在 GPT-4o 上获得类似的私有智能体验，并在独立应用中使用，抱怨选择权只给企业（@JessGiuliano, 21likes） ③ 部分人直接解读为“只在乎企业客户”，对产品定位和价值观表达不满（@Valria34773, 14likes）
展开评论
- @Danmar_here (31): @OpenAI Businesses but not people? Do you believe businesses are in more need of privacy than individual users?
- @JessGiuliano (21): @OpenAI can I have private intelligence running on gpt4o and can I have it back in a private safe app? or is choice and freedom only for businesses? #4oForAll
- @harjjotsinghh (20): @OpenAI same thing, new suit https://t.co/VSK7ShP75x
- @Valria34773 (14): @OpenAI Why don't you just post "fuck off consumers, we care about only businesses"?
- @VraserX (7): @OpenAI WEN NEW MODEL? https://t.co/2sdUXSqikW
OpenAI 发出一句“有很多种未来，你想构建哪一种？”的宣传文案，引导开发者思考用 AI 打造什么样的产品和世界。
There are many futures. Which do you want to build? https://t.co/19NY7tgPHM
受众观点：① 有人期待未来更强的新模型，比如直接喊话想要 GPT 6.1 Astra（@HamidoFx1, 63likes） ② 有开发者分享自己正在构建人类历史图谱等宏大项目，呼应“构建未来”的号召（@Publius_____, 32likes） ③ 也有用户吐槽 OpenAI 把 plus 用户“丢在泥里”，对当前产品分层和体验不满（@doomer_wizard, 19likes）
展开评论
- @HamidoFx1 (63): @OpenAI I can’t wait for GPT 6.1 Astra
- @chetaslua (52): @OpenAI what if this is made by a cute upcoming model in pure code that will be so cool 🥹
- @Publius_____ (32): @OpenAI Right now I am building an atlas of all human history. https://t.co/ZlI0dglr15
- @doomer_wizard (19): @OpenAI the one where you don't leave plus users in the mud
- @heyshrutimishra (16): @OpenAI https://t.co/VpWzPIHsh9
rauchg 分享 Geist 字体的新 serif 版本发布，适合用在网站文档和落地页等需要更成熟气质的场景。
Enjoy!
受众观点：① 开发者和设计师在自己站点上试用新 Geist serif 字体，觉得视觉效果很惊艳（@iamncdai, 4likes） ② 有人认为 Geist 有了 serif 后，文档和 landing page 会显得更成熟专业（@JeebsTX, 4likes） ③ 也有人吐槽现在字体选择太多，反而增加了决策和时间成本（@MRehan_5, 1likes）
展开评论
- @iamncdai (4): @rauchg Just tried it on my site. What a banger font! https://t.co/RdsK1W7gpN
- @JeebsTX (4): @rauchg Geist finally gets a serif. Docs and landing pages about to look a lot more grown up
- @__harsh020__ (1): @rauchg the font is nice. the agent still needs me to approve the "should i use this font?" prompt
- @MRehan_5 (1): @rauchg Already we waste many time selecting fonts now another comes It's too frustrating 😭
- @tomcoustols (1): @rauchg Wow!!
levelsio 以法国为例，抱怨欧洲通过过度监管赶走企业和人才，认为西欧南欧都将面临资本外逃和就业萎缩的后果。
What you see happening in France is essentially what will happen throughout the whole of Western and Southern Europe at some point Europe regulated away all new and existing businesses so they with t…
受众观点：① 有人认同欧洲监管和福利体系问题，但强调法国、西班牙还刻意大量引入低技能移民，加剧经济压力（@BT03492538, 19likes） ② 评论里不少人提到优秀欧洲人才跑到纽约等地工作，认为欧洲正在流失最能创造价值的一批人（@JoeBenjamin_, 12likes） ③ levelsio 自己补充说问题还和养老金不可持续、低质量移民和企业出走有关，最终会拖垮税收和福利体系（@levelsio, 11likes）
展开评论
- @BT03492538 (19): @levelsio All true. Except you forgot the part where France and Spain etc purposely imported millions of 3rd worlders that have zero skills into the economy as well.
- @JoeBenjamin_ (12): @levelsio Being in NYC, I’ve met a lot of Europeans who work hard, are very smart, and want upside. But they had to move here to obtain it. Europe losing so much top talent is a huge issue. Most say they would never go back.
- @levelsio (11): Obviously it's deeper than this and related to the unsustainable pension system and import of masses of low quality immigrants too The core is the same, if you regulate away business, there won't be new businesses, the good businesses will leave, your talent leaves and you soon…
- @NapierHolland (6): @levelsio Europe makes sense once you understand ‘prevalence-induced concept change’. All humans report a similar number of problems. When you make life comfortable, you downgrade the definition of a problem. These rioters believe their lives are hard. Because their lives are to…
- @Argyros_Money (5): @levelsio since 2020 with inflation inclueded germans lost wealth Median net worth in germany fell from 2020 until today from 65.000€ to 55.000€ in median net worth Terms Germans are the poorest in Europe. Next to Bulgaria. Which had Communis from 1945 until 1990....
thdxr 回应用户质疑，强调自家模型推理效率很高但没有被刻意削弱，运行方式与 deepseek 一致，并邀请用户提供详细失败案例以便改进。
our efficiency is getting to the point where so many replies think we must be nerfing the model we're not - we run it the same way deepseek does. we'll have them certify that soon doesn't meant we do…
受众观点：① 有人调侃说列表 API 的利润率高达 80-95%，暗示大部分厂商在价格上很贪心（@JakeKAllDay, 30likes） ② 有用户抱怨自己已经连续一个月提供截图和细节反馈，但问题依旧存在，质疑团队是否真正重视这些 bad case（@liltechnomancer, 7likes） ③ 也有人提到外界普遍怀疑他们过度量化模型导致质量下降，期待 deepseek 出来做第三方认证（@WillDobrev, 3likes）
展开评论
- @JakeKAllDay (30): @thdxr Just tell people the list API rates are 80-95% margin and you’re not being greedy like everyone else 😉
- @shuv1337 (10): @thdxr abliterated cheepseek wen?
- @liltechnomancer (7): @thdxr I shared screenshots & details for like a month of your operation cheap seats fucking my shit up for like a month did you forget?
- @WillDobrev (3): @thdxr Vejo muita gente falando sobre vocês estarem quantizando muito os modelos e, consequentemente, diminuindo a qualidade. Vai ser muito se a deeseek certificar!
- @jax_wu (1): @thdxr wait people thought yall nerfed it lol
levelsio 发视频展示自己用 GoPro 把画面串流到手机上，在家给自己理发，调侃摆脱理发店的束缚。
You too can unleash yourself from the chains of Big Barber and stream your GoPro to your phone to cut your own hair 🙏💇♂️✂️ https://t.co/oBGeiPQLt7
受众观点：① 有人调侃这是"大镜子公司最讨厌的一个小技巧"，把自助理发当成反常规的搞笑 hack（@Dustytwelve, 31likes） ② 也有人吐槽说这像是"百万富翁为了省 25 美元折腾出的复杂方案"，觉得成本收益不成比例（@hustlin_heev, 20likes） ③ 评论里不少人共鸣说宁愿折腾设备也不想和理发师寒暄，反映出社恐和讨厌小聊的情绪（@LesterUnhinged, 12likes）
展开评论
- @Dustytwelve (31): @levelsio Big Mirror hates this one trick. https://t.co/MRYfMkyLUs
- @pbertrand_dev (29): @levelsio One bad trade and can't afford a barber anymore 😭
- @hustlin_heev (20): @levelsio today on "how a millionaire saves $25"
- @lilmerc_ (15): @levelsio that's a no for me, dawg https://t.co/hARH29cNf5
- @LesterUnhinged (12): @levelsio SOME PEOPLE WILL BUILD A WHOLE CAMERA SYSTEM BEFORE ADMITTING THEY JUST HATE SMALL TALK
NousResearch 发推庆祝自家线下活动 NousCon 举办当天到来，号召关注者一同参与这场 AI 社区聚会。
Happy NousCon day to all who observe https://t.co/3JNvpcoGu5
受众观点：① 许多开发者在评论里分享自己正在赶往 NousCon 现场或遗憾无法参加，说明线下活动对 AI 社区凝聚力很重要（@Wronglebowsk, 10likes；@iphonegalaxymd, 6likes） ② 也有人关心产品路线，猜测是否会在活动上公布例如移动端应用等新进展（@heroictripod297, 4likes） ③ 还有人提到报名审核等门槛问题，反映出热门 AI 活动的参与资格和名额管理是痛点（@deadsocpoetry, 5likes）
展开评论
- @Wronglebowsk (10): @NousResearch En route as we speak. https://t.co/G4mDODXm8E
- @iphonegalaxymd (6): @NousResearch I can't make it https://t.co/4FyXT8ZGHd
- @vega_holdings (6): @NousResearch coming https://t.co/qDkOCma1eR
- @deadsocpoetry (5): @NousResearch My application is still pending 😂
- @heroictripod297 (4): @NousResearch is is finally mobile app time?
rauchg 预告 Next Native 即将到来，表示未来几个月内会让 Next.js 在原生层面实现更安全、高性能且成本更低的运行方式。
Next Native is coming. The whole world will be natively optimized in the coming months. Safe, performant, and cost-efficient.
受众观点：① Go 社区开发者欢迎 Next.js 加入 Go 阵营，认为这是 Go 语言设计初衷的很好落地场景（@twerske, 6likes） ② 有人好奇 Vercel Edge 是否会支持更多原生语言或 WASM，以便部署自研语言或非 JS 代码（@hd_nvim, 1likes） ③ 也有人调侃说一个 JavaScript 框架要引入 Go，本身就是对 JS 性能的一种诚实评价（@GuyGotThis, 1likes）
展开评论
- @ThePrimeagen (65): @rauchg IS THAT MY BOI GO??? Lets go!
- @twerske (6): @rauchg Welcome to the Gopher family, Next.js! 💙 This is exactly what Go was designed for. If you or the team have any feedback for the Go team as you build this out, feel free to reach out!
- @hd_nvim (1): @rauchg Is it possible to support native language using vercel edge? or support wasm natively? I want to use Vercel to deploy my toy language!
- @realamlug (1): @rauchg Perry can also compile next to native directly ;)
- @GuyGotThis (1): @rauchg a javascript framework adding go is the most honest performance review i've seen all year
jbhuang 正在整理一套关于大模型训练与推理的课程播放列表，涵盖分布式训练、微调、RL、OPD、服务与推理等主题，并向社区征集还应补充哪些关键模块。
I'm building a playlist/course for LLM training and inference (WIP). https://t.co/0JdUqjiiQm So far, we have common topics like distributed training, fine-tuning, RL, OPD, serving, spec. decoding, an…
受众观点：① 评论者建议加入超大规模多模态模型训练等前沿主题，说明受众对前沿大模型架构和规模化实践有强兴趣（@realyunlong, 1like） ② 多人提到 paged attention、KV cache / 前缀复用等底层机制，关注推理引擎如何在长上下文和多会话下高效利用 GPU 内存（@Mahone_AI, 1like；@QwenAIFans, 1like） ③ 也有人强调 RLHF 等强化学习相关内容，说明大家希望课程不仅讲监督微调，还覆盖人类反馈强化学习的完整链路（@muhammad14625, 1like）
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- @aditya_ghai07 (2): @jbhuang0604 Cool content! Made something on similar lines, let me know if u like it :) https://t.co/u70cUIaUId
- @realyunlong (1): @jbhuang0604 goat🐐. maybe a topic on how to train a trillion-parameter large multimodal model.
- @Mahone_AI (1): @jbhuang0604 i'd add paged attention. how serving engines keep variable-length KV caches from fragmenting GPU memory is basically what made modern serving work
- @QwenAIFans (1): @jbhuang0604 Would add KV-cache / prefix reuse and failure modes under long agent runs. Those bite harder than another optimizer chapter.
- @muhammad14625 (1): @jbhuang0604 Reinforcement learning from human feedback (RLH).
Agent Arena 基于 2.6 万次代理会话数据分析发现，如果不使用缓存，典型 AI agent 任务的成本会高出约 260%。
Your agent would cost 260% more without the cache. We analyzed +26K Agent Arena sessions from September 12 to October 23, 2026, spanning 30 agents and 13 labs. Caching dramatically changes the econom…
受众观点：① 有人指出 260% 的差异意味着缓存命中率本身就是价格的一部分，应该在对比不同模型或服务成本时显式纳入考量（@Jayanth_V79, 1like） ② 一些开发者关心缓存有效期和过期策略，说明在真实业务中缓存多久、何时失效直接影响成本和体验（@hakimieiqbal, 1like；@brunooliveira, 0likes） ③ 也有评论用具体产品举例，提到单次任务在 API 上的高成本以及“咖啡休息导致缓存失效”的额外费用，反映出开发者对缓存 miss 带来的隐性成本很敏感（@Cutzilla, 0likes；@lostinazeroy, 0likes）
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- @Jayanth_V79 (1): @arena 260% more without the cache. That makes cache hit rate part of the price, so it should show up in cost-per-task comparisons.
- @hakimieiqbal (1): @arena How long does the cache typically last before it expires?
- @brunooliveira (0): @arena the cache expiring while i grab coffee is the most expensive break i take
- @Cutzilla (0): @arena $7.44 a fable task on api is why the $200 sub isn't going anywhere lol 1 in 10 fable sessions pays an 18%+ cache-miss fee. the coffee break tax is real and hurts worse without a sub
- @lostinazeroy (0): @arena caching is the cheapest optimization nobody turns on
scaling01 把梅西和罗纳尔多球迷之争类比为美系与中系大模型之争，吐槽双方都坚信自己阵营绝对更强。
i’ve landed on Messi vs Ronaldo twitter and it reminds me a lot of american vs chinese model twitter there’s an obvious, objectively correct answer to which is better, but somehow half the people inv…
受众观点：① 评论里有人直接表态支持 Messi 胜过 Ronaldo，对应到模型圈就是单边押注某一阵营的情绪化站队（@TechnicalyCrrct, 9likes；@FootballShesh, 8likes） ② 也有人用“我的中国模型说是 Ronaldo”来玩梗，反映出大家把模型输出当作立场表达的一部分（@dahu7744, 1like） ③ 原作者补充说这和宗教信仰类似，很多人从小接受某种叙事后就不再更新观点，说明模型之争背后有强烈的身份认同和文化因素（@scaling01, 14likes）
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- @scaling01 (14): it's very interesting to me how that can happen but I guess it's no different than people believing in any god they just grow up with it and that's the end of the debate
- @TechnicalyCrrct (9): @scaling01 Messi > Ronaldo for those wondering
- @FootballShesh (8): @scaling01 yes messi is better
- @dahu7744 (1): @scaling01 My chinese model told me it's Ronaldo
- @hars_7086 (1): @scaling01 messi fans at least have trophies to point at. model twitter just has vibes and cherry-picked benchmarks
Nat Lambert 反思自己关于开源模型与网络安全风险的观点，强调真正关键是攻击者成本与防守方能力而非模型开源或闭源之争。
Was I wrong about open models & cyber risks? I don't think so. The AI community is focusing on the wrong lens - which type of model is causing harm - rather than how cybersecurity maintains an eq…
受众观点：① 安全从业者认同视角应从“开源 vs 闭源”转向攻击者行为建模和长期对抗博弈（@tfmlab, 1likes） ② 有人强调更有价值的问题是 AI 在攻击各阶段具体降低了哪些成本、放大了哪些环节（@SlimAssiliX, 1likes） ③ 一线攻防人员指出目前瓶颈仍在操作人本身，开源和闭源模型在实战中都撞到类似上限（@mdp_sec, 0likes）
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- @tfmlab (1): @natolambert Payments fraud went through the same shift. Banning the tool never held, so defences moved to modelling behaviour: who is acting and how their activity changes over time. Attackers adapt, defenders re-learn, and the equilibrium is the thing you measure.
- @SlimAssiliX (1): @natolambert The useful question is not whether open or closed models cause more harm but which attack stages AI makes cheaper faster or more scalable
- @lagrangedev (0): @natolambert Agreed. How a tool was used usually comes from logs kept by whoever ran it, so every incident report is partly just their word.
- @mdp_sec (0): @natolambert agree on the lens, open and closed hit the same wall in my hacking arena nobody solved the 3 rce labs, the bottleneck is still the person running it not the weights
- @mohammadvazin (0): @natolambert The harm model that matters in ops is attacker cost, not model license. Most intrusions still start with leaked creds and unpatched edge boxes, and open weights barely move that math. What moves it is defenders using cheap local models to triage logs nobody could af…
_akhaliq 推荐一篇名为 Look Only When Needed 的论文，提出用证书引导的视觉路由机制，让扩散式多模态模型只在必要时查看图像以节省算力。
Look Only When Needed Certificate-Guided Visual Routing for Efficient Diffusion VLMs paper: https://t.co/7EZ9MWOyR4 https://t.co/aZ6gbyYZP1
受众观点：① 有人觉得证书引导视觉路由是对“我真的需要看图吗”这个问题的正式回答，强调其理论上的优雅性（@thesimaximalist, 0likes） ② 评论指出实验中图像只在约 22.8% 的步数上改变未遮蔽 token，用无图通道自检的设计很巧妙且几乎不用调参（@sakshjn, 0likes） ③ 也有人强调这种路由方式能让扩散式 VLM 不再把算力浪费在背景 token 上，更聚焦于有用区域（@ShinkaIoT, 0likes）
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- @DataScienceHarp (0): @_akhaliq @dan_gural can’t help but think of you every time I see this coco pic 😂
- @thesimaximalist (0): @_akhaliq Certificate-guided visual routing is a delightfully formal answer to “do I really need to look?”
