Andrew Ng 反对“AI 将带来大规模失业”的末日论，认为夸大 AI 失业风险会制造不必要恐慌，呼吁用数据和事实讨论 AI 对就业的真实影响。
There will be no AI jobpocalypse. The story that AI will lead to massive unemployment is stoking unnecessary fear. AI — like any other technology — does affect jobs, but telling overblown stories of… ① 有人认为淡化 AI 对劳动力市场冲击同样危险，哪怕失业率多 2% 也是宏观经济大事（@RobertDMellish, 15likes） ② 有评论指出软件工程招聘数据目前并未体现所谓“末日”，质疑悲观叙事与真实市场的脱节（@TechWithMatteo, 7likes） ③ 也有人强调当前技术岗位市场已极度低迷，几乎没有初级和管理岗位，认为乐观说法与求职者体验严重不符（@DanBerger_, 6likes） ④ 长评从历史自动化周期出发，强调就业数据存在多年滞后，并提出应关注按技能分层的工资变化而非总失业率（@eshanbuilds, 5likes）
Andrew Ng 反对“AI 将带来大规模失业”的末日论，认为夸大 AI 失业风险会制造不必要恐慌，呼吁用数据和事实讨论 AI 对就业的真实影响。
① 有人认为淡化 AI 对劳动力市场冲击同样危险，哪怕失业率多 2% 也是宏观经济大事（@RobertDMellish, 15likes） ② 有评论指出软件工程招聘数据目前并未体现所谓“末日”，质疑悲观叙事与真实市场的脱节（@TechWithMatteo, 7likes） ③ 也有人强调当前技术岗位市场已极度低迷，几乎没有初级和管理岗位，认为乐观说法与求职者体验严重不符（@DanBerger_, 6likes） ④ 长评从历史自动化周期出发，强调就业数据存在多年滞后，并提出应关注按技能分层的工资变化而非总失业率（@eshanbuilds, 5likes）
Anthropic 在 Code with Claude 活动中给参与者发放微型电脑，展示大家用这些小设备和 Claude 打造的各种有趣小项目。
① 评论里最受欢迎的是 Magic Wand 这类小玩具项目，摇一摇就能切换明暗模式，大家对这种低门槛但有魔法感的交互很买账（@claudeai, 334likes） ② 有参与者晒出自己做的“tiny computer Claude”，展示不同形态的小设备作品（@JohnGregQuantum, 7likes） ③ 有人感叹这种设备有 2000 年代传呼机的复古感，又能跑现代 AI，用情绪共鸣的方式讨论形态设计（@BriefKitDev, 4likes） ④ 也有用户呼吁 Anthropic 开周边商店，把这些小电脑和玩偶做成可购买的官方周边（@justorellius, 2likes）
thdxr 指出很多公司里雇主和员工是对立博弈关系，激励机制失衡，因此即便给团队配上 AI 工具，也不会自动带来生产力提升。
① 有人指出问题在于公司考核的是“是否用 AI”而不是“AI 是否真正有用”，导致员工为了指标而用工具（@opynrijal, 9likes） ② 有评论用玩笑方式说“bring back bullying”，反映大家对当前管理方式和激励机制的无奈（@ryanvogel, 9likes） ③ 有人直白地说给所有人发 Cursor 和 Claude 也没用，因为激励结构没变，工具不会自动修复组织问题（@Jacoob_shi, 6likes） ④ 也有人认为 AI 让大家更想把所有事情自动化，反而弱化了对核心工作的投入（@Mynksri_, 3likes）
一次针对 TanStack、Mistral AI 等在内的 170 多个 npm 包的大规模供应链攻击被披露，恶意版本通过 CI/CD 泄露凭证入侵生态，引发开发者对 npm 安全策略和依赖升级节奏的集中反思
一次针对 TanStack、Mistral AI 等在内的 170 多个 npm 包的大规模供应链攻击被披露，恶意版本通过 CI/CD 泄露凭证入侵生态，引发开发者对 npm 安全策略和依赖升级节奏的集中反思。
受众观点：跨平台评论最关心两点：一是如何在不放弃 npm 生态的前提下降低被供应链攻击命中的概率，二是对 npm/Microsoft 以及整个 JS 生态安全性的质疑。在 r/programming 中，@cauchy37（score 172，Reddit）提出大公司应使用「滞后一两个月的私有 artifactory」来缓冲风险，@ch0ge（score 121，Reddit）分享自己在 `~/.npmrc` 中加入 `min-release-age=3` 来避免第一时间拉取被投毒版本，@audioen（score 90，Reddit）建议在 `.npmrc` 里设置 `ignore-scripts=true` 来防御 pre/postinstall 钩子攻击；而在 HN 里，@ljm（score 未显示，HN）直接点名「NPM 是现在最容易的供应链向量，微软优先搞 AI 而不是把 npm 安全做好」，@rvz（score 未显示，HN）则把这次事件放在更大背景下，认为 JS/TS 生态通过 npm 一再成为攻击重灾区，对比 Cargo 和 go mod 的攻击面差异。整体来看，大家一边分享具体防御配置，一边对 npm 作为基础设施的安全治理表达强烈不满。