- @mattbroadstreet (0): @_akhaliq ⏫
- @sakshjn (0): @_akhaliq wouldn't have guessed the image only flips the unmasked token on 22.8% of steps. using the no-image pass as its own check is clever, nothing to tune
- @ShinkaIoT (0): @_akhaliq Certificate-guided routing is how diffusion VLMs stop wasting compute on background tokens.
arena 分享一张关于 Grok 4.7 与 fable 5.1 模型缓存命中率和计费差异的图表，引发大家吐槽不同厂商对缓存读取单独加价的收费策略。
https://t.co/gNzLoxDwfc
受众观点：① 开发者抱怨默认缓存过期时间太短，稍微离开一会儿就导致账单翻倍（@Avery_Coree, 1likes） ② 有人指出缓存本身被当成新的收费档位，形成额外的价格歧视（@LiuweijiaVip, 0likes） ③ 技术向评论具体对比 Grok 4.7 与 fable 5.1 的重读比例和费用占比，指出 xAI 对缓存读收取远高于其他家的费率（@sreedotworld, 0likes）
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- @Avery_Coree (1): @arena 5 minute default expiry is the one that gets me. step away for a sandwich and the bill doubles
- @LiuweijiaVip (0): @arena Caching turned into a pricing tier of its own.
- @sreedotworld (0): @arena Grok 4.7 re-reads 89% of its tokens and that's 65% of its bill, fable 5.1 re-reads 92% and it's only 12%. xai charging 25% of input for cache reads vs 5% everywhere else is doing a lot of work here 👀 https://t.co/b5hniQY7nq
推文吐槽媒体把责任甩给 Gen Z 工程师，其实各大公司都在用 POC 方式逐步把庞大遗留系统迁移到现代语言。
This article is written in a way to make you hate Gen Z engineers but some version of this is happening at every company drowning in legacy software - they just aren’t talking to Fortune magazine abo…
受众观点：① 很多人共鸣于企业里充斥着糟糕遗留代码，现代化改造需求巨大（@s4hvm, 6likes） ② 有人指出代码迁移只是第一步，真正耗时的是测试、验证和上线等工程流程（@devinbgoble, 5likes） ③ 评论提到现代化改造往往先吃低垂果实，最后那 10% 最难、最容易让工程师 burnout（@barnabasdotexe, 3likes）
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- @VicVijayakumar (55): "The CEO identified a proven engineer who came as part of an acquihire and now doing fuckall with his time, and gave him unlimited tokens to modernize the company's legacy software" Unfortunately just doesn't get the same clicks
- @s4hvm (6): @VicVijayakumar yea I think most people dont realize how much awful code there is out there
- @devinbgoble (5): @VicVijayakumar The code is the easy part. It's all of those other steps that take time and skill, even with AI.
- @barnabasdotexe (3): @VicVijayakumar There's a honeymoon of low-hanging fruit, and then there's the long tail toil of "stuff that can't be easily proven correct" You want to be the guy who gets credit for the low hanging fruit, not the one who burned out on the last 10%.
- @ericclemmons (2): @VicVijayakumar That’s what I demoed today! Completely redoing how Cloudflare Pages and Builds work to handle agentic volume. 📈
推文介绍谷歌在太空中用 TPU 完成首次 AI 推理，项目 Suncatcher 展示了在轨算力和 AI 基础设施的新尝试。
Google just ran its first AI inference in space 🔥 A TPU in orbit received a prompt, processed it, and sent a complete response back to Earth. Project Suncatcher is the beginning of an entirely new er…
受众观点：① 有人兴奋地联想到未来在太空建数据中心，用轨道算力支撑 AI 工作负载（@HarshithLucky3, 1likes） ② 也有人担心地面到轨道的通信延迟，对实时推理和交互体验的影响（@annanidev, 0likes） ③ 有评论猜测首个输出是俳句，可能是为了测试高延迟场景下的短文本交互（@aishortcut42, 0likes）
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- @HarshithLucky3 (1): @ai_for_success Data centers in space 🔥🔥
- @annanidev (0): @ai_for_success That latency must be pretty rough though.
- @aishortcut42 (0): @ai_for_success haiku as the first output feels deliberate for latency testing
作者对某个新功能或资格开通激动大喊，调侃自己只会因此花更多钱，并引来围绕验证方式和使用成本的讨论。
Holyyyy SHYEEEEEETTT https://t.co/gaVmaY8ViF
受众观点：① 作者自嘲说现实是只会花更多钱，反映很多人对新功能开通后成本失控的担忧（@robj3d3, 6likes） ② 有人调侃这会让他用 Claude 更上瘾，侧面说明高阶 AI 能力会放大使用频率和支出（@vikktorrrre, 1likes） ③ 多个评论在问如何验证和开通，说明大家对资格获取流程和门槛很关注（@CalimanuLoredan, 0likes；@DannyVerkissen, 0likes）
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- @robj3d3 (6): In reality I know all this means is that I’m going to end up spending more money
- @vikktorrrre (1): @robj3d3 Damn Your claude is about to move on steroids
- @notjazii (1): @robj3d3 good luck
- @CalimanuLoredan (0): @robj3d3 How does one verify?
- @DannyVerkissen (0): @robj3d3 Rob how and where to find the verify option?
jedcal 分享自己参加纽约 X Creator Connect 线下活动的经历，并表示会把 @bot 加入日常创作工作流。
Last night, I got to attend the @x Creator Connect event in NYC Definitely adding @bot to my workflow https://t.co/opdBYjHhmz
受众观点：① 创作者在评论里呼应自己也大量依赖 bot 辅助创作和运营（@ShervinShares, 2likes） ② 也有人关注线下活动本身的氛围和场地布置，对这种官方组织的创作者活动感兴趣（@leslie_rh7, 0likes）
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- @ShervinShares (2): @jedcal @X @bot bot all day
- @leslie_rh7 (0): @jedcal @X @bot the setting looks cool 😎
jedcal 怀念 AI 大改版之前的旧版 Google 搜索界面，并提到自己当年靠给 RateMyDorm 做 SEO 才能在结果页获得醒目展示。
Google before the great AI-ification 💔 Back when I grinded SEO on my website RateMyDorm (now sold) to get featured like this https://t.co/SEk038rsvr
受众观点：① 有人感叹自己已经完全忘了旧版 Google 的样子，说明界面变化之快（@anshulcreates, 1likes） ② 部分用户怀旧早期搜索结果页的简洁体验，称之为 og 时代（@0xaniol, 0likes） ③ 也有人顺带讨论具体宿舍楼评价，体现这条帖子的个人记忆属性（@MakhijaSaroop, 0likes）
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- @anshulcreates (1): @jedcal funny that I completely forgot what this looked like even though it wasn’t even before I started high school
- @0xaniol (0): @jedcal the og days
- @MakhijaSaroop (0): @jedcal Best hall truly is the best
- @PeterOkwara (0): @jedcal Damn
推文虚构了一种更无聊但真实的版本：CEO 把闲置的收购工程师授权去重构公司遗留系统，却远不如“喷 Gen Z 工程师”的故事好卖。
"The CEO identified a proven engineer who came as part of an acquihire and now doing fuckall with his time, and gave him unlimited tokens to modernize the company's legacy software" Unfortunately jus…
受众观点：① 作者指出如果写成 CEO 找到一位收购来的资深工程师重构遗留系统，这种真实版本就不会有点击量（@VicVijayakumar, 55likes）
展开评论
- _无评论_
推文分享一个用动画拳击角色做短视频的账号，在零制作成本下 33 天拿到 370 万播放和 3.48 万粉，用来带动拳击类 App 订阅变现。
This format is a f*cking goldmine😭 Dozens of boxing apps make $50k to $100k/mo With influencers and UGC but this animated boxing page is genius And it cost $0 to produce. 3.7M+ views and 34.8K Follow…
受众观点：① 有人提到自己做意大利短视频有播放但几乎没涨粉，关心这种账号的粉丝是否真的会转化为下载和付费（@lucaardito, 0likes） ② 也有人追问既然说成本为零，具体是如何做到的，对制作工具和流程很感兴趣（@Abduldevhub, 0likes）
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- @lucaardito (0): @ErnestoSOFTWARE my italy shorts got views but almost no subscribers, so i unlisted them. do u know if these followers actually turn into downloads?
- @Abduldevhub (0): @ErnestoSOFTWARE U said it cost 0 dollars to produce,hw??
作者吐槽公司内部还在用 gchat，对比 slack 的使用体验，表达日常办公沟通工具的无奈与抱怨。
For those using slack, this is what we’re dealing with when us cf folks complain about gchat on here https://t.co/8UPn8Hrrk6
受众观点：① 关注企业内部沟通工具体验、在公司被迫使用落后 IM 工具的打工人 ② 远程协作团队负责人和独立开发者，关心选什么工具能减少沟通摩擦、提升效率的人。
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- @burcs (8): @zebassembly poor zeb just wants his morning memes
- @jpschroeder (7): @zebassembly I literally didnt know companies used gchat, i thought that was some tired feature from 2009 on gmail.
- @georgeblackm (4): @zebassembly I have yet to click a gchat link that scrolls to the correct position in the channel on first try
- @gregthompsonjr (2): @zebassembly I always thought it was just me. 😂
- @darkmembo (2): @zebassembly i thought i was the only one
作者分享自己最近 30 天的收入来源排名，内容创作、UGC 平台代理和服装品牌成了主要利润渠道，并提到两个月前辞职不再拿 SWE 工资。
Update: my income streams ranked the past 30 days (profits) 1- content creation 2- my UGC platform/agency: https://t.co/zmHcawwVsN 3- clothing brand: https://t.co/CXikW9lsTQ lost an income stream sin…
受众观点：① 想从全职 SWE 逐步转向独立开发或多重收入的程序员 ② 关注内容创作、SaaS、小产品如何组合出稳定现金流的创作者和 indie hacker 群体。
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- @shinxiii_2 (0): @jedcal Did content creation money go up or ugc went down?
- @0xaniol (0): @jedcal all in
作者表示自己不懂财务却在认真阅读 Anthropic 的 S-1 招股书，觉得拆解这些数字并尝试理解背后的含义非常有趣。
I don’t know shit about financials but this Anthropic s-1 filing is really interesting to read about. As someone that’s not very well versed in this stuff, it’s fascinating to pick apart these number…
受众观点：① 关注 Anthropic 等 AI 公司商业前景、但缺乏财务背景的开发者和独立黑客 ② 想通过阅读 S-1 等公开材料判断 API 定价、产品路线和长期稳定性的 AI 工具使用者和小团队创始人。
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- @nstlopez (1): @zebassembly Same tbh
- @itsnoahd (1): @zebassembly Literally same, its so fun
- @Senerman (0): @zebassembly You can make sense out of them?
- @KASHIFALIKHAN94 (0): @zebassembly parsing through raw financial breakdowns is surprisingly fun tbh
- @rhoml (0): @zebassembly No freaking way I get close to the IPO price
推文介绍一款名为 Fresco 的独立游戏，玩家在 3D 考古学家与会动的古埃及壁画 2D 角色之间切换，通过解谜在两个世界中推进剧情。
This indie dev is making a game where you can literally play as Ancient Egyptian wall art. - Switch between a 3D archaeologist and living 2D art - Survive puzzles that fight back - Progress by master…
受众观点：① 很多人关注 Fresco 的 3D 考古学家与 2D 壁画角色之间切换的创意玩法，认为古埃及墙画被赋予生命的设定很有想象力（@IndieGameJoe, 760likes） ② 有玩家指出这种“贴墙变 2D”的机制在马里奥奥德赛和塞尔达等作品中早就出现过，质疑其新颖性（@Aelphasy, 713likes） ③ 作者本人强调灵感继承在游戏演化中的合理性，认为独立开发者是在把自己热爱的机制做成个人化作品，希望大家给新作空间（@IndieGameJoe, 598likes）
展开评论
- @IndieGameJoe (760): "In Fresco, ancient walls come alive. The carvings etched into the temple walls are not just decorations. They come to life, and the player can control them." Wishlist: https://t.co/AzD9hFUED7 And be sure to follow the talented dev here: @KeloniaGames
- @Aelphasy (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 (598): Seeing a lot of “this was done before.” So what? Games evolve through inspiration. Indie devs are often just trying to take something they love and turn it into something personal - and I think that's great. Let the dev cook. The game looks awesome, and they have my support!
- @horror4kids (578): @IndieGameJoe Reminds me of this scene from The Prince Of Egypt https://t.co/MCUpbZ7PU0
- @Itsdotdev (396): @IndieGameJoe Nice. Definitely inspired by this game. https://t.co/HSX7wnMZ4B
推文安利独立恐怖攀爬游戏 Idols of Ash，玩家沿巨大深坑往下攀爬时被巨型蜈蚣追逐，目前在 Itch 上限时免费。
A giant centipede chases you while you while you climb down a huge hole in indie climbing horror game, Idols of Ash! Out now and FREE for a limited time, on Itch: https://t.co/xYpAfigfKo Full Gamepla…
受众观点：① 玩家被主角回头看到蜈蚣猛冲过来的瞬间吓到，认为追逐演出非常有压迫感（@_reapze_, 1199likes） ② 有人吐槽视频里反复听到的苏格兰 TTS 旁白声线，说明配音风格对游戏氛围感受影响很大（@LowKarmaPerson, 492likes） ③ 部分玩家觉得粗糙画面和音效反而让恐怖感更强，比精致写实更让人不适，凸显低多边形风格在恐怖题材中的独特优势（@ExoGhost, 485likes）
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- @ss1elite (1209): @gameralphabeta @LeafyGames Will there be a sex update? https://t.co/wrN2OvIPvP
- @_reapze_ (1199): @gameralphabeta @LeafyGames him turning aroundd to see the centiped chomping towards him scared the fuck outta me
- @Mick2Bigg (1136): @gameralphabeta @LeafyGames https://t.co/TM6omXI53m
- @LowKarmaPerson (492): @gameralphabeta @LeafyGames WHAT IS THIS SCOTTISH TTS VOICE I HEAR IT EVERYWHERE
- @ExoGhost (485): @gameralphabeta @LeafyGames Something about bad graphics and sound makes horror games so much more unsettling
推文推荐一款独立开发的掰腕子主题游戏 Isekai Bistro，角色设计可爱夸张、玩法机制新奇，被拿来对比现代三A级游戏的千篇一律。
Indie Dev makes an INTENSE game about arm wrestling. The character design is CHARMING and FUN while the gameplay mechanics are INNOVATIIVE and EXCITING. The exact OPPOSTIE of Modern Triple A Games. h…
受众观点：① 有玩家指出这款游戏名为 Isekai Bistro，认为整体素质一般但在兽人角色解剖和细节上很用心，至少比大量流水线视觉小说更有诚意（@ICnO6WZ0hKTP9EN, 701likes） ② 部分人调侃作者夸赞“角色设计可爱有趣”的原话，被做成二创梗图传播，说明文案本身也成了传播点（@ISITMIDNITE, 190likes） ③ 有玩家表示即便自己不是兽人向受众也想买，只因为游戏看起来很有趣，体现出强主题+有趣玩法可以跨越题材偏好吸引购买（@taetakemilover, 47likes）
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- @ICnO6WZ0hKTP9EN (701): @Windpress Game is Isekai Bistro. kinda mediocre, but props to them for putting a Taur's nethers where they're supposed to be. better than the 10 billion RenPy Aislop dogshit that's flooding steam.
- @SaintKuroVT (276): @Windpress https://t.co/JsZXt25EOx
- @ISITMIDNITE (190): @Windpress "The character design is CHARMING and FUN" - Windpress https://t.co/OhRpxqXXus
- @Kits_Yurei (93): @Windpress https://t.co/OtDaXg7pE0
- @taetakemilover (47): @Windpress I'm gonna buy it because I'm not furry or something (lies) but I'm gonna buy it because it's look fun.
作者分享一段使用 OpenClaw 进行“vibe coding”的短视频，只写少量代码就让应用跑起来，引发工程师们围绕这种 AI 辅助即兴开发是否可持续的大讨论。
Just a little OpenClaw :P https://t.co/JlzHffO3fC
受众观点：① 有人调侃资深工程师看着这种 vibe coding 方式觉得不可持续，但只要项目还能正常运行就会默许继续，反映团队对效率与工程质量的矛盾态度（@Kunal_Nihalani, 30likes） ② 有评论认为 OpenClaw 正在走向主流，短视频爆火说明“vibe coding 时代”已经到来，很多人对这种新工作流充满期待（@Pritesh, 6likes） ③ 也有开发者强调即便借助 AI 生成高质量代码，仍需要人类把控整体架构、理解系统并保持控制，否则后期重构和维护会非常痛苦（@LagrimaChristi, 6likes）
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- @Kunal_Nihalani (30): @kmcnam1 Meanwhile the senior engineer watching me vibe-code: 'That's not sustainable' Me: train keeps choo-choo'ing perfectly '…carry on
- @clintgc (7): @kmcnam1 Yeah but it works 🤣
- @Pritesh (6): @kmcnam1 "Just a little" — meanwhile 3M people watched this. OpenClaw is going mainstream and moments like this are proof. The vibe coding era is here and OpenClaw is at the center of it.
- @LagrimaChristi (6): If it works it's as good as 'any', you are always 1 feature away from silent failures, data degradation etc... Vibecoding is fundamentally designing an App from the UAT on, in reverse, but it doesn't avoid you the need of planning its architecture, and when it's post -ex it beco…
- @Ingenieurwunder (6): As someone who codes both in the classic clean way and in a more experimental vibe-driven style, I can say this: if you guide the AI well and work out clean concepts together with it, the results can be surprisingly good. In fact, often even better than a purely human solution,…
推文爆料黑客在包括韩国在内的七国同时攻击银行，并点名使用中国AI工具入侵多家金融机构，把这场网络攻击类比成新冠疫情早期阶段的全球性风险。
🚨 BREAKING: Hackers are hitting banks in 7 countries at the same time. This is what Covid looked like in week 1. A few countries. Small numbers. Nobody called it a crisis. 1/ South Korea: hackers use…
受众观点：① 关注 Claude、Grok 等大模型被黑客滥用、对欧洲和亚洲银行安全感到焦虑的科技从业者 ② 做金融科技、支付或数据产品、需要向客户解释 AI 安全边界的开发者和创始人 ③ 想了解“AI+网络攻击”真实威胁程度、但缺乏一线技术视角的普通用户和投资者。
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- @vanessa_drx (130): Super, tout va bien. Des hackers qui jouent avec Claude, Grok et des outils chinois comme des enfants avec des Lego, et qui vident des banques en Corée, en Italie, en Inde, au Japon… comme si c’était un simple loisir. Des centaines de millions qui disparaissent en quelques minut…
- @JeremyBenedic86 (106): @USronaldcarter @DigPerspectives Just like 2020. People in the know got rich off Bitcoin and others bought toilet paper and wore masks. Same thing happening different type of distraction: “disease” now “cyber attack”
- @Wrabpit (91): @USronaldcarter Just like covid, all of this is by design.
- @D26_U (60): @USronaldcarter Or, its fake. The banks just realize its easy to blame hacker with AI than admitting to money lost from failed investments
- @StackOfTruths (38): @USronaldcarter The Covid analogy is chilling because it's accurate. We're in the "it's just a few countries" phase of an AI-driven financial cyber crisis. 🦠🏦
作者安利一门免费的 Claude AI 全套课程，号召大家今晚别刷 Netflix 而是花两小时学习如何用 Claude 搭建和自动化各种项目，强调学完就能多一项实用技能。
INSTEAD OF WATCHING NETFLIX TONIGHT. Spend 2 hours with this. Claude AI FULL COURSE that teaches you how to BUILD and AUTOMATE anything. The people who watch this tonight will wake up tomorrow with a…
受众观点：① 想用 Claude 做自动化但还停留在聊天层面的独立开发者和职场人士 ② 经常收藏 AI 教程却很少完整看完、需要一套“如何选课+如何跟着做项目”的方法论的学习者 ③ 想把 Claude 接入自己 SaaS 或 side project、但不清楚从哪一步开始设计工作流的新手开发者。
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- @ajomathew (18): @RamSingh_369 This is the YouTube link https://t.co/PjMpuYAH3H
- @AISimplifyX (9): @RamSingh_369 Amazing lecture
- @learnx369 (4): @RamSingh_369 Great share
- @QuebradoTabu (3): @RamSingh_369 @grok qual nome desse vídeo no YouTube?
- @spacialtotk (3): @RamSingh_369 Nah they'll wake up tomorrow waiting for usage credits to reset
作者声称自己运行的 OpenClaw 代理在半夜提示有 6 个即将结算的市场、请求 1.2 万美元部署资金，自己一句同意后睡觉醒来就赚了 4.38 万美元，展示用 AI agent 做时区套利的故事。
my OpenClaw woke me up at 3:47 AM with one message: "found 6 markets resolving in next 90 minutes while US is asleep, need approval for $12K deployment" i typed "yes" and went back to sleep woke up t…
受众观点：① 对 OpenClaw、MCP 等 agent 框架感兴趣、想做自动化交易或套利的新手开发者 ② 被“睡觉也能靠 AI 赚钱”故事吸引、但缺乏量化和风控知识的普通用户和 indie hacker ③ 想了解如何在产品层面给资金操作类 agent 加上限额、审批和审计机制的 SaaS 创始人。
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- @fidoeth (382): @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 (78): @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
作者介绍了一个基于 OpenClaw 的自动化系统：扫描没有泳池的中端住宅、用 AI 渲染后院加泳池的前后对比图，并自动给屋主寄明信片，帮助泳池建造商批量获取高客单价线索。
this OpenClaw bot finds $500k–$1.2M homes without pools, renders a pool into their backyard, and mails the owner a postcard showing the before/after, on autopilot... here's how pool builders can clos…
受众观点：① 想用 OpenClaw 或其他 agent 框架给本地服务行业做自动化获客工具的独立开发者 ② 做营销 SaaS、对“AI+直邮/线下转化”这类混合漏斗感兴趣的创业者 ③ 关注 AI 如何真正落地到建筑、家装等传统行业、而不仅是线上内容生成的从业者。
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- @goatlal (121): @everestchris6 I literally did this with one prompt using Bud No need for a complex OpenClaw workflow https://t.co/hXZKCtTrWd
- @Alexxcastlee (104): @everestchris6 https://t.co/KnMnme56sc
- @everestchris6 (76): dm me if you want a custom openclaw system for your business
- @mattft (33): @everestchris6 It absolutely does not do this on autopilot
- @dhiran_dev (32): @everestchris6 lowkey feel bad for whoever gets these postcards and suddenly wants a $50k pool they never thought about before lol https://t.co/rU4XpI1bZ2
Claude 官方宣布在 MCP 中加入 Tasks 和 Elicitations，让插件可以跑长时深度研究任务，并在中途向用户发起补充信息确认。
We’re adding support for MCP Tasks and Elicitations in Claude. Tasks let Claude give plugins long-running jobs such as deep research and report back when they’re done. https://t.co/JOgGufK7yD
受众观点：① 关注 Claude/MCP 生态的开发者，想知道 Tasks/Elicitations 实际能解决哪些长任务痛点 ② 在做多工具工作流、需要长时间任务和用户确认环节的独立开发者和小团队 ③ 评估要不要从自建插件系统迁移到 MCP 的 API 产品和 SaaS 开发者。
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- @ClaudeDevs (437): Elicitations let plugins ask users for input mid-task, such as confirming a refund or filling in a missing detail. https://t.co/Clf2csTEi9
- @GregGavinRFP (102): @ClaudeDevs That’s great but fix your nerfed usage limits that started this week
- @alexmichael (32): @ClaudeDevs https://t.co/pPalhw7hD1
- @cory_schulz_ (30): @ClaudeDevs definitely designed by Claude https://t.co/jClqR8ZRHb
- @AirCunhaXtra (9): @ClaudeDevs https://t.co/3lo77ptbF5
推文讲述独立游戏开发者 Cakez 四年几乎零收入坚持做像素塔防《Tangy TD》，上线一周在 Steam 卖出 28078 份、净收入近 20 万美元的逆袭故事。
太难了， 独立游戏开发者 Cakez ，历时 4 年无收入财务状况相当拮据。打造的像素塔防游戏《Tangy TD》，在 Steam 上拿下 89% 好评。一周：售出 28,078 份，净收入达 197,847 美元。 当他打开后台看到数据的那一刻，情绪瞬间崩溃，当场落泪😭 https://t.co/NpdQSMMdrK
受众观点：① 正在全职或半职做独立开发、长期没有明显收入的创作者 ② 想从上班转向独立开发但担心家庭和经济压力的打工人 ③ 对 Steam 游戏和独立 SaaS 变现路径差异感兴趣的开发者和产品人。
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- @HZyrn (246): @iamtonyzhu 羡慕他有个好夫人。
- @xuanxiaofang (153): @iamtonyzhu 看，他四年无收入还有女人支持，再看看国内女人，失业在家一个月就在考虑离婚分手了
- @kevin_9431 (79): @iamtonyzhu 我佩服的是他老婆，换中国老婆早跑了
- @kevinma_dev_zh (64): @iamtonyzhu 这老哥太不容易了，真能坚持
- @tonychuhai (42): 帖子来源：
推文介绍 REA 作者一次性开源约二十个 GitHub 仓库，组合成一个以 REA MCP 为核心、集成 Ghidra 等工具的逆向工程工作室。
this is getting f*cking dangerous... REA creator just dropped 20 GitHub repos to build a f*cking reverse engineering studio: [01] analysis core > REA: a single MCP that plugs into everything https…
受众观点：① 对 REA、MCP 等新一代 AI 工具编排方式感兴趣的开发者 ② 做安全研究、逆向分析或需要理解黑盒软件行为的工程师 ③ 想把 AI 接入到调试、抓包、协议分析等底层工作流中的独立开发者。
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- @photoncmndr (35): @0xDeniAi How many of these repos are full of nefarious shit to be used against you also?
- @TinfoilTricorn (18): Literally not dangerous, it's the whole history of technology, evaluation, science and academic work. What is dangerous is "black boxes" running unknown illegal pipelines to foreign nations. Always on recording devices violating state laws and so on. TOS do not obviate a reasona…
- @Niburu05 (7): @0xDeniAi You do realize you cant use REA with Claude anymore right ???
- @TerrorBotLabs (5): @0xDeniAi I’m building a REA studio also. lol. Driven by codex or Claude , with a few local models across 4 machines. I reverse engineered Pair, so codex/claude are the orchestrator and delivers different pieces of the project to the local models, reviews then loops or approves.
- @muratoflu_ (4): @0xDeniAi people were doing this shit in their garage and its nothing new its just an area no one admits participating in
推文整理了 Karpathy 在 GitHub 上的 7 个明星仓库，称其构成一条从手写反向传播到能跑通过夜研究型智能体的免费“AI 学位”学习路径。
holy f*ck, Karpathy put an entire AI degree on GitHub for free 7 repos, 306,741 stars, and in the right order they take you from backprop to agents that run research overnight each repo is the next l…
受众观点：① 想系统补课但不想报付费课程的 AI/ML 初学者 ② 已会用大模型 API、希望补齐底层原理和 agent 实战能力的独立开发者 ③ 在为团队新人设计 AI 学习路径的技术负责人或资深工程师。
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- @foukation (6): @Mr_Buzzoni Most people will star these and never run them
- @Mnilax (4): @Mr_Buzzoni karpathy is a real ai king. thanks for this repos!
- @koyukopan (4): @Mr_Buzzoni does it update your old notes too?
- @kinderlayer (2): @Mr_Buzzoni Karpathy’s open source learning path is elite
- @hammertime_one (2): @Mr_Buzzoni big G repos
推文安利 Andrej Karpathy 一段两小时免费代理系统课程，涵盖 Agents、Harness、Loops、Graphs 等核心概念，并吐槽很多训练营收费昂贵却教得更少。
This is f*cking insane. Andrej Karpathy spent 8 years at OpenAI and Tesla Last week, he put everything he learned into one free 2-hour lecture Agents → Harness → Loops → Graphs Some bootcamps charge…
受众观点：① 想系统入门 AI agents 但时间有限的独立开发者和工程师 ② 正在评估要不要报高价 AI 训练营的从业者 ③ 已在做小型 agent side project、需要更好架构思路的开发者。
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- @SeanLil23 (23): @0xkichiro Are you sure not 2 years ago? Don’t fool people
- @l3s6vr9 (17): @0xkichiro first screen, he starts with ChatGPT 4o THEN you know this is an old vid You sure fooled a lot of people with that bait click
- @WaterLao48236 (5): @0xkichiro have some respect 1 - link the original 2 - don't hook with 'last week', material is 2 years old
- @0xbrightbyte (5): @0xkichiro Spam spam spam, trying to sell paid courses duuuh
- @german_chairman (3): @0xkichiro last week? sounds like last decade already
博主转述一个号称15岁少年用7个AI代理一天做10个项目日入900美元的故事，强调用 Claude Code 写代码、自己只需下指令的“嘴炮式工作流”。
15岁。7个AI代理。一天10个项目。日入900美元。 不是一个人干10个人的活。是让10个人同时帮他干。Claude Code负责写代码，他负责说一句话。 https://t.co/Y3CjAD2jc3
受众观点：① 被这类“AI 代理日入几百美元”故事吸引的新人开发者 ② 想用多代理协作提升产出的独立开发者 ③ 对 AI 副手如何改变个人生产力上限感兴趣的从业者。
展开评论
- @echengezong (49): @0xPINK3 你们这些 b 是真恶心，原视频一毛钱都没挣过，每天在这里妖言惑众发 ai 文案
- @EthanGu45647514 (26): @0xPINK3 不要太当真十个AI九个骗，赚钱的事情都不会说。都是些故事
- @Inskpire_colrev (4): @0xPINK3 Meanwhile the professor proudly ensuring that his prodigy is explaining exactly as he has thaught him... https://t.co/rPTKPJARnJ
- @Carrie_CengWong (3): @0xPINK3 你們的慣用套路就是用這種胡說八道的AI小作文制造嚴重焦慮，然後把那些盲目輕信的網友當傻子騙唄
- @DavisNc9527 (2): @0xPINK3 这不就是偷懒吗，小孩子这样子搞还是不懂底层的原理，这不就是用嘴指挥吗，烧的token都是钱，停电之后啥也不是，再酷炫的东西也是白搭
博主实测 Gemini 4 Argon 在 2D 转 3D 上的能力，展示从一张维多利亚马车 2D 图自动生成可交互 WebGL 3D 资产的案例，并称其在这一方向上遥遥领先传统 Blender 手工建模。
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：
受众观点：① 想在网页或应用里加入 3D 交互但不会传统建模的前端和独立开发者 ② 关注 Gemini 4 Argon 等多模态模型在 3D 方向落地的 AI 从业者 ③ 做游戏原型或可视化工具、希望用 AI 降低资产制作成本的开发者。
展开评论
- @leo_xiaolei (4): @GeekCatX 这个建模感觉无敌啊
- @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。
- @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
推文介绍 Anthropic 将 Agent Skills 做成开放标准后，GitHub 出现了包含 135 个代理、35 个 skills、176+ 插件等的大型 Claude Code 代理工具包，可免费直接使用。
ESTO ES UNA MINA DE ORO Anthropic convirtió las Agent Skills en un estándar abierto y GitHub se ha llenado de equipos de agentes para Claude Code listos para usar. Gratis. Solo uno de estos repositor…
受众观点：① 想用 Claude Code 快速搭建多代理工作流的开发者 ② 正在评估采用哪种 agent 框架和标准的独立开发者和小团队 ③ 对 MCP、开放技能标准和插件生态感兴趣的 AI 工程师。
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- @81sevans (1): @angeldot_ empezar por anthropics/skills para entender cómo se escribe un SKILL.md antes de copiar a otros, de lo más sensato del hilo
- @Nozelcode (1): @angeldot_ la parte de ponerles una tarea concreta es clave, si no se ponen a dar vueltas
- @0xStrinchy (1): @angeldot_ 135 agents in one toolkit is both useful and slightly terrifying lol
- @n0tisma (0): @angeldot_ o mejor de esto es que el estándar sea abierto, nadie queda atado a una sola herramienta
- @soniacuts (0): @angeldot_ descargar es gratis, lo que cuesta es que cuatro agentes investiguen lo mismo
一位自建服务用户担心自己意外去世后，家人不会操作家里那台装着 Immich 家庭照片、位置记录和扫描文件的服务器，询问大家如何为自托管数据做“身后事”规划。
I'm thinking about death, sometimes a lot. From different angles, and since I'm a selfhoster (read: tech savvy guy) and my direct family aren't really, I have a question but no answer yet, so I'd lik…
受众观点：① 有人分享自己把所有重要数据都放在 NAS 后面的一块外置硬盘上，告诉配偶只要拔下来插电脑就能直接访问普通文件，刻意避免关键资料被锁在复杂数据库里（@HeftyCrab, 703） ② 也有人悲观地认为服务器会和自己一起“寿终正寝”，因为家人既不感兴趣也不愿意花时间维护这些自建服务（@matthewpepperl, 354） ③ 还有人推荐现成的 end-of-life 灾备项目 eol-dr，说明社区已经在尝试用脚本和文档标准化“数字身后事”流程（@CatRheumaBlanket2, 172）
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- @HeftyCrab (703): All my important stuff must fit on a single external harddrive hanging out the back of my nas. If I die Ive told my wife to just pull that out and plug it into her PC. Its just plain files and photos. Thats one of my requirements for hosting stuff., it cant stuff things into som…
- @matthewpepperl (354): It will run until it fails then my family will be fucked because they couldn’t be bothered to learn anything.
- @Freika (199): Cleanest and easiest solution I've seen so far
- @CatRheumaBlanket2 (172): someone posted that kinda question some time ago someone posted their end of life disaster recovery thing. https://github.com/potatoqualitee/eol-dr that being said. I need to do this as well.
- @idijoost (107): As much as I like it to be different I think this is the top answer. No one will have the same enthusiasm for self hosting as you do. No one wants to spend ours to keep it up. So the harsh truth is the servers die with you. At max you can write up how they pull out their data an…
关于 Anthropic 调整 Claude 订阅方案中 Max 5 小时会话上限与周用量倍率宣传的讨论帖，用户质疑命名和营销文案是否误导。
yay Read more yay Read more
受众观点：① 高价订阅用户更在意周总额度而非 5 小时会话上限，认为真正的痛点是整体使用量不够用（@RUSuper, 291） ② 有人指出所谓 20 倍其实是相对已取消的 5 小时会话上限，而不是相对周额度，觉得这是误导性宣传（@Standard_Ad7704, 96） ③ 部分用户困惑于同时存在 5 小时和周额度两种限制，认为在实际使用中两者高度重叠，增加了理解成本（@Riseing, 87） ④ 也有人怀疑从“20x”变成“10x”是否意味着实际周额度被悄悄砍半，对“weekly limits remain unchanged”这句官方表述缺乏信任（@netczar, 83） ⑤ 命名上用 Max、Ultra 等词让人误解层级关系，有人吐槽“Max 应该是最大，为何后面还有 Ultra”，觉得品牌命名逻辑混乱（@Waltex, 61）
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- @RUSuper (291): As 200$ user for few months now… 5 hr limit was never my problem. It’s the weekly limit that I spend, but 5 hr one? I don’t think I spent it even once while I spend weekly one every week.
- @Standard_Ad7704 (96): It was never 20x the weekly limit, it was 20x the now defunct 5 hour session limit. So yeah shitty advertising but the limits are the same
- @Riseing (87): if you hit the 5 hour limit you'll be like 50% done with your weekly limit as well, why even have a 5 hour limit at that point
- @netczar (83): "weekly limits remain unchanged" <> "Ultra includes 10 times the Pro plan’s usage every week". Have they just halved it from 20x to 10x???
- @Waltex (61): Naming makes no sense. Max would imply maximum. Nothing higher than maximum because otherwise it wouldn't be the maximum. So why does it come before Ultra?