多个 Reddit 版块围绕 SaaS 创业机会展开讨论，从未来几年最有潜力的细分 SaaS 方向，到出售现成 AI 餐厅管理 SaaS 源码，以及如何在 30 天内用 SaaS 实现首笔 250 美元收入，集中反映独立开发者在选题、定价和变现上的现实困惑与路径
多个 Reddit 版块围绕 SaaS 创业机会展开讨论，从未来几年最有潜力的细分 SaaS 方向，到出售现成 AI 餐厅管理 SaaS 源码，以及如何在 30 天内用 SaaS 实现首笔 250 美元收入，集中反映独立开发者在选题、定价和变现上的现实困惑与路径。
受众观点：评论区的共识焦点主要有两点：一是对“泛泛而谈的 SaaS 点子帖”的反感，二是对分发与真实需求的重视。在 r/SaaS 中，@Fickle_Degree_2728（70 赞，SaaS）直接吐槽希望有工具自动删除这类空洞帖子，反映出创始人更想看到具体可执行的机会而不是列表式脑暴；同帖中 @Qorinx（4 赞，SaaS）指出运营类 SaaS（入职、协调、合规、排班等）比“想象型 SaaS”更有增长潜力，强调要解决真实运营问题。在 indiehackers 的 30 天挑战贴里，@Ksantor1981（1 赞，indiehackers）认为难点已不在产品而在分发， mediocre 工具只要找到受众也能赚到 250 美元，而好产品没人看到就 0 收入；同帖 @False_Brilliant_3611（1 赞，indiehackers）建议直接从最近 30 天在 Reddit、Twitter 等看到的反复抱怨出发，围绕已经存在的付费意愿或手工流程做付费工具。在出售 AI 餐厅 SaaS 的贴子下，@ContentClawz（1 赞，indiehackers）则从估值角度提醒：1000 美元的定价往往意味着没有 MRR 或只是模板，真正有收入的 SaaS 通常按 3–5 倍 MRR 交易，说明买家最关心的仍是真实营收和市场验证而非技术堆栈。
Perceptron 团队正式发布面向物理世界理解的多模态视频模型 Perceptron Mk1，主打在视频理解等感知任务上以远低成本对标 Gemini Flash 等大模型，并被早期用户评价为从“炫技 demo”走向可在真实业务流程中落地的生产级视频 AI 基础设施
Perceptron 团队正式发布面向物理世界理解的多模态视频模型 Perceptron Mk1，主打在视频理解等感知任务上以远低成本对标 Gemini Flash 等大模型，并被早期用户评价为从“炫技 demo”走向可在真实业务流程中落地的生产级视频 AI 基础设施。
受众观点：评论区的关注点主要集中在两块：一是模型定位与品牌感知，二是成本与真实生产可用性。
Andrew Ng 反对“AI 将带来大规模失业”的末日论，认为夸大 AI 失业风险会制造不必要恐慌，呼吁用数据和事实讨论 AI 对就业的真实影响。
There will be no AI jobpocalypse. The story that AI will lead to massive unemployment is stoking unnecessary fear. AI — like any other technology — does affect jobs, but telling overblown stories of…
受众观点：① 有人认为淡化 AI 对劳动力市场冲击同样危险，哪怕失业率多 2% 也是宏观经济大事（@RobertDMellish, 15likes） ② 有评论指出软件工程招聘数据目前并未体现所谓“末日”，质疑悲观叙事与真实市场的脱节（@TechWithMatteo, 7likes） ③ 也有人强调当前技术岗位市场已极度低迷，几乎没有初级和管理岗位，认为乐观说法与求职者体验严重不符（@DanBerger_, 6likes） ④ 长评从历史自动化周期出发，强调就业数据存在多年滞后，并提出应关注按技能分层的工资变化而非总失业率（@eshanbuilds, 5likes）
展开评论
- @RobertDMellish (15): @AndrewYNg I think downplaying or denying ai’s potential impact on the labor market is equally dangerous and irresponsible. I agree that this discussion needs to be grounded in fact, but the fact is that an increase in unemployment of even 2% would be a recession-level macroecon…