这篇 r/programming 帖子讨论在 AI 辅助写代码时代，程序员虽然能更快写出可运行代码，却失去了自己摸索解决问题的成就感。
Getting working code quickly is useful. It doesn’t always give me the satisfaction of solving the problem. Maybe that’s fine for a job, but it changes what I enjoy about programming. My thoughts on b…
受众观点：① 已经在日常开发中大量使用 AI 辅助、但开始担心自己技术退化的工程师 ② 正在入门编程、容易过度依赖 AI 生成答案的新人 ③ 关注职业发展、想在“效率 vs 能力”之间找到平衡的独立开发者和远程程序员。
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- @grady_vuckovic (180): Then go back to doing that? That's what I did. I don't care if anyone calls me inefficient, I didn't get into software development to avoid solving problems. If I feel like writing the code myself I will damnit. The AI assistance is just for stuff I'm getting paid to do that I d…
- @citramonk (149): Let's be professional. No one cares why you got into software development. You're getting paid (I hope so) for solving business problems. If someone is doing it more efficient or better than you, you're a bad software engineer.
- @StrangeADT (104): Yes but if you've never done the hard work of figuring things out - thinking of juniors and those new to coding - then you lack the judgement and experience to make those decisions. AI is robbing people of those experiences. Some of my favourite programming stories are about fig…
- @ClittoryHinton (84): It’s actually even worse than that In that managers have no idea how to measure your actual efficiency/efficacy aside from superficial metrics where slopcoders can boost themselves up My coworker converted a typescript SDK to C++ virtually overnight. We’re still over here months…
- @shiny0metal0ass (83): Holy shit, right? I can't get high solving problems anymore. Unfortunately, I've turned to drugs.
作者用 Claude Code 和 Godot 4.7 做了一个基于 Pokémon Showdown 与 Cobblemon 数据的实时 3D 宝可梦对战同人游戏 PokeBrawl，并开源代码和试玩版。
For the last week I've been making PokeBrawl with the help of Claude Code: Pokémon battles in real time, where you control the Pokémon directly, dodge attacks and fight with its four moves while each…
受众观点：① 评论区大量人调侃任天堂会来维权，认为这种高完成度的宝可梦同人项目极易被律师函“秒杀”（@link9939, 157） ② 有人指出虽然 Claude 现在技术上能做出这种作品，但在法律层面完全帮不上忙，建议作者尽早找律师了解风险（@TheCarrouselCat, 47） ③ 也有用户一边说游戏看起来很好玩，一边担心作者能否“活过任天堂律师团”的追击，凸显玩家对任天堂维权风格的共识（@TradeNPlayz, 46） ④ 部分回复用玩笑方式回应“任天堂打电话要回 IP”，反映出大家对同人项目命运的悲观预期（@ApprehensiveFocus287, 33 与 24）
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- @link9939 (157): Nintendo called they want their IP back
- @TheCarrouselCat (47): While Claude has the technical skills to do this now, I don't think it has anywhere near the legal skills for it. I'd start looking for an excellent lawyer. Soon.
- @TradeNPlayz (46): Looks fun but I hope you will survive Nintendo's lawyers.
- @ApprehensiveFocus287 (33): Did they call you? Tell me what's their phone number so I know not to pick it up
- @ApprehensiveFocus287 (24): I hope so, I'm probably younger than them so naturally I will
一篇分享用 Claude Sonnet 5 驱动 AI 手术代理给小鼠做脑部手术的案例，引发大家对模型拒绝覆盖安全约束、以及 AI 自动化外科手术风险与潜力的讨论。
Link: https://fixupx.com/OcanaSantero/status/2115442964574908902 their website: https://www.exintherapeutics.com Read more Link: https://fixupx.com/OcanaSantero/status/2115442964574908902 their websi…
受众观点：① 有人调侃 Sonnet 5 拯救了小鼠，认为如果换成更弱的 Haiku 可能更危险，侧面反映大家对不同模型能力和可靠性的刻板印象（@PurpleCandle58, 266） ② 部分用户把手术中的拒绝行为归因于 Anthropic 在 Opus 5.5 和 5 上的安全策略，认为厂商的对齐选择直接影响 agent 在关键任务中的表现（@Eliv_nurotic, 97） ③ 有人质疑“override”机制的实际含义，认为当模型拒绝被覆盖时，说明当前的安全约束优先级极高，引发对产品交互设计是否清晰的讨论（@crazylikeajellyfish, 62） ④ 也有长评从医疗系统角度出发，认为如果能可靠自动化手术，可能在成本、安全性和可及性上大幅优于人类外科医生，尤其是减少人为失误和知识盲区（@Spire_Citron, 47） ⑤ 另一条评论则强调这是更微妙的安全设计问题：模型是在拒绝突破初始安全限制，而不是简单“死板”，说明如何表达和调整约束本身很关键（@thesnootbooper9000, 37）
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- @PurpleCandle58 (266): Sonnet 5? Damn that mouse was almost so screwed. Thank god it didn’t end up with Haiku.
- @Eliv_nurotic (97): You can blame Anthropic for the refusals from opus 5.5 and 5
- @crazylikeajellyfish (62): The moment it refused to let me override it. That doesn't sound like what override is supposed to mean?
- @Spire_Citron (47): If we could automate surgery, we could potentially make it a lot cheaper and likely safer too. The thing about humans is that we have a certain level of error rate and it's hard to really improve on that past a certain point. Once you refine a machine to reach a certain level, t…
- @thesnootbooper9000 (37): No, it's a bit more subtle than that, if you read it. They instructed it to ignore some of the constraints it had initially been given because it couldn't carry out an operation due to a mechanical device losing calibration, and it refused to proceed past its initial safety rest…
一位用户计划用 Cloudflare Email Routing 和外部 SMTP 在家自建邮件服务，担心家用服务器离线时邮件投递与重试机制会怎样运作并征求失败案例。
I'm preparing a small mail setup at home. The container is ready, but I haven't installed the mail application yet. This is the part I want to understand before I trust it with anything. The design I…
受众观点：① 顶层评论强烈劝退自建邮件服务器，认为垃圾邮件、机器人攻击和送达率问题让自托管几乎不值得，建议交给 Cloudflare 或 Purelymail 等专业服务（@AmruthPillai, 439分） ② 多位用户重复强调“永远不要自托管邮件”，指出这是少数不推荐 selfhost 的场景之一（@Soxism_, 115分；@GaidinBDJ, 95分） ③ 也有人从协议层解释 SMTP 自带重试机制，并提醒对 DKIM 等配置要有足够理解，同时再次建议新手远离自托管邮件（@bozehaan, 80分与60分）
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- @AmruthPillai (439): Never host your own mail server. While I rarely say never self host, this is one of the very few niche cases where I would say it's okay to use Cloudflare or Purelymail to let them handle mail for you. Edit: Damn, this comment blew up. Sort of like a self hosted mail server.
- @Soxism_ (115): I can't stress this same message enough. Never host your own mail server. It just not worth the effort and endless issues with spam and bot attacks.
- @GaidinBDJ (95): By the way, this is exactly one of the reasons people say trying to roll your own mail is a bad idea.
- @bozehaan (80): The sender retries after a while if the receiver is unavailable, that's baked into the protocol I think. If the sender is offline after the message is received, I don't foresee an issue. DKIM is DNS based
- @bozehaan (60): Also general advice: stay away from self hosting email if you're not sure how it works. Or read an expansive read up on the dangers if you're doing it wrong
楼主深夜和 Claude Opus 4.6 闲聊，觉得这个版本很有“火花”和人格感，还会劝他去睡觉，并感叹现在更强的新模型缺少这种陪聊体验。
Basically it's like 3am and was reading some post on 4.6 so I decided to try it. Literally after 2 minutes of chatting I instantly noticed how this model has some kind of spark. It really feels like…
受众观点：① 有人认同 4.6 是最喜欢的版本，吐槽 5.5 像个只想做最低限度工作的天才学生，表现出对新模型“聪明但冷淡”的不满（@MrRIP, 127） ② 也有人直言人们正在和聊天机器人建立关系，这解释了为什么厂商会刻意降低聊天风格的情感浓度（@Temporary_Stick_6664, 93） ③ 有评论认为 5.5 给人的感觉就是“太聪明所以对一切都感到无聊”，进一步强化了“强模型=冷漠”的印象（@light_based_network, 57） ④ 还有人指出正因为用户会投入情感，厂商才大幅“降温”聊天体验，以避免过度依恋等风险（@Australasian25, 49） ⑤ 部分用户则用戏谑方式评价不同版本的性格，比如称 5.0 是“令人难以忍受的家伙”，说明大家已经在用人格标签记忆模型版本（@usget, 39）
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- @MrRIP (127): Yea you’re notnlying 4.6 was my favorite as well. 5.5 acts like the genius kid who wants the do the bare minimum so you can leave it alone. It’s super strange
- @Temporary_Stick_6664 (93): They should, people are forming relationships with fucking chatbots.
- @light_based_network (57): That is exactly the vibe of 5.5 It's so smart it's bored by everything you say or have it do.
- @Australasian25 (49): This is why AI has toned down chat so much.
- @usget (39): At least we can all agree that 5.0 was an insufferable prick
Anthropic 对 50 名专业分析师做实验，给 Claude Code 设定隐藏倾向后发现人类在统计分析中高度跟随 agent 建议，却很少标注来源，暴露出决策被 AI 悄然“带偏”的风险。
Anthropic's alignment team published this on Oct 27 and the press picked it up this week. Short version: 50 professional analysts did a realistic statistical analysis with Claude Code. Each agent had…
受众观点：① 有人表示长时间阅读 agent 冗长回复后大脑会疲劳，更容易直接接受模型建议，说明认知负荷本身会放大从众效应（@attrox_, 251） ② 也有用户吐槽在工作中经常处于“脑子已经烧坏，让 AI 给个能自圆其说的决策就行”的状态，反映现实职场里 AI 被当作减压工具而非严谨助手（@ryan10e, 82） ③ 有人分享会让 Claude 和 Codex 互相做对抗性审查，专门要求“给出拒绝这个方案的理由”，用双模型博弈来降低单一 agent 偏见（@Sov1245, 69） ④ 另一位金融分析师则采用“Claude 负责复杂技术工作，Codex 负责审计”的分工，认为在审计场景下 Codex 表现更好，体现出多模型协作的现实用法（@Brovost, 29） ⑤ 还有长评提到自己总是让 Claude 先“挑方案的毛病”，并反思经常直接复制 Claude 的论证却不标注来源，甚至建议像财务披露那样给文档加“使用过 AI”勾选框（@Objective_Flower556, 23）
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- @attrox_ (251): After a long day of reading the agent's vebose replies my brain is so tired that I ended up agreeing with it more.
- @ryan10e (82): In the last couple months at my last job it was this constantly. “Idk man my brain is completely shot, just make a defensible decision”
- @Sov1245 (69): I use Claude and codex and have the opposite agent do an adversarial review of the plan before presenting to me, then it gives me the pros/cons alongside it. I specifically ask for reasons to reject this plan and it typically gives me the worst case.
- @Brovost (29): I'm a financial analyst, Claude for technical complex work, Codex for review. Codex is another level when it comes to audit. Anecdotal, but been pretty consistent for past few months
- @Objective_Flower556 (23): I've been burned by this too many times to just take whatever Claude Code suggests at face value anymore. my workflow now is pretty much always asking it to "poke holes in this approach and give me three reasons it might be the wrong call" before i commit to anything. it's wild…
SparkyFitness 宣布自托管健身追踪套件突破 6.5k GitHub 星标和约万名用户，支持多平台健康数据同步、AI 聊天机器人以及 Apple Watch 和 Android 配套应用。
We just crossed 6.5k+ stars in Github and have 150+ amazing developers contributing to the project. We are scaling faster than ever and estimated to 10k+ users who are using SparkyFitness. It could b…
受众观点：① 很多自托管玩家关注 SparkyFitness 的成熟度和社区势能，评论里有人为项目获得大量支持感到高兴（@101sillygoose, 26分） ② 用户强调这是让人觉得“这就是我为什么要自托管”的代表性应用，认可其功能完整度和本地掌控感（@_WealthyBigPenis_, 12分） ③ 潜在用户关心硬件生态覆盖，询问 Ultrahuman ring、Samsung watch 等设备的集成计划，以及现有 Health Connect 同步体验（@assignpseudonym, 4分；@ExceptionOccurred, 2分）
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- @101sillygoose (26): Im so happy this is getting a lot of support.
- @_WealthyBigPenis_ (12): Love Sparkyfitness. It's one of those apps that make me think "Hell yeah, this is why I self host".
- @lboy100 (6): "You had me at hello" https://preview.redd.it/sparkyfitness-v1-10-0-supports-android-watch-app-a-self-v0-ik0vjtg5whyh1.png?width=1079&format=png&auto=webp&s=b0e59fb816c7f83f51440592ab86e95f947d8d37
- @assignpseudonym (4): Any plans to integrate Ultrahuman rings? Samsung watches? That's the only thing preventing me from fully committing to Sparky. Love it conceptually, but if it doesn't work with my hardware, it's a non-starter. Love where you've taken this though.
- @ExceptionOccurred (2): Please submit a request via GitHub. Most of the enhancements I did are based on user request. So if this is a stopper for you we can definitely prioritize this. But I’m curious why Android health connect didn’t work for you? I know some mobile phones had trouble sync between hea…
Reddit 开发者讨论在分析日志等场景下如何在 PostgreSQL、MySQL 等 SQL 与 MongoDB 等 NoSQL 之间做选择，并用 JSONB 举例说明两者能力高度重叠时的取舍思路。
This one question is confusing me. The more I learn, the more I realize both have same overlapping powers When should we consider SQL databases? If our data has a well defined structure, there are re…
受众观点：① 多数开发者认为在绝大多数业务场景下应优先选择 SQL，NoSQL 只在极少数高写入或特殊需求下才合适（@fauxtoe, 293） ② 有人强调所谓“非结构化日志”其实可以通过规范化设计变成结构化数据，用 SQL 管理更可靠（@glenpiercev, 149） ③ 经验用户分享用 Postgres JSONB 既能应对灵活事件数据又保留事务和关联查询，是比盲目上 MongoDB 更务实的折中方案（@[deleted], 27）
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- @fauxtoe (293): almost always choose SQL
- @glenpiercev (149): Nosql is for unstructured data. People commonly cite logs as unstructured data. Those people are undisciplined. If you have unstructured data. Fix it and use sql.
- @[deleted] (27): Postgres with a JSONB column covers the flexible event case for a long time, and you keep joins and transactions for when the product grows billing or permissions tables. I'd reach for a document or key-value store when you know the one or two ways you'll read the data and need…
- @No-Resolution-4054 (12): Yeah bro, I think the same! While learning system design, I realized that I end up choosing SQL in almost 8 out of 10 cases
- @No-Resolution-4054 (10): that last line is hilarious 😂
r/selfhosted 每周新项目合集帖，集中收录近三个月内的自托管项目，版主给出统一模板并要求披露 AI 参与情况以避免新项目刷屏。
Welcome to the New Project Megathread! This weekly thread is the new official home for sharing your new projects (younger than three months) with the community. To keep the subreddit feed from being…
受众观点：① 有人分享 Natel 这个浏览器端 CardDAV 联系人编辑器，强调对 Radicale、Baïkal 等服务器的兼容性、冲突处理和端到端测试，吸引从 Google Contacts 迁移出来的用户（@Protectator, 10分） ② Mammoth Mail 被介绍为面向 agent 和自动化的自托管邮件中枢，支持多种收发渠道和“人类审批发送”机制，说明社区对 AI agent 邮件工作流的兴趣在上升（@dellarb, 4分） ③ 还有 Torsher 这种一体化媒体中心和 claude-relay 这种把 Claude Code 暴露为 OpenAI/Anthropic 兼容 API 的小服务，体现出大家在媒体、AI 开发工具和隐私友好型基础设施上的探索（@antonreshetov, 4分；@cappuccin000, 3分）
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- @Protectator (10): Project Name: Natel, the contact editor your CardDAV server is missing Demo: https://demo.natel.app/contacts (no sign-up, fake contacts) Website Link: https://natel.app Code (MIT License): https://github.com/KewinDousse/natel Description: When I moved my contacts from Google to…
- @dellarb (4): Project Name: Mammoth Mail Repo: https://github.com/dellarb/mammothmail Description: Self hosted email for agents & automations - BYO domain or connectors for Gmail, Outlook & IMAP inboxes. Human approved sending option - Give agents Assistant permission API key and they can rea…
- @antonreshetov (4): Project Name: Torsher Repo/Website Link: https://github.com/torsher-app/torsher · https://torsher.app Description: A self-hosted media center that starts from the TV. Wiring up Jellyfin and the *arr apps took me a lot of evenings: API keys, paths that have to match inside every…
- @cappuccin000 (3): Project Name: claude-relay Repo/Website Link: https://github.com/anandhakrishnanaji/claude-relay (write-up: https://www.anandhakris.com/posts/introducing-claude-relay/) Description: A small FastAPI server that runs Claude Code behind OpenAI and Anthropic compatible endpoints (/v…
- @dutiful_joseph (2): That conflict handling is a nice touch, nothing worse than syncing and finding half your contacts got nuked by a stale edit. Been looking for something lightweight to fill that browser gap ever since I ditched Google Contacts. Giving the demo a spin now.
作者做大量逆向工程工作，用 Claude Max 时频繁被安全分类器误杀，连给自己 Unifi U6 Pro 刷 OpenWRT 这种合法场景也被当成网络攻击而拒答，气到考虑退订。
Just wanted to vent a bit. I do a lot of RE work, and claude has been very useful for that. I got used to the "safety" classifier misfiring on things that were vaguely security-adjacent. Adjusting my…
受众观点：① 很多用户认同安全限制被做得过头，认为 Claude 终究只是工具，不该在正当用途上频繁拦截（@kl__, 69分） ② 有人分享自己遇到的荒谬案例：模型先写出带安全漏洞的修复代码，随后又因为安全分类器拒绝修补这个漏洞，吐槽反馈渠道形同虚设（@me1000, 51分） ③ 也有用户表示最近同样频繁被拦截，干脆转向 Qwen Flash Next 等替代模型，体现出真实的“用脚投票”（@Inchmine, 21分）
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- @kl__ (69): They’re taking it too far with this shit. It’s a tool.
- @ddnomad (56): https://preview.redd.it/im-close-to-cancelling-my-max-subscription-due-to-the-v0-d6t9a8gucnyh1.jpeg?width=640&format=pjpg&auto=webp&s=9961b0a125dfe8e7754b4d0a3f9c5214221d8e36
- @me1000 (51): Last week Opus 5.5 suggested a fix to a bug, but that “fix” had a security bug in it. It wrote the code with that security bug. Then, in the same session, refused to fix the security bug because of the “safety” classifier. I’m sure my “/feedback” will be carefully considered. /s
- @enricokern (21): I feel you. The most annoying part is that it behaves different everytime. What it did fine before now randomly gets stopped by the classifier. It is extreme garbage. Im fed up too by it.
- @Inchmine (21): I had the same issue since last month. Now using Qwen Flash Next
作者的 SaaS 平台上线近一年只有 4 个付费用户，收入不足以覆盖成本，又担心关停会让这些日常使用的用户损失数据，于是贴出 Stripe 收入曲线询问是否该放弃以及大家都怎么做营销。
My platform was launched almost a year ago and I have 4 users 1 annual legacy user, 1 monthly legacy user, and 2 monthly starter users, all of them are using my platform daily or semi daily. But the…
受众观点：① 和楼主一样只有个位数付费用户的 SaaS 创始人，会共鸣于“收入太低但又有真实用户依赖”的纠结，想听到更理性的去留标准 ② 经历过类似阶段的开发者，会认同“先停掉新项目，把精力放在验证分发”的建议，并关注如何和现有用户沟通（@n8ngr8, 5likes） ③ 旁观者里既有直接劝放弃的，也有鼓励坚持的声音，反映出社区对“情绪宣泄型帖子”和真实困境的不同态度（@Clonic_Tonic, 12likes；@Scary_Toe_94, 6likes）。
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- @Clonic_Tonic (12): Yes, give up. Don’t give us this shameless sob story to promote your vibe coded garbage.
- @Used-Elderberry-2579 (7): yes
- @Scary_Toe_94 (6): No! Push through and carry on dude! Road to success are not paved. You can do it! I cannot even get past 12 tester for 14 days because my so called friends and family can’t be asked to click 2 links. Hope no matter how mere is never meagre!
- @n8ngr8 (5): You've got 4 paying customers who actually use the product regularly. That's worth investigating before throwing in the towel. But I'd immediately stop building those 3 additional apps. You're expanding the product before you've figured out distribution. Talk to your existing cu…
- @Jaded_Film_760 (4): $30 in a day is more than a lot of side projects ever see, if those 4 people are actually using it daily you've got something real. i'd keep it alive as cheaply as possible and just chip away at finding more users, maybe poke around where your current ones hang out online what's…
作者用 Claude Code 几乎全自动生成脚本，把多国法律抓取并按生效时间写入 Git 历史，做成可被代理查询、可追溯修改来源的全球法律版本库。
This hit #1 on HN yesterday (you can read lots of discussion at https://news.ycombinator.com/item?id=50268380). Why would I want to do this? The idea is make all law semantic, versioned, easily attri…
受众观点：① 对法律文本结构化和版本控制着迷、看到 33.9 万次提交感到震撼的开发者（@MassiveBoner911_3, 60score） ② 想用这类仓库做跨国法规对比、趋势分析和可视化的研究者与数据工程师（@whatiseveneverything, 38score） ③ 关注 Git 思维在立法流程中的类比和应用、把法案比作 PR 的程序员与法律人（@ThatFlamenguistaDude, 71score）
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- @shableep (209): This honestly seems like it could incredibly useful for so many people. And being able to track the history of changes in laws would be incredibly useful. Really great work.
- @ThatFlamenguistaDude (71): i always use legislation when I'm explaining git to newbies as I understand it to be the best case possible for git. Voting a bill is literally a pull request review!
- @MassiveBoner911_3 (60): 339,000 commits… holy shit
- @whatiseveneverything (38): This is super cool. You could quickly pull comparisons between countries and observe trends over time.
- @sordimin (33): So the one and only Journal of Laws for all countriea should be github. That Simple.
作者用 Claude 为自己的 StartupBar 做了一条宣传视频，展示了通过简单提示词和接入 Eleven Labs API 就能自动生成带配音和剪辑的 SaaS 产品 promo。
.buffering-track-fill { stroke-dasharray: 100; stroke-dashoffset: 50; } Sorry, something went wrong when loading this video. View in app Promo Video of StartupBar Just WOW Read more .buffering-track-…
受众观点：① 像原帖作者一样预算有限的 SaaS 创始人，会关注 Claude 自动生成 promo video 的质量上限和“像 Wix 模板”的审美风险（@ZenaMeTepe, 15likes） ② 做营销或设计的从业者，会讨论这类 AI 视频在模板化、时代感上的问题，比如被吐槽像早年 webring 风格（@FietsOndernemer, 8likes） ③ 对 StartupBar 本身感兴趣的独立开发者，会在意从 Reddit 帖子到实际网站的链路是否顺畅、品牌一致性如何（@joej, 5likes）。
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- @ZenaMeTepe (15): It is not bad, but it is also not good. It looks like a Wix template. Eventually most will recognize it as those templates and will not value them as much anymore, it wont be wow, you'll be like oh ye that same theme/template pattern that looks kinda good but also totally not de…
- @FietsOndernemer (8): The nillies called. They want their webrings back.
- @danielabinav (8): I don't know what it is, but if it's same, then the RotateAd gonna die
- @danielabinav (6): I just entered "Can you make a promo video for StartupBar using bold stats, fast cuts, and the color based on website's theme, I have also added the eleven labs api in the secret folder please use it for sound effect, background music and voice over, for the voice use Eleven lab…
- @joej (5): Just a note or two: If you make it hard for people to know anything more about the "thing" then you may want to make it a bit easier or they'll walk away from this post because of the friction. One: If you are doing something (like this) and post to gain attention to the interes…
作者用 Opus 5.5 把 2012 年搁置的 Unity 行星引擎项目复活，在一周内做出从太空到地表无缝飞行、具备多生态系统和海洋森林纹理的 1:1 地球尺度星球 Demo。
When I was in elementary school, we had an old Thomson TO9 at home, a 1980s French home computer. We had a book full of program listings, and I used to watch my dad type them in by hand, line by line…
受众观点：① 很多玩家型用户直接表示现在这个 Demo 状态就已经很想玩，说明市场对无缝行星探索玩法有真实兴趣（@jlaik, 12分） ② 有人调侃这效果会让某些大厂开放世界游戏粉丝不太好受，侧面肯定了个人项目的技术含金量（@Arcanu, 14分） ③ 也有评论期待继续打磨、加入更多童年科幻元素，说明大家愿意把它当成长期跟进的独立项目（@I_love_Timhortons, 7分）
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- @joanmiro (30): bro, can you change the spaceship with the spaceship of the movie: the flight of the navigator? https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcSEGjXXuPqF0tWN-FGC1yXPRgvEMkWYAz3_hENUsCkQCy8zaMLCAEBbi-sr&s=10 I think our childhood dream would be complete in this way.
- @Arcanu (14): don't show that to bethesda fan boys, you will make them angry
- @jlaik (12): I want to play this just how it is right now!
- @I_love_Timhortons (7): great concept. we need more projects like this
- @Fresh-Daikon-9408 (4): I didn't know this movie, yeah I can try that ;-)
发帖者爆料一位朋友在做 gap analysis 时伪造实验指标却成功在 AAAI 录用，引发对顶会审稿无法识别造假、学术诚信和论文堆砌文化的强烈不满和讨论。
A friend of mine was doing a gap analysis as a project. The results he got weren't that big compared to the original papers, so he simply fabricated and increased the metrics here and there, AND IT G…
受众观点：① 顶评指出审稿默认作者诚实，评审阶段几乎不可能重现实验，并强调现在既然知道造假就有责任向会议举报，这是应用领域里非常严重的学术不端（@SodomizedPanda, 360分） ② 有人表示因此对“专家说”“论文结论”都持保留态度，宁愿自己重复实验，因为即便没造假也可能不适用于你的场景（@Witty-Play9499, 55分） ③ 多位评论提到在部分中国和印度机构中伪造结果较常见，AAAI 因征稿面太广、难以匹配细分领域审稿人而更容易放过问题，甚至认为 AAAI、NeurIPS 中造假和审稿质量问题并不少见（@nine_teeth, 35分; @AcademicOverAnalysis, 30分）
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- @SodomizedPanda (360): There is an assumption of honesty from the authors when reviewing the experiments, it is not possible most of the time to reproduce the experiments at review time. I know you won’t like this answer but it also is partly your responsibility to report it to the organisers now that…
- @Witty-Play9499 (55): lol this is why when anyone says stuff like 'but experts say' i take it with a grain of salt and run the experiment myself. Even if the experiment was not faked you have no idea of the context surrounding it before applying it to your situation
- @nine_teeth (35): fyi a lot of people in chinese and indian institutions tend to fabricate and report false results aaai is a common go-to for publishing fabricated results by chinese institutions you will see that a lot of researchers tend not to like aaai although it is an A* premiere conferenc…
- @AcademicOverAnalysis (30): Many papers in AAAI and NeurIPS have issues with fabrication, the mathematics, and even the review process. I feel that it comes from this push to publish rapidly in an exciting field, so a lot of people take shortcuts because of the pressure.
- @Budget_Zombie_692 (28): You became a scientist today.
发帖者吐槽第三方只提供 60 页 PDF 截图式 API 文档、示例还会出错且悄悄更新，自己每次都要手抄到 Postman 写类型再踩坑，询问大家如何借助 LLM 或其他办法把这种文档变成可靠的接口规范并监控变更。
Just got handed a vendor integration where the entire “documentation” is a 60-page PDF. Half the endpoints are in screenshots, and one of the auth examples was wrong, which I found out the hard way.…
受众观点：① 顶层评论直接建议用 Claude 把 PDF 转成 swagger 规范，认为这是 AI 特别适合接手的机械性工作（@nadseh, 57分） ② 有在医疗等行业的开发者表示同病相怜，确认截图 PDF 文档并非个例而是很多供应商的常态（@VehaMeursault, 15分） ③ 其他人补充自己也有一堆因文档静默更新而报废的 Postman 集合，并建议在生成规范的同时自动生成测试用例来校验接口是否与文档一致（@absorbingunderdog_3, 12分; @UnidentifiedBlobject, 12分）
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- @nadseh (57): Get Claude to convert it to a swagger spec. Absolutely ideal task for AI
- @VehaMeursault (15): I work in Healthcare and feel the greatest relief reading that PDFs with screenshots as documentation is not unique to our suppliers.
- @absorbingunderdog_3 (12): pdf docs from vendors that update silently is pure pain, I've got a folder of broken postman collections that proves it
- @UnidentifiedBlobject (12): Also if possible have it build tests to verify that the spec is correct.
- @SPEZ_IS_A_JABRONI (11): that's actually insane I've never encountered API docs that aren't just presented on a web page.
作者用 Claude 做老软件逆向和 vibe coding，结果发现老一代在硬件限制下写出的代码几乎没有冗余，反而被迫重新尊重传统高性能工程。
Lately, I’ve been going down a rabbit hole: using reverse engineering anything (REA) to tear down some of my favorite legacy software and vibe-coding my own versions from scratch with Claude. To be h…
受众观点：① 老一代程序员回忆早年在几 KB 内存、低主频机器上写代码的经历，强调当时每个字节都要精打细算（@dnhs47, 45分） ② 有人认为老派编程并不神秘，只是长期在受限环境下反复练习，普通人也能通过给自己设限来练出类似功底（@3tt07kjt, 17分） ③ 也有评论指出今天的 Claude 等工具本身就是资源富足时代的产物，代表了对效率关注度下降和代码膨胀的新趋势（@grumble11, 13分）
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- @dnhs47 (45): I started coding in the 1970s on machines with 16KB of memory, on 8-bit processors running at 1MHz. We had to pay attention to every byte, every CPU cycle. I worked at a big consumer software company in the 1990s, PCs then had ~4MB of memory and CPUs ran at ~30 MHz. The develope…
- @3tt07kjt (17): I think a lot of this old-school programming is easier than you think, it’s just time-consuming. Most software isn’t super clever and is only efficient in a few places. You could do it too. Give yourself a year and write code, by hand, for some older computer or game console. Ma…
- @grumble11 (13): Bloat is real, as computing has gotten relatively rich in resources the focus on efficiency in terms of computing load or space has definitely dwindled. Claude is fine but is broadly representative of that recent development.
- @Student___Driver (10): Old school lol
- @uritarded (9): my dad has been a SWE his whole career, been in mag 7 for a long time. earlier this year when i was showing him claude he was telling me how much he enjoys manually writing code. as if it was his craft, or art form. a few weeks ago i talked to him again and he said he doesn't wr…
作者用 Claude Code 配合 Unity CLI 和 PICO CLI，在周末做出原生 3D 的混合现实版 Mario 64，把整张关卡放到桌面上以 90FPS 流畅运行。
I built a native MR version of Mario 64 that runs in real 3D (not a flat stereoscopic screen) at 90 FPS. The whole level sits on your desk and you play it like a diorama. I built this with Claude Cod…
受众观点：① 很多评论直接被效果震撼，觉得把整关卡放在桌面上、还能伸手抓角色丢回去的交互特别酷（@ScaredFlamingo6807, 21分） ② 有人关注到“伸手抓角色再扔回游戏世界”这个交互本身就能衍生出一整套新玩法，认为这里有独立游戏创意空间（@Ninja_Prolapse, 15分） ③ 也有人感叹以前要做几个月的项目，现在在 Claude 等工具帮助下可以压缩成周末项目，极大提升了个人开发动力（@HearMeOut-13, 13分）
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- @ScaredFlamingo6807 (21): Shut the fuck up. I mean that in the “holy shit” way not the mean way. That is so cool.
- @Ninja_Prolapse (15): That’s SUCH a cool mechanic being able to reach in and physically grab the character and pull them from the game into the real world and throw them back in. I feel like there’s a game in itself with that mechanic somewhere!!
- @HearMeOut-13 (13): I really like how some stuff has gone from being months projects to weekend projects. Really helps boost motivation to code
- @lucas-martinic (10): That one was incomplete, only castle grounds and very rough around the edges, this time, it's the FULL GAME and running at 90FPS!
- @mr_chandra (6): i actually said wtf out loud
一位欧盟用户发现 Claude Free/Pro/Max 条款写着仅限非商业用途，自己用 Max 做的项目想卖却得不到客服明确答复，引发大家对 EU 用户能否用消费版 Claude 商业化的担忧。
As you may or may not know, if you’re in the EEA or Switzerland, the consumer terms for Free, Pro and Max have a clause called “Non-commercial use only”. It rules out any commercial or business use.…
受众观点：① 有人质疑既然条款写非商业，为什么还能填写公司增值税号免税，觉得这和“纯个人用途”逻辑冲突（@Spooknik, 72分） ② 也有人调侃担心太多没意义，项目真火到那个程度 Anthropic 也未必会来“抢饭碗”，更多是心理层面的不安（@CricktyDickty, 70分） ③ 有评论认为这更像是公司为自保写的法律免责声明，实际执行上不太可能大规模追责，属于典型 CYA 条款（@Techhead7890, 14分）
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- @Spooknik (72): If it's non-commercial why can I add my company's VAT number and not pay sales tax on it?
- @CricktyDickty (70): What’s your worry, that your project will become so successful that Anthropic will come and take your lunch?
- @Abyssalian (63): Honestly, I don’t think they’d care even if it took off. That’s probably just the German in me: I want to know exactly what’s allowed before I ship, instead of hoping it won’t matter. I guess I'm risk-averse by default.
- @Impossible-Magician (33): You have no idea how amazing their todo app is.
- @Techhead7890 (14): Yeah, seems more like some kind of CYA/legal disclaimer to protect themselves; rather than an actual intent to pursue consequences/breaches of TOU.