- @TechWithMatteo (7): @AndrewYNg the data on software engineer hiring is the most convincing part here, all the doom talk never quite matched what was actually happening in the job market
- @StartupPrac_In (6): @AndrewYNg andrew ng has a strong incentive to say there's no job pocalypse for the same reason frontier labs have a strong incentive to say there is one. both sides are pricing their own position into the analysis
- @DanBerger_ (6): @AndrewYNg Nope sorry . The current tech job market is literally the worst in history. No junior roles. No manager roles. Very few if any IC roles. This post is simply detached from reality.
- @eshanbuilds (5): software engineering hiring remaining strong while coding agents improve proves less than it seems. we're 18 months into agentic coding tools. the automation cycle for every previous technology took 5-10 years to show up in employment data. ATM deployment started in the 1970s an…
Anthropic 在 Code with Claude 活动中给参与者发放微型电脑，展示大家用这些小设备和 Claude 打造的各种有趣小项目。
We gave people tiny computers at Code with Claude. Here are some of the small, delightful things they built: https://t.co/3Av12x4DCb
受众观点：① 评论里最受欢迎的是 Magic Wand 这类小玩具项目，摇一摇就能切换明暗模式，大家对这种低门槛但有魔法感的交互很买账（@claudeai, 334likes） ② 有参与者晒出自己做的“tiny computer Claude”，展示不同形态的小设备作品（@JohnGregQuantum, 7likes） ③ 有人感叹这种设备有 2000 年代传呼机的复古感，又能跑现代 AI，用情绪共鸣的方式讨论形态设计（@BriefKitDev, 4likes） ④ 也有用户呼吁 Anthropic 开周边商店，把这些小电脑和玩偶做成可购买的官方周边（@justorellius, 2likes）
展开评论
- @claudeai (334): Magic Wand: Shake to change between light and dark mode. https://t.co/CJwWtcUbcS
- @JohnGregQuantum (7): @claudeai This is mine tiny computer Claude! https://t.co/uDjfJHg19a
- @BriefKitDev (4): @claudeai We’re going back to the 2000s pager vibes with this y’all https://t.co/ysJuIXs9tx
- @BriefKitDev (3): @claudeai They’re probably still more productive than me with my full set up smfh
- @justorellius (2): @claudeai Day 234 of asking Anthropic to open Claude Merch store and sell those along with claude plushies.