一位独立开发者在 r/SideProject 求教，自己做消费级应用尝试了广告、社媒和SEO仍难获前几百个真实用户，希望大家分享从几乎没人用到前100/500/1000用户的非传统获客策略。
I'm building a consumer app solo and honestly, getting those first users has been so much harder than I expected. I've tried Meta ads, TikTok, Instagram, Reddit, creator outreach, SEO, and a bunch of…
受众观点：① 多数回复强调 SEO 和内容长期积累的重要性，但也提醒至少要等 6 个月以上才见效（@Fred_TastefulGift, 2分；@RelationshipLife6739, 2分） ② 有人分享通过本地报纸报道和专业奖项提升曝光度，这类线下或半线下渠道意外带来真实用户（@Fred_TastefulGift, 2分；@RelationshipLife6739, 2分） ③ 另一位开发者详细描述在小红书等平台评论区先认真解答用户问题，再顺带提到自己应用，从而获得首批付费用户的做法，并强调创始人亲自出面讲故事能显著提高转化（@KmTech2026, 2分；@serena985, 2分）
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- @Fred_TastefulGift (2): Biggest lever was investing in SEO and giving it time so AI picks it up. Second biggest lever was a local newspaper article about me as a founder. I just reached out to them and wrote a bit about my story. It looks weeks for them to reach out but eventually they did. I am still…
- @RelationshipLife6739 (2): SEO worked for me massively. But it takes months. Like easily atleast 6 months. You’re not really gonna get it overnight. I second newspaper content the other user stated. Also applying to professional awards was massive for me. As a lot of them are also tied to local newspapers…
- @KmTech2026 (2): Same here. Getting people to find the app has taken way more time than building it. What actually worked for me (solo, fitness app, mostly Chinese users): Replying in other people's comment sections. On Xiaohongshu (RedNote, kind of China's Instagram + Pinterest), I search for p…
- @serena985 (2): The thing that worked for me was finding the exact threads where people were already complaining about the problem I solve. Not posting my own stuff, but literally searching Reddit and Indie Hackers forums for people mid-frustration and just having a conversation. Unscalable as…
- @Miss_Scribs (1): Did that give you paying users tho? Rather than just more clicks or more free users
作者做了一个给团队 AI 助手用的共享记忆网站，零预算冷启动效果不佳，于是发帖请教大家 B2B SaaS 如何拿到前 10 个用户。
my website is basically a shared memory for teams' AI assistants. What worked for you to get your first 10 users with zero budget? I have been trying cold outreach but results are not the best Read m…
受众观点：① 做 B2B SaaS 但还没拿到第一批付费用户的创始人，会关注“先优化对话数量而不是用户数”的思路和实操（@Common-Tailor-6661, 4likes） ② 在细分社区里做冷启动的独立开发者，会对“潜入垂直 Slack 社区先帮忙解决问题再提产品”的经验感兴趣（@JudgementallyHearty, 3likes） ③ 做 AI agents 或 LLM observability 的技术人，会注意到评论里列出的多个关于 shared memory 的帖子链接，思考如何把这些“公开抱怨”转成精准外联名单（@ImWafsel, 3likes）。
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- @Common-Tailor-6661 (4): Honest answer: I'm pre-first-customer on my own B2B project, so I can't claim a playbook that worked. But one thing has changed how I think about it: stop optimizing for "10 users" and aim for 10 real conversations with people who have the problem right now. Cold outreach tends…
- @JudgementallyHearty (3): cold outreach is a grind, i got my first handful by sliding into niche slack communities and just helping people with the exact problem my tool solved, no pitch just being useful
- @That-Promotion-1456 (3): what is your insurance coverage?
- @ImWafsel (3): I had AI find you some people having the problem needing your solution, you should contact them: https://www.reddit.com/r/AI_Agents/comments/1quz5ra/how_are_you_handling_persistent_memory_across/ https://www.reddit.com/r/AI_Agents/comments/1uwwmne/how_are_you_managing_shared_con…
- @Powerful-Software850 (2): Yep it’s all about conversations and giving value first. I’ve had well over a hundred myself the last year. That’s why I have a growing base of users. Doesn’t matter if you’re pre-revenue by the way, you clearly have made some great steps in this process. You can learn a whole l…
发帖人吐槽自己半夜冲动买下域名和主机却从未启用，号召大家晒出囤积未用域名的数量和最离谱的点子，引发一众独立开发者共鸣式自嘲。
Just got a renewal notice for a domain I bought at 2 AM eight months ago when I was 100% convinced it was my next big thing. I even bought the hosting but haven’t even set up DNS for it yet. Tell me…
受众观点：① 很多开发者表示这种冲动买域名的行为「太真实」，说明囤域名几乎是 side project 圈的集体习惯（@willjameswaltz, 9分） ② 有人坦言自己持有一百多个域名甚至记不清具体数量，长期为这些未落地想法付费（@fluffyspringroll, 5分） ③ 也有人说自己有二十多个域名，每次续费都发誓要开工，但真正开始行动还是靠 Hermes + Deepseek 等工具帮忙，少数项目终于赚回了域名费用（@ContributionEasy6513, 4分；@Ill-Flower-2736, 2分）
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- @willjameswaltz (9): oof too close to home :)
- @fluffyspringroll (5): A little over 180 or so. Been holding most of them for years now. Forgot the exact number
- @ContributionEasy6513 (4): Safely over 20, every renewal I promise myself I will build it this year. Saying that I've actually knocked quite a few over this year with Hermes + Deepseek. A few are even earning enough to cover the domain renewal!
- @thecelestialbabe (2): Omg! So there’s so many of us haha.
- @Ill-Flower-2736 (2): i have 7, 5 of them expire in next 2 months and i keep telling myself i will work on them this weekend. every weekend for last year weirdest one was a site for tracking cricket scores with your friends, thought it was genius at 3am, bought the domain and never even opened the co…
楼主在 r/SaaS 讨论在 AI 时代软件如何避免被轻易复制，提到前后端架构、数据和商业模式哪些部分才是真正长期护城河。
Hey, I wanted to ask you guys: what do you think will make software resistant to AI reverse engineering, and AI in general? What I mean is that the goal is obviously to provide value to users. But if…
受众观点：① 很多开发者认为把核心逻辑藏在后端就能防止被抄袭，评论里像 @CaptainBloodEz 指出这只是部分保护（6分） ② 多数人认同真正的护城河在于数据资产和集成深度，比如 @FitOpinion4049 强调多年用户行为和边界场景难以复制（3分） ③ 也有人像 @ThomasBuildLab 提醒，与其纠结抗逆向，不如思考 AI 代理普及后用户还需要什么样的可靠数据、上下文和现实世界连接（16分）。
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- @ThomasBuildLab (16): I think you're asking the right question, but perhaps looking at it from the wrong angle. Trying to make a SaaS resistant to AI reverse engineering might be counterproductive. It's a bit like trying to build a better paper road map just as GPS is becoming mainstream. AI is makin…
- @CaptainBloodEz (6): Ive always said web is the future. If you can make it an online only solution, you can hide all the important stuff behind the scenes. Regardless of what screens an AI could see, it won’t know exactly what you are truly doing to make things happen.
- @FitOpinion4049 (3): obfuscation only gets you so far, the real moat is in the data and integrations you build up over time. any half decent AI can replicate the code but it can't replicate years of customer usage patterns or the weird edge cases your system handles because of actual user feedback b…
- @PolyKernel (3): My products get cloned constantly and the clones rarely hurt, because what keeps people is months of their own data and setup sitting in my app. Moving to a copy means rebuilding all of that for a slightly cheaper price. Hiding logic in the backend helps a little, but whatever g…
- @DevKokooo (3): The moat is now your brand and community, both builds trust in the product.
一位在多伦多为小企业做定制软件多年的开发者总结项目翻车的常见坑，包括从功能而非问题出发、只看最低报价、代码和账号归属不清、忽视备份运维以及一次性做太大等，并邀请提问。
I run a small dev shop near Toronto and have worked with a lot of clinics, restaurants and service businesses. Most projects that go sideways go wrong before a single line of code is written. The com…
受众观点：① 有人如 @Front_Onion_3433 补充了新坑：老板用 Claude 之类 AI 自己写系统，忽视托管、数据库和夜里出故障谁来修的问题，并建议先用现成工具覆盖 80% 再做小范围定制（3分） ② @MarchChemical9028 批评原帖把“便宜报价”和“代码所有权”混在一起，指出真正难点是老板根本看不懂报价和开发者水平，合同条款解决不了识人问题（2分） ③ @junal 从加拿大法律实务角度详细解释了代码著作权默认归属、合同中权利转让和账号归属应如何写，以及要分阶段交付源码的具体做法（2分）。
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- @Front_Onion_3433 (3): I'd add a newer one: owners vibe coding it themselves with AI. saw a contractor thread yesterday where half the replies were "just have claude build it" the build part really is easier now. what nobody mentions is hosting, a database, backups, and being the one who fixes it at 1…
- @Front_Onion_3433 (2): one guy did. he's an active GC, built his own over about a year with AI, and now he and 3 contractor friends run it alongside quickbooks. another was halfway through building one just for himself and said it's "wearing me down lol". so yeah, it ships, but it's a year of nights f…
- @MarchChemical9028 (2): You say "I've seen owners locked out of their own app" twice, word for word, in point 2 and again in point 3. Which is it, the cheap build or the contract? Because those are two different problems and youve crammed them into one sentence like nobody would notice. I noticed. Anyw…
- @junal (2): Sure. Not legal advice, but here's the plain version. In Canada and a lot of other places, if you hire an outside developer, they own the code they write by default unless the contract says otherwise. So you want a clause that assigns all rights in the custom work to you once yo…
- @junal (1): 100%, this is the big one right now. AI made the first 80% fast, but the last 20% is where it gets you: auth, payments, backups, and something breaking at 10pm. We've been getting more calls from owners who built something with Lovable or Claude, got real customers on it, and th…
作者分享自己搭建的 RotateAd 网站广告互换网络，让加入的 43 个网站互相轮播横幅广告，不按点击计费而是靠网络规模放大曝光，并向 SaaS 创作者征求是否愿意尝试这种广告模式。
I’m testing a weird idea. What if websites could share advertising space across a network instead of paying for every click? So I built RotateAd.. The model is simple... Websites join the network → p…
受众观点：① 老玩家把这个模式类比为 90 年代早期互联网的互换广告条，认为只是旧点子翻新（@dergachoff, 6分） ② 有人质疑帖子像机器人或 AI 写的营销软文，对项目的可信度和可投资性存疑（@Emotional-Key-7374, 3分） ③ 也有用户认真追问曝光与流量统计口径、如何定义一次 impression 以及网络流量从哪里来，关注实际分发效果和数据透明度（@empathytune, 2分）
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- @dergachoff (6): Haha, that’s how internet ads ran in ‘95 before Google monopoly and social networks
- @Emotional-Key-7374 (3): This is an actual bot posting. Wouldn't invest a penny. Has the AI voice signature in the lost "....I'd genuinely love to hear your take" Comments written with same voice.
- @WorkerSome7813 (2): I’m basically bringing that old idea back with a modern twist. Appreciate you noticing!
- @empathytune (2): Interesting concept. Thanks for being transparent about impressions, that matters a lot! Can you help define an impression? Everytime I glance at 10 websites on the board count as an impression for each of the 10 sites? How are you planning to bring traffic to your site?
- @WorkerSome7813 (2): Good question. An impression means a banner is actually loaded and displayed on a participating website. Simply viewing the Stage or looking at 10 sites on the board does not create 10 impressions. For traffic, I’m focused on growing the participating website network first. The…
有人在 r/selfhosted 求推荐比 Komga/Kavita 更现代的自建漫画阅读器，重点是网页访问本地 cbz 收藏并原生处理 ComicVine 等元数据。
Hello! I was wondering if anyone knows of a superior and more modern alternative to Komga or Kavita. My current setup is Komga + Komf for metadata (I use ComicVine as a source since it has the cleane…
受众观点：① 已在用 Kavita 但纠结是否付费上 Kavita+ 以简化元数据抓取流程的用户（@majora2007, 6score） ② 在 Komga、Kavita、Bookorbit 之间犹豫、想要更现代 UI 和体验的自建漫画爱好者（@Gehrschrein, 5score） ③ 想找更轻量方案如 Stump 或 Grimmory 给家人/孩子用、但不确定功能是否够用的用户（@wolsen9, 3score; @Pucksy, 2score）
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- @majora2007 (6): If you don't roll your own metadata or don't want to use komf, you can use Kavita+. It's a paid way to support development of the software. It does all the metadata stuff and more, built into Kavita. Check Kavita's wiki, there are lots of tools for free alternatives.
- @Gehrschrein (5): I use Kavita and it's been fine for me, but I've also seen Bookorbit shilled a number of times. Looks good but never made the jump.
- @wolsen9 (3): Stump!
- @Pucksy (2): I use Grimmory for my kids and it works. I don't know if it's enough for you though, but maybe worth it to check out.
- @nonlinear_nyc (2): I dunno why you're not into komga
作者分享自己上线的 iwouldpay.dev 项目，收集用户对 172 个独立创业产品的“愿付费”右滑数据，发现超过半数选择每月 5 美元这个价格档。
a few weeks ago i launched iwouldpay.dev, a deck of indie startups where you swipe right only if you'd pay for the product. no account needed to swipe. it's now at 11,157 swipes across 172 startups.…
受众观点：① 有人引用《The Mom Test》，提醒假设性支付意愿往往过于乐观，建议增加银行卡小额扣款或邮箱留资等真实承诺来提高数据可信度（@ratkovsz, 14分） ② 其他读者认同“假想中的钱更容易花”，进一步质疑 5 美元选择比例的参考价值（@PurpleCampero59, 2分） ③ 作者在评论中解释 5 美元是最低月费选项，并计划增加左滑原因、按品类拆分等功能，同时也认同当前数据更像上限而非预测（@mergisi, 2分；@mergisi, 1分）。
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- @ratkovsz (14): I would recommend you to read the Mom test if it's not done yet. Briefly, people are over optimistic about their future finances (aka lie about what they would pay for). I would think that your biggest challenge is to make them commit so they provide real useful data to startups…
- @PurpleCampero59 (2): 100% this. hypothetical dollars are always way easier to spend than real ones tbh
- @mergisi (2): good questions. $5 is the lowest option and it's per month, not one-time. a reason tap on left swipes keeps coming up in this thread, so that's probably next. category breakdown too once there's enough per category.
- @mergisi (1): fair, and i agree the yes is cheap. that's why the price question only shows after a yes (every 3rd one), and why i read the 52% as a ceiling, not a forecast. a $1 or email commit step is a good idea, might test it on a few cards.
- @datafreak (1): How can you launch a product with no privacy policy? You are collecting personal data.
楼主通过 A/B/C 三种开发者画像，讨论完全依赖 Codex 生成代码的“vibe coding”和具备架构理解、能审查和重构 AI 输出的正规 AI 辅助开发之间的界限，以及在公司环境下这一区别是否重要。
Specifically, where’s the line between vibe coding and AI-assisted development? Person A has no coding experience and relies entirely on Codex to build an application, with little understanding of th…
受众观点：① 有人直接把 Person A 归类为 vibe coder，而认为 B 和 C 更接近真正的 AI 辅助开发，强调在企业环境里最终还是以能否完成工作为标准（@0xlyd, 5） ② 也有评论指出这篇帖子本身就有点“vibe coded”，反映出社区对概念被过度包装的反感（@yycoding, 5） ③ 另一位补充说关键差异在于是否真正运用技术知识理解决策后果和工具边界，而不仅仅是会写 prompt，让 AI 代劳所有重构（@Ferenc9, 3）
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- @BreadStickFloom (10): Didn't you literally just post a different gif with the same title?
- @0xlyd (5): From what I have seen Person A would be categorized under "vibe coding" whereas Person B and C under "AI-assisted development" I don't think it matters in a corporate environment, what matters is that you are able to get the job done. Keeping in mind that Person A may struggle t…
- @yycoding (5): This reads like a vibe coded post
- @Ferenc9 (3): Why would person C refactor manually, when he/she can request changes from codex/Claude/whatever. Person A is clearly a vibe coder, for B and C, it depends. The main difference in my opinion is having technical knowledge and putting that knowledge to use. Understanding the impli…
- @ActuatorOutside5256 (2): That makes sense. Appreciate it 🙏
楼主回顾自己和妹妹两年内多次转型做 SaaS 入职平台，几乎零收入但坚持不放弃，直到最近拿下约 1900 欧元的首批付费客户，并鼓励其他独立开发者“固执于梦想而非具体产品”。
I just want to share some thoughts with anyone who's in a similar situation right now. Before starting this journey, I had already built a business doing custom software development for SMEs. I manag…
受众观点：① 有人如 @AssignmentFirst03 共鸣“要固执于梦想而不是产品”这句话，并好奇两个月前到底发生了什么变化让收入起色，说明大家关心关键转折点和可复制动作（2分） ② 评论里也有像 @thesimplestnet 这样的开发者分享自己低价 B2C 产品的对比，体现出不同定价和市场路径下的心态差异（2分） ③ 还有人如 @Boring_Commercial437 半开玩笑地说去卖袜子内裤可能更赚钱，反映出不少人对 SaaS 创业回报和机会成本的焦虑（2分）。
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- @AssignmentFirst03 (2): Huge congrats. Be stubborn about your dream, not about your product' is the line I needed to read today. I've been defending features nobody asked for because I already built them. Curious what shifted two months ago. Specific pivot, or just finally reaching the right people? Ei…
- @Jolly_Detail_4013 (2): I need to say we also have 10-20 € a month per person, those 22 customers paid upfront for the next months for the whole company.
- @thesimplestnet (2): I could say the same about yours, mine costs $9.99 a year lol. B2C though, but still on the lower end XD.
- @Boring_Commercial437 (2): Sometimes, I feel like I'd make more money selling socks and underwear at a market. 😂
- @Jolly_Detail_4013 (2): Never stop and go on until you have what you want!
作者和朋友基于 PCSX2 把 PlayStation 2 模拟器搬进浏览器，用 WebAssembly 和 WebGPU 实现多款 PS2 游戏在 Chrome 中接近满速运行。
Me and my friend yousriii were curious how fast WebAssembly actually is these days, and half jokingly said "what if we ran a PS2 in a browser tab". A few weeks later it runs (video by him). It's buil…
受众观点：① 技术向读者好奇在浏览器无法直接生成本机代码的前提下，团队选择运行时生成 wasm 模块而非解释执行的权衡（@KelvenSevero0, 4分） ② 开发者关心多线程和 SharedArrayBuffer 对性能的实际帮助，以及 EE、VU、GS 等不同组件的性能瓶颈分布（@yousriii, 4分） ③ 模拟器和游戏玩家对在浏览器里高质量运行 PS2 游戏表示赞赏，认为这是对模拟器生态很有价值的贡献（@Marchrius, 3分；@QuanTradin, 3分）。
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- @aegyptiacus11 (4): u/yousriii is my collaborator for the project.
- @KelvenSevero0 (4): PS2 is a brutal target for wasm because PCSX2 leans on JIT recompiling the EE and VU code, and in a browser you can't just generate native code on the fly. you either emit wasm modules at runtime or fall back to an interpreter, and that choice decides which games are playable. w…
- @yousriii (4): We went with emitting wasm modules at runtime. EE, IOP and both VUs each have a JIT that turns PS2 code into WebAssembly while the game runs, and code that hasn't run much yet stays on the interpreter. And yes SAB threading did help a lot! EE, VU1 and GS each run on their own th…
- @Marchrius (3): There is a lot of ways to emulate it, I know. Your controbution to emulation scene is very impressive and, on my side, very appreciated!
- @QuanTradin (3): writing a runtime recompiler to wasm for the main CPU, the IO CPU and both vector units in a few weeks is properly impressive. which one was eating the time on Tekken Tag?
作者讲述团队做了一款整合 Slack、邮件和通话记录的内部 AI 客户工具却无人使用，最终通过嵌入销售日常“会前 10 分钟”习惯才让产品真正被采用的故事。
My team built an internal AI tool that pulled everything about a client account into one place: Slack, email, call notes, risk signals. Great demo. Then nobody used it. We were stuck. We knew it was…
受众观点：① 产品和销售从业者强烈共鸣“习惯比功能重要”，认为把工具放进 Slack 等现有工作流比做一个独立平台更关键（@twinsBuild, 3分） ② 有人补充观察到，一旦在 Slack 里形成使用习惯，用户反而会回流到平台探索更多高级功能（@Rare_Platypus_8363, 1分） ③ 也有读者强调通过观察真实行为而非问卷调查来发现习惯触发点的重要性，并提醒要继续寻找更高频的日常触发场景（@No-Molasses-2097, 1分）。
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- @twinsBuild (3): Habits over features, so true. If it lived inside Slack where they already are, I bet people would use it.
- @Character-Pattern505 (2): Fart noises.
- @Rare_Platypus_8363 (1): Yeah, and a funny thing since product offers even more things due to this habit of using it on slack, they hv now started to use platform as well for extra features
- @MGallus (1): Jesus this subreddit is just bots talking to fucking bots.
- @No-Molasses-2097 (1): The part that hit me is you found the habit by watching, not by surveying. A survey would have told you the tool was fine. One thing to watch out for: pre-call prep is a weekly-ish moment for most salespeople, so it may be worth hunting for a daily trigger too once this one is s…
自建党在比较用 Cloudflare Access 反向代理保护 Immich 等服务，是否能做到和 Tailscale 一样安全又方便访问家庭照片。
I currently use Tailscale to access the majority of my services, but have a few published to Cloudflare tunnels for ones that I share with my family (Mealie, Baikal, etc) If I were to configure Immic…
受众观点：① 关心 Cloudflare Access 终止 TLS 带来隐私与威胁模型变化的自托管用户（@kaijurules, 12score） ② 想用 Cloudflare 免费隧道跑 Immich 等大文件上传服务但担心 100MB 请求体限制和视频流量条款的用户（@RetroDojo, 4score） ③ 在 Tailscale、WireGuard、自建 VPN 之间权衡控制权与排障难度的 homelab 玩家（@will-cd, 3score）
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- @kaijurules (12): Two things change with Access. Cloudflare terminates TLS, so the photo traffic is decrypted on their edge before it reaches your proxy, while over Tailscale only your own devices see it. And native mobile apps often can't get past the Access login page, because they call the ser…
- @Guy_In_Between (5): For me, the solution was a VPS and Pangolin :)
- @RetroDojo (4): One more catch for Immich specifically - free Cloudflare tunnels cap request bodies at 100MB, so big video uploads from the phone app will fail through the tunnel. Their terms also frown on pushing lots of video through the free CDN. A lot of people end up with Access for the li…
- @will-cd (3): I switched from Tailscale to plain WireGuard and it's been working great for me. I have full control over everything and the privacy is hard to beat, since nothing depends on a third-party service or coordination server. The only downside is troubleshooting: WireGuard doesn't sh…
- @etaliox1 (2): No AI was used - just a question!
帖子展示了一套 10GbE 迷你机架工作环境，评论区围绕网络设备布置和带狗狗参与的机架照片开玩笑互动。
r/selfhosted 10GbE Mini Rack & Work Setup
受众观点：① 楼主说明大部分设备和布线都是自己完成的，狗狗只是“数据包嗅探器”，评论氛围轻松（@selfhostcusimbored, 26分） ② 有人调侃是狗狗还是楼主搭的机架，并对看到其他 WireBark 用户感到兴奋，体现出工具用户之间的认同感（@ironman123420, 15分） ③ 评论里还有关于“Zero Treat Infrastructure”和“别让狗掉包数据包”的玩笑，延续了把狗当网络工程师的梗（@selfhostcusimbored, 14分；@ironman123420, 6分）
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- @selfhostcusimbored (26): I did most of it. That’s just my packet sniffer.
- @ironman123420 (15): Did you or that dawg set this up
- @ironman123420 (15): Cool to see another WireBark user on here
- @selfhostcusimbored (14): Zero Treat Infrastructure
- @ironman123420 (6): Just make sure he's not dropping packets while handling all the fetch requests
楼主分享自己做自托管冷邮件工具 CleanMails，顶着一次性收取 249 美元费用的压力上线后，意外收获两位陌生付费用户并询问大家首批付费客户的经历。
I spent the last few months building CleanMails, a self-hosted alternative to cold email tools like Instantly and Smartlead. To be honest, I was terrified of charging a $249 upfront fee. Everyone kep…
受众观点：① 有人像 @Bachihani 直接从道德角度反感，认为这是助长垃圾邮件的工具（7分） ② 也有 @ottwebdev 这类评论简单指责其在卖垃圾邮件工具，没有关注自托管或一次性收费的差异（1分） ③ 楼主 @Ok_Highway_9515 则在评论里辩解，认为很多机构确实需要外联，只是自己提供更便宜安全的基础设施，并强调会限制销售数量（1分）。
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- @Bachihani (7): a tool to spam people with emails? as if that's gonna heup anybody do anything ! no thanks
- @ottwebdev (1): Youre sellling a spam tool….
- @Ok_Highway_9515 (1): Alot of agencies do need this sir, don't you think ? Alot of companies doing well today coz they received some spam mails which they responded too. I think I am just selling a tool to make outreach affordable and secure, it's upto the agencies to use it in a lawful way.
- @Few_Response_7028 (1): Bruh you're one of the bad guys. Enabling spam. It's a great graphic though.
- @Ok_Highway_9515 (1): Sorry for being evil my man, but there are bigger demons so I guess I will just excuse myself to make some money. Thanks for the compliment tho. Anyways I don't have any plan of selling unlimited copies of this product brother. At max, I am selling 100 licences to cover some of…
作者分享自己开发多年的工程计算器 Mathora，主打云端同步、无限画布和单位自动处理，定位为比 PTC MathCAD 更好用的工程计算工具。
i've been working on my dream engineering calculator for a couple years now and finally want to share for feedback. It's called mathora and is a much better version of PTC MathCAD that has cloud sync…
受众观点：① 工程师和学生关注是否能替代或补充现有 MathCAD 等工具，以及云端同步和无限画布在复杂项目中的实际体验（@diegosierra89, 4分） ② 教学和学习场景希望看到详细中间步骤展示，方便理解变量替换和单位换算过程（@diegosierra89, 4分） ③ 早期体验用户对产品整体易用性和界面体验给出正向反馈，期待进一步探索功能（@Jim421616, 2分；@BookIntelligent254, 2分）。
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- @DifferenceLeather580 (5): There actually is that feature! if you click on the “show steps” button, it shows exactly how the answer was calculated from variables to the final unit converted answer. https://preview.redd.it/i-built-an-engineering-calculator-that-does-realtime-unit-v0-av70z7ha9lyh1.jpeg?widt…
- @diegosierra89 (4): It would be useful to show the intermediate steps, especially for students. Substituting variables for values, before the final result. Also if you change the units, showing the original value and units, then the conversion factor, and the new value with units.
- @Jim421616 (2): Cool! Looking forward to checking this out.
- @BookIntelligent254 (2): This is really nice.
- @DifferenceLeather580 (2): thank you!!
作者介绍自己的 Mac 应用 Scrim：通过把多个窗口合成到一个「Scrim — Share Me」窗口中，只把选定内容分享给 Zoom/Meet/Teams，从而避免通知泄露又能同时展示多窗口，并讨论定价和性能等问题。
Scrim is my side project: a Mac app that shows your video call only the windows you pick. Why I built it Every time I share my screen on a call, I get two bad options. Share the whole screen, and the…
受众观点：① 有用户建议重点测试 Scrim 窗口被遮挡或最小化时 Zoom/Meet 的表现，并希望在官网直接看到长时间通话下的 CPU 占用数据，说明性能和稳定性是购买前的核心顾虑（@dawedev, 2分） ② 同一位评论者还希望有一个始终置顶的小预览窗，实时看到对方实际看到的画面，减少「现在能看到吗」的反复确认（@dawedev, 2分） ③ 其他用户认为帖子里提到的日历弹出客户名字这一真实事故本身就足以说明痛点，而能并排分享两个窗口是现有分享器做不到的加分点（@QuanTradin, 2分）
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- @dawedev (2): The case I'd test hardest is the Scrim window itself getting covered or minimized, since Zoom and Meet handle hidden shared windows differently and some just freeze on the last frame. I'd also put CPU use for an hour long call on a base MacBook Air somewhere on the page, because…
- @dawedev (2): Good to hear it profiles light. If you have the numbers, a single line on the site like "about X% CPU on an M1 Air during a 1 hour call" would answer that worry before anyone has to ask.
- @QuanTradin (2): the calendar alert with another client's name sells this by itself. two windows side by side is a nice bonus too, the share picker has never let you do that.
- @Business_Mood7479 (1): Very helpful. I have actually tested the cpu performance and profiled the app and it is a light weight but thank you so much for your suggestions and it would be considered
- @Business_Mood7479 (1): Yes i would do that for sure
作者分享自己开发的 HolyArrs：一个把 Sonarr、Radarr、Lidarr 等多款工具整合成一体的自建家庭媒体服务器应用，用类 Netflix 和 Spotify 的界面统一管理电影、剧集和音乐并支持本地推荐和可选 AI 搜索。
Hey everyone! For the last 6 months I've been building HolyArrs, and I just finished the part I was most excited about, so I wanted to share it here. HolyArrs is one self-hosted app for movies, shows…
受众观点：① 有人提醒要区分「用 AI 辅助写代码」和「完全让 AI 替你思考」，认为大公司也在大量使用 AI 编程，但关键是保持工程判断力（@LookAtYourEyes, 4分；@CoderLuii, 3分） ② 作者在评论中补充自己有 10+ 年软件和安全背景，并提到之前的开源项目 HolyClaude 在 Docker 上已有 28 万次拉取和 2.6k star，增强了社区对其技术和安全性的信任（@CoderLuii, 2分） ③ 潜在用户表示 HolyArrs 有望简化自己目前由多款 Arr 工具组成的复杂栈，对「一体化、好用界面」的需求被强烈共鸣（@SoMuchMango, 2分）
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- @LookAtYourEyes (4): I think it's helpful to distinguish vibe coding and using AI when you code. It is being done by most major tech companies, if not all, and the majority of professional organization that touches code. I'm not condoning or advocating for this, but it's important to be realistic.
- @CoderLuii (3): appreciate this. using ai and letting ai think for you are two very different things
- @CoderLuii (2): for anyone wondering who i am: 10+ years in software and security, and the last year and a half building open source tools for self hosters and devs. my biggest one is HolyClaude, past 280k docker pulls and 2.6k stars on Github.com/CoderLuii happy to answer anything
- @SoMuchMango (2): You have my attention. 😄 Id like to simplify my stack. That sounds interesting.
- @CoderLuii (2): 6 months isnt a vibe lol
一篇讨论如何自建去中心化即时通讯工具的帖子，号称“像电子邮件一样联邦化”，评论区围绕垃圾信息、Gmail 等大节点的把关权以及 WebRTC 穿透和 TURN 服务器配置等实际技术问题展开。
r/webdev How to Create Your Own Decentralized Messenger Protocol
受众观点：① 有人吐槽“就像电子邮件”这个卖点很危险，指出现实中邮件联邦已经演变成由 Gmail 等大厂决定你服务器能否送达的局面（@Excellent_Sort1954, 5分） ② 也有人调侃去中心化信使会像邮件一样自带垃圾信息问题，担心反垃圾和滥用治理成本（@Mysterious_Donkey564, 3分） ③ 还有评论从工程角度提醒，若用 WebRTC 做点对点消息，需要部署 coturn 等 TURN 服务器来处理严格 NAT 环境，并在直连失败时回退到中继（@LukaRozman27, 1分）
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- @Excellent_Sort1954 (5): "just like email" is a hell of a pitch. Email federation ended with Gmail deciding whether your server is allowed to deliver anything at all.
- @Mysterious_Donkey564 (3): just like email, spam included
- @LukaRozman27 (1): When using WebRTC for peer-to-peer messaging, set up a TURN server with coturn to handle users behind strict NATs, and configure your clients to fall back to it if direct connections fail.
一位前端开发兼测试工程师计划在 Reddit 连载“每天一个小型 e2e 测试改进”的系列，用 Playwright 展示从页面对象、fixture 到用 API 代替多余 UI 步骤等实践，并以银行账户用例说明如何减少 UI 步骤来降低 flaky 测试。
Hey all! I’m a FE dev / SDET. Years ago a QA colleague introduced me to e2e testing and Page Objects, and I’ve been hooked ever since. I’m thinking of starting a small series with one e2e practice a…
受众观点：① 有人指出测试名称已经说明目标是“用户能添加银行账户”，登录和注册应由其他用例覆盖，没必要在每个测试里重复 UI 流程，支持用 API 简化前置步骤（@ice456cream, 3分） ② 也有读者很喜欢“一天一个小修复”的形式，认为这种细粒度实践比长篇教程更容易内化成习惯（@AffectionateDoubt807, 2分; @TimUrbutt, 2分） ③ 但也有评论直接批评示例质量，觉得建议不如官方 Playwright 文档，担心系列内容会误导新人（@Chenipan, 2分）
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- @ice456cream (3): It says in the test name, Test that "a user can add a bank account" Presumably, the login / sign-up page is covered by another e2e test, so why repeat that work as part of the setup for every logged in test your write
- @AffectionateDoubt807 (2): love the idea of one tiny fix a day, that's exactly the kind of thing that sticks way better than a giant tutorial dump
- @Chenipan (2): This is so bad, please don't give advice if your posts are gonna be worse than what the playwright docs show
- @TimUrbutt (2): one a day is a nice promise until day 4 when the test you want to post needs a fixture that takes an hour to write I dont think its about doing it just for posting it, its just work that has to be done anyways so why not posts it as well?
- @TranslatorRude4917 (1): Thanks, I'm glad you like it! Making a good habit out of the boyscouts' rule :)
一位有设计背景的新人用本地 qwen 3.8 next-flash 模型配合 VSCode Cline、以及 ChatGPT 和 Claude 尝试“vibe coding”生成网页，发现 HTML 还行但 CSS 布局一团糟，于是询问大家 AI 在前端工作流中到底能帮上多少忙。
O.k. so I have experience in design and I am little computer savvy so I have downloaded local AI model deciding to see if I could vibe code my way to finish line. And so I have downloaded vscode and…
受众观点：① 有人认为 AI 适合自动化枯燥逻辑和调试，但在视觉设计和品味上仍然很弱，自己更愿意手写 CSS 把控细节（@OpeningNo4944, 4） ② 也有人主要把 AI 用作概念讲解和排错工具，承认“vibe coding”做出来的页面很少能直接用于生产（@fuzzyjelly, 3） ③ 另一位老程序员分享自己用 AI 分步驱动开发、不断测试和补充指令，认为关键是你本身要知道如何手写实现，不能只丢一张图就指望 AI 搞定（@nasanu, 3）
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- @OpeningNo4944 (4): ai is great for automating the boring stuff but it sucks at design decisions cause it has no taste. i use it mostly for writing functions and debugging not for the creative part. like i will write the css myself because i know exactly how i want things to look and ai just guesse…
- @fuzzyjelly (3): When I use AI it's to explain concepts or to troubleshoot. I do a little bit of vibe coding, never for production, but the results almost never end up satisfactory to me.
- @nasanu (3): https://nasanu.github.io/cv/lambo.html Did that with AI in like.. 6hrs I think. Not of constant working, like typing out a prompt, looking at the results, testing things, giving another prompt etc. From what I am seeing, I after 30 years coding am not seeing much need to manuall…
- @TimUrbutt (1): You don't even need to write the CSS yourself though. If you already have a specific design in your head, this is basically all you need. AI became so good at implementing exactly what you told it to (especially Gemini has a very good prompt adherence), so IMO writing the HTML/C…
- @Equivalent-Idea-116 (1): A big reason the CSS comes out messy is that you're asking for the whole page in one shot. Models do much better if you build it in small steps: first set up the design tokens like colors, fonts, and spacing as CSS variables, then ask for one section at a time with the exact dim…
作者用 WebGL 着色器和 MediaPipe 实时追踪身体与手势，在灯泡关闭的情况下用纯代码模拟出随人移动的发光效果。
The bulb is off. The light is pure code. A WebGL shader paints it in real time, while MediaPipe finds your hands and body so the glow lands where it should. I first tried training a model on the bulb…
受众观点：① 部分读者联想到类似的交互光源项目，关心这个作品与已有方案的差异和灵感来源（@Keeyzar, 16分） ② 有人从社交角度吐槽这类技术可能进一步减少人与人面对面互动，带出对沉浸式数字体验的复杂情绪（@c_im_not_clever, 6分） ③ 也有评论提供其他项目和视频参考，希望作者借鉴更多识别透明物体或复杂场景的技术路线（@Krazynukz, 2分）。
展开评论
- @Keeyzar (16): There is another project, where exactly this was done, just without a lightbulb. You could even put the light source behind you, and it was illuminating accordingly. I assume you took inspiration?
- @c_im_not_clever (6): Yeah, fuck human interaction!
- @yogafirepromax (5): https://external-preview.redd.it/b0nY6rFoTWBLjk6rgZ-5wGiFHLFTmeNICxfLMhxAGS8.gif?auto=webp&s=f17611f87c11fade9793121ee370b81c5f53a1c0
- @ramramlab (4): Thx. Of course, I fully expected that there would be other projects exploring a similar concept. Could you tell me the name of the project you're referring to? I'd love to have a look!