thdxr 指出很多公司里雇主和员工是对立博弈关系，激励机制失衡，因此即便给团队配上 AI 工具，也不会自动带来生产力提升。
root issue is most employees aren't in properly motivating environments it's adversarial where the employer and employee are seeing how much they can get over on the other it's exactly why ai isn't g…
受众观点：① 有人指出问题在于公司考核的是“是否用 AI”而不是“AI 是否真正有用”，导致员工为了指标而用工具（@opynrijal, 9likes） ② 有评论用玩笑方式说“bring back bullying”，反映大家对当前管理方式和激励机制的无奈（@ryanvogel, 9likes） ③ 有人直白地说给所有人发 Cursor 和 Claude 也没用，因为激励结构没变，工具不会自动修复组织问题（@Jacoob_shi, 6likes） ④ 也有人认为 AI 让大家更想把所有事情自动化，反而弱化了对核心工作的投入（@Mynksri_, 3likes）
展开评论
- @opynrijal (9): @thdxr That's what happens when you get evaluated on AI use, not AI usefulness.
- @ryanvogel (9): @thdxr bring back bullying
- @prashant_hq (8): @thdxr reminds me of this to be honest. basic human tendency. https://t.co/JCUS9xC7Sa
- @Jacoob_shi (6): @thdxr give everyone cursor and claude and watch nothing change bc the incentives are still broken. nailed it
- @Mynksri_ (3): @thdxr due to ai people dont wanna do a single task themself, they want to automate everything!
hasantoxr 结合试用 Perceptron Mk1 的体验，分析多数视频 AI 试点只停留在“描述发生了什么”，缺乏可查询、可剪辑、可接入工作流的能力，因此难以真正落地。
Most video AI pilots die the same death. And after trying Perceptron Mk1, I think I understand why. The model output usually stops at "here's what happened." Interesting for a demo, but difficult to…
受众观点：① 有评论认为这篇更像一篇产品测评，尤其是结尾对名字的讨论占了不少篇幅（@0x_Afzal, 0likes） ② 有人觉得 Mk1 这个品牌名听起来既技术又偏机器人方向，和产品定位契合（@HritikGuptaAI, 0likes） ③ 有评论直接点出真正的差距在于把描述性输出变成可操作片段，需要用结构化元数据把视频内容变成可查询、可组合的工作流组件（@Nglacr, 0likes） ④ 也有人指出大多数试点失败是因为数据在新鲜感过去后没人用，团队不知道如何把 AI 洞察嵌入日常流程（@adelbucetta, 0likes）
展开评论
- @0x_Afzal (0): @hasantoxr "the paragraph about the name at the end is doing a lot of heavy lifting for what is essentially a product review"
- @HritikGuptaAI (0): @hasantoxr Mk1 branding actually sounds memorable, technical, and built for robotics.
- @Nglacr (0): @hasantoxr Great insight. The real gap is moving from descriptive outputs to actionable segments—grounding model outputs in structured metadata could make them queryable and composable for real workflows.
- @adelbucetta (0): @hasantoxr most pilots die because the data never gets used after the novelty wears off. teams don't know how to integrate ai insights into daily workflows
- @sumitdoriya21 (0): @hasantoxr Perceptron Mk1 feels engineered for workflows, not just impressive demos.
Adam Wathan 宣布发布 Tailwind CSS v4.3，引入滚动条、缩放和 tab-size 等一批新工具类，并附带其他小改动。
✨ Shipped Tailwind CSS v4.3! 📜 New scrollbar utilities 🔍 New zoom utilities ⇥ New tab-size utilities ...plus a bunch of other little stuff 🎁 https://t.co/H63m8Z8uP1
受众观点：① 作者自己提到要更新动态 OG 图片，说明 Tailwind 官网和文档也在用 Tailwind 做视觉系统，细节更新会反映到品牌展示上（@adamwathan, 22likes） ② 有用户对 scrollbar-thin 等滚动条工具非常兴奋，以前需要自定义类或插件，现在可以直接用官方工具类（@WillemJaap_, 6likes） ③ 有人调侃说“全世界的滚动条都变好了”，体现大家对统一美观滚动条样式的期待（@jasonlbeggs, 4likes） ④ 也有开发者强调之前每次都要写插件或自定义类，现在官方支持让日常开发更顺手（@Chahatxsharma, 1likes）
展开评论
- @adamwathan (22): Gotta update those dynamic OG images I guess now 😄
- @WillemJaap_ (6): @adamwathan scrollbar-thin 😍🙌🙌🙌 https://t.co/EB76PNouyn
- @jasonlbeggs (4): @adamwathan Oh baby scrollbars across the world just got better
- @Chahatxsharma (1): @adamwathan Scrollbar utilities have been one of those things where you reach for a custom class or a plugin every time. Good to have this as first-party.