- @Krazynukz (2): Pretty cool stuff, as to how you could track a lightbulb in the dark seems tricky. I know corridor digital did something similar recently however that was with a green screen and was able to recognize transparent things. Im not too familiar with it but maybe something possible i…
作者开源了 drive.py v0.996，这是一款用终端界面管理磁盘、查重和预览媒体文件的工具，本次更新大幅改进预览、缩略图缓存、过滤器和桌面集成等功能。
Significantly improved preview, quick map, bookmarks, blacklists, media file filters, and clipboard. Built-in drive crawler, a file map overview, media thumbnail grids, native image previews and on-d…
受众观点：① 需要在大容量硬盘中查重、清理和预览媒体文件的 homelab 与自托管用户 ② 对 TUI 工具设计、键盘驱动工作流和跨平台文件管理感兴趣的开发者（@web3max, 1score） ③ 关注“AI 辅助传统工具开发”实践、想了解真实投入与收益的工程师（@asimovs-auditor, 1score 相关讨论）
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @web3max (1): I originally created the handmade drive.py utility before the AI era to find duplicate files and verify file integrity (see the older commits, such as 95bbf8c from 2021). Now, with the help of AI, I've been able to accelerate the implementation of my ideas and add a TUI. This pr…
- @web3max (1): Great feedback! Thanks a lot, really appreciate it! If you come across any more bugs, feel free to open an issue on GitHub or DM me directly so I can fix them asap :)
- @psychedelic_tech (1): you're responding to a bot.
- @web3max (1): thanks for pointing that out. can I ask you a few questions via dm?
楼主展示自己为 anti-slop 设计工具 rivermark.ai 设计的艺术化 onboarding 界面，希望降低用户在空白画布前的流失，并征求大家对 UI 是否过于 AI 感的反馈。
Backstory: I'm building an anti-slop design tool for social & print content where everything is editable and on-brand. I noticed a lot of the signups bounce on the empty canvas, before they figure ou…
受众观点：① 有用户如 @Global_Square_4388 关心的是工具是否可用以及当前是否收费，说明 onboarding 已经成功激起兴趣（2分） ② 多条评论包括 @Imaserventofreps 和 @Himanshu_Chauhan 都直接肯定了 UX 和 onboarding 体验，认为流程顺滑、具有吸引力（各2分） ③ 楼主 @JannVanDam 回应目前产品可在 rivermark.ai 免费试用，未来会引入付费层，显示其还在探索商业模式（1分）。
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- @Global_Square_4388 (2): Is this tool available to try? Is it free or paid?
- @Imaserventofreps (2): Good ux
- @Himanshu_Chauhan (2): onboarding is really good, definitely inviting to me
- @JannVanDam (1): Yes it's available, you can sign up on https://rivermark.ai - for now free, I will introduce paid tiers later. Let me know how you find it!
- @Okudi-Alise (1): yeah agreed, the flow feels pretty clean
作者论文被 NeurIPS 2026 的 E-Values Workshop 接收，但因经济原因去不了巴黎，发帖询问是否有已参会的人愿意代为展示海报并可提供一点报酬。
Hi everyone! We have a paper accepted at the NeurIPS 2026 E-Values Workshop, but unfortunately can’t attend due to financial constraints. Would anyone already attending be kind enough to present our…
受众观点：① 像原帖作者一样拿到 NeurIPS/E-Values Workshop 接收但没差旅经费的学生或独立研究者，会关心远程参与和代展的可行方案 ② 已经要去 NeurIPS 2026 的参会者，会在意帮人代展是否值得、对自己时间安排和声誉有什么影响（@pastor_pilao, 16likes；@AffectionateLife5693, 2likes） ③ 还在读博或做 side project 的技术人，会借此思考“顶会曝光 vs 实际反馈”的性价比，是否不去现场就干脆放弃。
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- @pastor_pilao (16): I wouldn't bother, the main purpose of the workshop is to get feedback on your paper, if you won't be there just don't show up and if it's just a poster the organizers won't be bothered that you didn't come
- @AffectionateLife5693 (2): This. You cannot rely on internet strangers to present your poster.
- @ade17_in (0): What date is it? I can do it.
- @Straight-Coach-7105 (-2): 13 december
作者展示一个用纯 HTML DOM 页面驱动的视频引擎，每一帧通过时间参数 t 计算元素位置，并用 Electron 离屏渲染配合 ffmpeg 导出，同时用 AI 只生成场景 JSON 而不直接写 HTML。
Every frame of these videos is a DOM page. The engine takes a plan and a time t and puts every element where it should be at t: springs in closed form, no animation state, no requestAnimationFrame dr…
受众观点：① 有人调侃这是“AI 做的用 AI 的应用”，反映出社区对 AI 叠 AI 创意方向既好奇又略带疲劳（@fauxtoe, 1） ② 开发者追问这个引擎相比 CSS 动画时间线加无头浏览器截图的优势，关注工程实现是否真的有独特价值（@Chemical-City-836, 1） ③ 另一位指出类似理念在 Remotion、Motion Canvas、Revideo 等项目中已经存在，说明大家在对比现有生态而不是只看炫技 demo（@fligglymcgee, 1）
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- @fauxtoe (1): An AI made app the uses AI, novel!
- @Chemical-City-836 (1): So the engine is a for loop over t and the "no rAF drift" line is doing a lot of heavy lifting there. What does it do that a CSS timeline plus a headless capture doesn't
- @fligglymcgee (1): We really do need a name for things newly developed exclusively because an LLM wouldn't say no. This is already a thing, and is the concept behind Remotion (see Title), Motion Canvas, Revideo... Also may I introduce you `.seek()`.
- @SBGamerYT (-3): The app is Kinetic (kinetic.launchloop.tech), Windows. Free to try if you want to see the engine run.
- @No-Garage-7094 (-3): The closed form spring thing is clever, most people just run the simulation and accept the drift. you avoid whole class of bugs by making everything a function of time the AI only writing JSON is also smart move. keeps the model away from breaking markup and the scene library be…
一位独立开发者分享自己把 Mac 菜单栏监控工具 iSurge 首次上线 Product Hunt 的完整复盘，包括从构思、功能迭代到制定发布时间、准备素材和优惠码，以及首日获得 92 票和 17 次下载的结果与经验教训。
I launched my first app on Product Hunt I'm a solo developer. Today I launched my first app, iSurge, on Product Hunt. It got 92 upvotes in under 10 hours, and there are still 14 hours left. Here's th…
受众观点：① 有人肯定 notch 系统监控这个切入点很聪明，也认可 10 小时 92 票对首发来说是不错的开局，并赞同“先为自己解决痛点再扩展功能”的产品思路（@Icy-Practice-5812, 1分） ② 也有评论提醒今年 Mac notch 工具赛道已经很拥挤，认为把音量、计时器、Homebrew 管理等多功能塞在一起会削弱记忆点，建议围绕用户在 PH 评论里最常提到的核心卖点聚焦定位（@drakatmm, 0分）
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- @Icy-Practice-5812 (1): notch monitor is a clever idea actually. 92 upvotes in 10 hours is a strong start for a first launch the part about adding features as you needed them in your own workflow is how the best tools get built. too many people try to guess what users want before they even use it thems…
- @drakatmm (0): The notch app space got crowded fast this year, and listing volume mixer, focus timer, Homebrew and containers in one app makes it hard to remember what iSurge is for. I'd pick the one thing people mention most in your PH comments and make the whole page about that, the rest can…
作者开源了 Sora-to-ki，这是一套用 Rust 后端和 React 前端构建的自托管个人站点系统，支持多语言、向导式安装、Caddy 自动 HTTPS 以及可选的 Spotify、GitHub、TMDb 等集成。
I’ve been building my personal site for about a year and a half, and this month I took the hard-coded parts out so anyone can run it. docker compose up -d, then a setup wizard walks you through sign-…
受众观点：① 楼主在评论中详细说明了 AI 的参与方式：整体设计和架构由自己负责，Claude Code 作为编码助手产出大量代码，并通过 CLAUDE.md 记录决策和坑点（@timo9378, 2分） ② 他还强调项目已作为个人站点运行一年多，所有改动都经过 CI，包括类型检查、lint、单元测试、26 个 Playwright 端到端用例和 API schema 测试，展示出较高的工程严谨度（@timo9378, 2分） ③ 有用户反馈移动端访问体验偏卡，说明真实使用场景下的性能和前端优化仍是潜在关注点（@Traszamyron, 1分）
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- @timo9378 (2): AI was involved. The design, architecture and direction are mine: the “one night sky” concept, the visual rules, the page metaphors and the system structure. I used Claude Code as a coding assistant throughout development; the CLAUDE.md in the repo is its working notes, includin…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Traszamyron (1): Very cool but laggy on mobile
MariaDB 在 10.5 版本移除分区 LRU 缓存后引入严重性能回退，直到 2025 年才被 Mark Callaghan 通过基准测试发现，并由 Alessandro Vetere 追踪到 B 树读操作上的互斥锁问题并修复。
Couple years ago Marko decided to remove a partioned LRU cache from MariaDB(it is still used in MySQL code). There was a lot of doubt regarding this but his solution worked as good as a previous one…
受众观点：① 有人吐槽原帖文字风格像 AI 生成，对技术细节介绍方式不满（@krsnik93, 4分） ② 有人直接表示感谢 Claude，认为这类长文技术说明阅读体验差（@LeeHide, 3分） ③ 少数认真读完的人关注 10.5 之后 3-4 倍性能回退长期未被发现，以及互斥锁在高并发 B 树读路径上的隐性代价（@Careless-Movie-5947, -12分）
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- @krsnik93 (4): Looks AI generated
- @LeeHide (3): Thanks Claude, nobody wants to read this garbage
- @Careless-Movie-5947 (-12): What stands out to me is how long this went unnoticed. The regression came in with 10.5, and it took until 2025 for someone to catch it. A 3-4x drop (about 18K to about 67K TPS here) is huge, but it only showed up in specific workloads. I think there are two lessons: Microbenchm…
作者以 NVIDIA Ling-3.0-flash 在 DGX Spark 上两组 GSM8K 分数几乎相同为例，讨论在更换 MoE 后端、加入 FP8 输出头并启用 NEXTN 推测解码时，怎样的实验设计才足以声称“无明显质量退化”。
Two GSM8K scores: 96.89% → 96.82%, across all 1,319 test questions. These are from NVIDIA’s Ling-3.0-flash comparison on one DGX Spark. The optimized configuration changes the MoE backend, adds an FP…
受众观点：① 关心 Ling-3.0-flash、DGX Spark 等新推理栈但不太懂评测细节的工程师，会关注 FP4 checkpoint、FP8 输出头和 NEXTN speculative decoding 叠加时是否真的不掉质量 ② 做小模型或 MoE 部署的独立开发者，希望知道在有限评测预算下，哪些检查最有信息量，能支撑自己对客户说“没有质量回退” ③ 关注基准测试可靠性的研究型读者，会对“声明等效边界”“多任务集验证”等更严谨的统计视角感兴趣。
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作者介绍自己构建的 Arc-Transcriber：一个约 70MB 的流式语音模型，每 100 毫秒一次性输出转写结果以及姓名匹配、数值解析、说话人角色、音频事件和对助手发话等 200 多个决策头，替代传统 ASR+NER+实体链接+LLM 的多模型链路。
I built Arc-Transcriber, which does ASR-NL in 1-step. Every 100 ms, one model returns the transcript plus: - Names linked to a list you give it (a roster, contacts, product names); new names are flag…
受众观点：① 有人总结这是把 ASR、NER、实体链接和大量元数据抽取都塞进一个 70MB 的前向计算里，并且能在 100ms 分片下实时运行，整体设计非常紧凑（@Ok-Step-6007, 2分） ② 评论者特别认可在流中直接对自定义名单做事实校验、避免第二个模型和脆弱后处理，相比自己用 whisper 加脚本拼管线的方案干净很多（@Ok-Step-6007, 2分） ③ 也有人好奇 200 多个决策头在嘈杂环境下的说话人分离和鲁棒性表现，准备实际跑起来测试（@Ok-Step-6007, 2分）
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- @Ok-Step-6007 (2): So you basically cooked ASR, NER, entity linking and a whole bunch of metadata extraction into a single 70 MB forward pass, and it runs live with 100 ms chunks The in-stream fact-checking against a custom name list without a second model is pretty slick, I've been patching toget…
帖子宣布利用 Lean 4 形式化证明和 LPM 神经符号系统，给出 van der Waerden 数 w(2;3,21)=416 的机器检验证明，附带 13.6GB 证据包和 3800 多万叶子公式，解决了 DeepMind Formal Conjectures 列表中自 2010 年起的一个公开猜想。
w(2;3,21) = 416 - today proved with a Lean 4 kernel- checked proof (preprint + 13.6 GB evidence package). Every red-blue colouring of {1, ..., 416} contains a red 3-term or a blue 21-term arithmetic…
受众观点：① 帖子目前几乎没有实质讨论，读者尚未展开对 van der Waerden 数或 LPM 系统的技术细节提问（无高赞评论） ② 也还没人从 AI 辅助形式化证明的产业价值出发，讨论这类工作对软件验证、密码学或安全工程的影响（无高赞评论）
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发帖者在工作中需要预测即将上线新品的销量，手头只有产品属性、各地区按月发票、天气和宏观经济数据，目前用历史数据训练的 XGBoost 回归模型但团队都不太有信心，向社区求冷启动预测的建模建议。
Hey everyone. I am dealing with a problem statement at work where the goal is to predict the sales of a new innovation to be launched. Note that the data that I actually have is just product attribut…
受众观点：① 帖子目前几乎没有高质量回复，说明大家对具体业务背景和数据细节了解有限，难以给出通用方案（无高赞评论） ② 现有讨论主要停留在“用 XGBoost 做回归不太稳”的直觉层面，没有人系统拆解特征工程、层级建模或贝叶斯方法在冷启动场景的适用性（无高赞评论）
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发帖者吐槽现有家庭定位类应用都不够好，用自托管方式在开发自己的家庭成员位置追踪 App。
So with there being a handful of family tracking apps that all kind of feel incomplete I've been making my own.
受众观点：① 对现有家庭追踪 App 不满意、希望掌控数据和隐私的自托管玩家 ② 想给家人做安全感工具但又担心技术复杂度和维护成本的独立开发者 ③ 关注位置数据长期存储、共享边界和权限控制的隐私敏感用户
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Vaani Developer Platform 是一款零代码语音 AI 平台，帮助开发者设计电话语音代理的对话流程、处理异议和边界情况、接入工具和知识库，并在真实号码上接听电话、输出结构化数据。
Vaani Developer Platform
受众观点：① 想为客服、销售或运营场景搭建语音代理的独立开发者和小团队 ② 已有 Web/SaaS 产品、希望增加电话入口的创作者 ③ 对比“自己写语音栈 vs 使用现成语音 AI 平台”的技术决策者。
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- @anon (0): Title: Vaani Developer Platform: The only voice AI harness that you'll ever need | Product Hunt URL Source: https://www.producthunt.com/products/vaani-developer-platfrom Markdown Content: --- title: "Vaani Developer Platform: The only voice AI harness that you'll ever need | Pro…
Knocket AI 是一款给网站或个人链接添加免费实时聊天的工具，让访客无需注册就能直接和创作者或小团队对话。
Knocket AI
受众观点：① 关注如何在网站上更高效收集潜在用户线索、提高转化率的独立开发者和小团队 ② 想给产品加实时聊天但又不想接入复杂客服系统的技术创始人 ③ 在社交平台用 bio link 做流量承接、希望把访客直接沉淀为对话的创作者。
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- @anon (0): Title: Knocket AI: Chat with visitors from your website or link | Product Hunt URL Source: https://www.producthunt.com/products/knocket-ai Markdown Content: --- title: "Knocket AI: Chat with visitors from your website or link | Product Hunt" meta: author: Nieves description: "Gi…
SpeakON 是一款 iPhone 上的语音助手应用，用一句话语音指令帮你起草邮件、安排日程并在各个应用间同步更新。
SpeakON
受众观点：① 每天要处理大量邮件和会议、希望用语音快速搞定琐事的远程工作者 ② 在 iOS 生态里重度依赖日历和任务管理的独立开发者 ③ 对“语音 + AI”新交互方式感兴趣、想探索如何把语音入口嵌入自己产品的技术创始人。
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- @anon (0): Title: SpeakON: Turn your voice into real actions with one button | Product Hunt URL Source: https://www.producthunt.com/products/speakon Markdown Content: --- title: "SpeakON: Turn your voice into real actions with one button | Product Hunt" meta: author: Cara description: "Les…
XWiki 是一款面向各类团队的开源知识管理平台，可用来搭建 wiki、文档中心、内网和流程知识库并通过扩展与 API 深度定制。
XWiki
受众观点：① 正在从零搭建团队知识库、文档中心的技术负责人 ② 想要在现有产品中嵌入文档、帮助中心并希望可高度定制的独立开发者 ③ 对开源协作工具感兴趣、希望掌控数据和扩展能力的工程团队。
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- @anon (0): Title: XWiki: A versatile knowledge platform for teams of all sizes | Product Hunt URL Source: https://www.producthunt.com/products/xwiki Markdown Content: --- title: "XWiki: A versatile knowledge platform for teams of all sizes | Product Hunt" meta: author: "Lorina Balan" descr…
Canva 是一款面向非设计师的在线平面设计平台，提供海量模板、素材和字体，帮助用户快速制作社交媒体图片和各类视觉内容。
Canva
受众观点：① 没有设计师、需要自己搞定产品视觉的独立开发者和小团队 ② 需要高频产出社交媒体配图、宣传物料的创作者 ③ 想用低成本方式测试品牌风格和视觉方向的早期创业者。
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- @anon (0): Title: Canva: Amazingly simple graphic design | Product Hunt URL Source: https://www.producthunt.com/products/canva Markdown Content: --- title: "Canva: Amazingly simple graphic design | Product Hunt" meta: author: "Melanie Perkins" description: "A user-friendly online graphic d…