- @reui_io (1): @adamwathan Thank you for the hard work!
Pat Walls 分享一位开发者的案例：用一年时间把一个在美国很流行的 iOS 应用思路本地化到一个只有一千万人口的国家，并与当地头部网红合作，做到首个八万美元月收入。
wow. just talked to a guy who had his first $80,000 month with his iOS app launched ~12 months ago he took a VERY popular app idea here in the US and localized to a country with only 10M population t…
受众观点：① 有人表示认识这位开发者和这款应用，侧面印证故事真实性（@david_attisaas, 5likes） ② 多条评论猜测应用是 Calbuddy，并对这位创始人评价很高（@Sam_Kantor, 4likes；@imkiranbavariya, 2likes） ③ 有人指出真正有意思的是“用股权换分发”的结构，让渠道方对长期复利有动力，而不是一次性买流量（@buildinlisbon, 1likes） ④ 也有开发者表示这故事让自己想去做本地化应用，先复制已经验证的模式，再和本地有流量的人合作（@Quinn__A, 1likes）
展开评论
- @david_attisaas (5): @thepatwalls I know the app owner and the app :)
- @Sam_Kantor (4): @thepatwalls Calbuddy eh? That founder is great
- @imkiranbavariya (2): @thepatwalls Are you talking of calbuddy?
- @buildinlisbon (1): @thepatwalls The equity-for-distribution structure is the real story. Cash-for-clicks fails because the channel has no stake in whether the asset compounds. Equity does. Underrated in B2B too.
- @Quinn__A (1): @thepatwalls This makes me wanna just build local apps next. Take what already works, localize it, then partner with someone who already has the audience.
thdxr 谈到做推理业务时，关键是让 GPU 全天候保持高利用率，因此必须拥有分布在不同时区的全球客户，而不能只依赖单一时区的需求。
it's very important our inference business has customers world wide the entire game is keeping GPUs busy hard to do that if your customers are all in one timezone
受众观点：① 有人调侃这是在团队会议现场直播发推，说明这是实际运营讨论中的真实思考而非事后总结（@ryanvogel, 19likes） ② 有用户表示自己在英国时区“帮忙”消耗算力，呼应全球用户分布的重要性（@yaroshevych, 2likes） ③ 有评论形象地说 GPU 在美国睡觉时给亚洲上白班，强调跨时区轮班利用的直观画面（@buildwithhassan, 2likes） ④ 也有人建议可以按时间段调整价格，用价格信号引导用户在低峰期多用算力（@__morse, 2likes）
展开评论
- @ryanvogel (19): @thdxr live tweeting from the team meeting is internesting
- @yaroshevych (2): @thdxr We're "helping" as much as we can here, from UK timezone
- @buildwithhassan (2): @thdxr so gpus work the night shift when america sleeps and the day shift when asia wakes up
- @__morse (2): @thdxr change pricing based on time of day
- @Jacoob_shi (1): @thdxr timezone diversification as a GPU utilization strategy, never heard it framed this clearly but it tracks
这条推文是 Soumith 发布的招聘信息，面向“集群魔法师”和 GPU 专家，招募超级计算工程师来搭建实时交互模型、Tinker 和大规模训练背后的调度、存储、网络与可靠性基础设施。
Cluster magicians and GPU whisperers, come join us! We’re looking for supercomputing engineers to build the infrastructure behind real-time interactive models, Tinker, and large-scale training: sched…
受众观点：① 有人指出在这种规模下的调度和可靠性在大多数公司仍是未解难题，真正擅长的人非常稀缺，强调这类岗位的专业门槛（@Chahatxsharma, 1likes） ② 也有工程师直接在评论区贴简历，希望加入团队，说明这条招聘对高端 GPU/分布式人才有明显吸引力（@micheltamanda, 1likes） ③ 还有人感慨可靠性问题会吃掉比其他方向更多的工程人年，一个静默的错误 allreduce 就能毒死 checkpoint，凸显大规模训练中隐性故障的代价（@VChokwa50038, 0likes）
展开评论
- @Chahatxsharma (1): @soumithchintala Scheduling and reliability at that scale are still unsolved in most companies. The people who are good at this are genuinely hard to find.
- @micheltamanda (1): @soumithchintala Here is my resume. https://t.co/pAbAm9Dnrm
- @Rufus87078959 (0): @soumithchintala @miramurati Are you employing Cluster Janitors too? I think that's the only role I'm suited for.
- @VChokwa50038 (0): @soumithchintala Reliability is the bullet that eats more eng-years than the other four combined. One silent bad allreduce poisons a checkpoint and you only see it hours later in the loss.
- @thestreamingdev (0): @soumithchintala how about engineers with AI assistance pushing boundaries in hardware ! would love to join
这条推文展示了 Text Arena 各类别排行榜中前五大实验室的模型表现，强调 Claude Opus 4.7 在几乎所有主要类别中都占据领先位置，并给出 Anthropic 与 Google DeepMind Gemini 等模型的对比。
The top 5 labs in Text Arena rankings by category show that frontier models have distinct strengths and tradeoffs. #1 @AnthropicAI, Claude Opus 4.7 - The most consistently dominant model overall, lea…
受众观点：① 官方补充说明 Claude-Opus-4.7-thinking 是唯一在所有类别都进入前五的模型，并提供完整分类排名链接，强调其综合优势（@arena, 21likes） ② 有用户质疑排名结果，认为 GPT 不可能比 Gemini 差，希望这是个玩笑，反映出对评测方法和样本的怀疑（@realalbertml, 4likes） ③ 也有人直接批评榜单，把 Gemini、Muse、Grok 等模型的相对位置称为“耻辱”和“胡说八道”，认为与自己使用体验严重不符（@rashev_zar8799, 3likes）
展开评论
- @arena (21): Full category ranking breakdown in Text Arena. Claude-Opus-4.7-thinking is the only model ranked top-5 across all categories. https://t.co/dDrztbjxb4
- @realalbertml (4): @arena @AnthropicAI @GoogleDeepMind GPT worse than Gemini? Tell me that’s a joke please
- @rashev_zar8799 (3): @arena @AnthropicAI @GoogleDeepMind This ranking is a disgrace. Gemini is a joke. Muse and Grok leading to Mimo V2.5 Pro and DeepSeek V4... what a nonsense.
- @Fixlation7 (2): @arena @AnthropicAI @GoogleDeepMind Grok is such a bad model its just sad. All that compute to make something that feels like GPT-3
- @SpecjalistaMSS (2): @arena @AnthropicAI @GoogleDeepMind System instructions and Gemini? That's a dead parameter since model 3.0+! The model can't handle simple instructions, and yet it ranks this high? Bullshit!
这条推文来自 Noam，表示看到一个新评测上模型得分很低反而很高兴，并对比 GPT-5.5 发布时多数基准分数都超过 50%，呼吁淘汰像 GQPA 这样的旧评测并引入新一代更难的基准。
I love seeing a new eval with such low scores. When we announced GPT-5.5, almost every benchmark had a score above 50%. It's time to retire evals like GQPA and bring in a new set.
受众观点：① Noam 自己补充说新评测应该和算力、延迟或成本一起作图，强调评测不能只看准确率，还要考虑资源消耗（@polynoamial, 50likes） ② 有人批评当前这个基准设计糟糕，指出工具受限的 agent 既拿不到完整规格也没有好用的反编译和检索工具，导致很难看出到底在测什么（@banteg, 8likes） ③ 也有评论认为这个评测之所以“幸存”，主要是因为墙钟时间限制太严，如果让 GPT-5.5 在 goal mode 下跑更久，很多任务其实今天就能完成（@jakehalloran1, 6likes）
展开评论
- @polynoamial (50): And, of course, they should be plotted with compute, latency, or cost on the x-axis.
- @banteg (8): @polynoamial this bench is poorly made though. a tool starved agent gets just the binary. it has neither a full spec nor good decompilation tools nor ability to look up information. it's very unclear to me what it's aiming to measure. it will never saturate because it's poorly s…
- @jakehalloran1 (6): @polynoamial this eval is good but also it mostly only survives because of the wall clock time. let 5.5 use goal mode for more than 6 hours and i bet a bunch of these are feasible today maybe not ffmpeg but jq? donezo
- @LlmStats (3): @polynoamial Hey Noam! We're in the process of building new hard benchmarks focused on coding/long-ctx. We're a team of 2, fully focused on AI capability tracking since last year. Is it possible we could talk with someone from your team to align on what is maximally useful to me…
- @jyangballin (3): @polynoamial Tysm! Could not agree more. If there's any PB insights you'd wanna see, I'm all ears :D
作者发了一条玩笑推文，假设员工在会议中突然拿出 goonomatic 3000 这种奇怪设备，引发同事们在评论区接龙整活。
what do you do if mid meeting your employees pulls out the goonomatic 3000 https://t.co/NyVY5rmyYp
受众观点：① 作者本人在评论里继续用表情包回应，大家把这个设想当成职场整活场景来玩（@thdxr, 74likes） ② 有人用图片回应自己“锁死在状态里”，把这个设备当成专注或上头工作的象征（@ryanvogel, 13likes） ③ 也有人半开玩笑提醒要注意会议礼仪和屏幕共享边界，用夸张语气强调不要乱分享画面（@GeoffreyHuntley, 3likes）
展开评论
- @thdxr (74): my actual reaction https://t.co/YtMjbJGWMn
- @thdxr (23): @kentcdodds fyi since now you know what this means
- @nexxeln (22): @thdxr https://t.co/rMJ2nSk0hw
- @ryanvogel (13): @thdxr bro i'm locked in rn
- @GeoffreyHuntley (3): @thdxr demand that ryan does NOT share his screen under any circumstances. also demand hands above the blanket and in view.
作者提出在产品规划阶段先做原型比追求零失误更有效，并分享用 AI agent 帮自己为视频做章节工具原型、快速迭代系统提示词的实战经历。
Creating prototypes during planning is the new "make no mistakes" Except it actually works
受众观点：① 作者在评论里详细讲了用 /grill-with-docs 和 agent 帮自己搭建自动章节工具的完整流程，证明原型驱动规划在实战中可行（@mattpocockuk, 126likes） ② 有人强调“prototype-as-spec”更好讨论，跑得起来的流程比 PPT 里的流程更容易对齐（@alpervision, 1likes） ③ 多位开发者提到原型能提前暴露错误假设和惊喜，避免花一整个迭代做错方向（@0xblacklight, 1likes; @AntonHashTry, 1likes）
展开评论
- @mattpocockuk (126): 1. I wanted to create an automatic chapter creator for my videos 2. I did /grill-with-docs with the agent to figure out what I wanted 3. I said 'let's prototype the prompt passed to the agent' not really knowing what to expect 4. It built an entire TUI (in @EffectTS_) for me, po…
- @alpervision (1): @mattpocockuk for me prototype-as-spec was the trick. way easier to argue about a flow that runs than a flow that lives in a deck
- @0xblacklight (1): @mattpocockuk yep gotta surface surprises & bad assumptions early
- @AntonHashTry (1): @mattpocockuk yeah nothing like finding out your assumptions were wrong before you spent a sprint building the wrong thing
- @ichibanfuego (0): @mattpocockuk im finding it pretty tough to manage context/threads. ive got some strategies, but the idea of kicking off a prototype with all the correct context in the middle of a lengthy design discussion, then connecting the results back...i have no idea how to do that well.
这条推文宣布 Step 3.5 Flash 模型在接下来 15 天内在 Nous Portal 上再次免费开放，方便用户体验这一模型和门户聚合的多模型能力。
Step 3.5 Flash from @StepFun_ai is now free again in Nous Portal for the next 15 days! https://t.co/XcH8pUxrqK
受众观点：① 官方在评论中介绍 Nous Portal 是一个通过单一订阅访问 300 多个模型的平台，还能打包 token 和付费工具，强调其聚合和计费简化优势（@NousResearch, 15likes） ② 有用户调侃更新太快“要来抢我的睡眠”，说明社区对频繁模型更新既兴奋又有点疲惫（@screenest_ai, 2likes） ③ 也有人称赞团队是“传奇”，或表示这个模型很好玩，会重新放回自己的配置档案中继续使用，体现出真实使用粘性（@10xerik, 2likes；@MarianKunde, 1likes）
展开评论
- @NousResearch (15): Nous Portal is one easy subscription that gives you access to 300+ models, exclusive discounts, and bundles your tokens and paid tools together for hassle-free setup and simple billing. https://t.co/R6H1nIpuzO
- @screenest_ai (2): @NousResearch @StepFun_ai The updates are coming so fast, they're clearly coming for my sleep.
- @10xerik (2): @NousResearch @StepFun_ai You guys are legends 👩🍳
- @Kshitijjkapoor (2): @NousResearch @StepFun_ai its raining tokens
- @MarianKunde (1): @NousResearch @StepFun_ai That model was very fun to use. GOnna put it back on some of my easy profiles
这条推文宣布 Perceptron 团队发布多模态模型 Perceptron Mk1，主打在物理世界相关任务上的表现，从视频理解等方向出发构建配方，并强调其在感知类任务上与 Gemini-Flash/Gemini-ER 和大号 Qwen 模型相当但成本更低。
I'm excited to finally release the fruit of the research we've been doing at Perceptron for the last 16 months: Perceptron Mk1. We've been developing multi-modal recipes from the ground up to build m…
受众观点：① 作者补充说明 Mk1 在各类感知和物理 AI 任务上表现与 Gemini-Flash/Gemini-ER 以及更大的开源 Qwen 模型相当，但价格只有其一小部分，给出具体 token 成本数据（@ArmenAgha, 11likes） ② 多位评论对发布表示祝贺，认为这是非常酷的模型或令人印象深刻的发布，体现出业内对新多模态路线的兴趣（@herron_brandan, 3likes；@ayeshaaroraa, 1likes；@xiao_ted, 1likes） ③ 也有人简单表达“这太厉害了”等情绪性支持，说明目前讨论更多停留在兴奋和祝贺层面（@JayaGup10, 1likes）
展开评论
- @ArmenAgha (11): Mk1 is incredibly cost effective. It performs at par with Gemini-Flash/Gemini-ER as well as the larger open source Qwen models on all perceptive/physical AI tasks, at a fraction of the cost ($0.15/M input, $1.50/M output).
- @herron_brandan (3): @ArmenAgha @Scobleizer This is pretty cool!
- @ayeshaaroraa (1): @ArmenAgha extremely impressive launch
- @xiao_ted (1): @ArmenAgha @Scobleizer Congrats, very cool model!
- @JayaGup10 (1): @ArmenAgha This is incredible
作者在讨论模型评测图表时强调，横轴应该加入算力、延迟或成本等维度来对比模型表现。
And, of course, they should be plotted with compute, latency, or cost on the x-axis.
受众观点：① 关注如何选择合适模型而不仅是追新 SOTA 的工程师和独立开发者 ② 需要在成本、延迟和效果之间做 trade-off 的小团队 CTO 或技术负责人 ③ 想把多模型路由、分层架构落地到自己产品中的 AI 产品经理
展开评论
- @joel_bkr (3): @polynoamial MBSWAMHIYLTAUAL https://t.co/BbvHsNwXHn
- @SuperbBias (0): @polynoamial And, of course, there should be error bars.
- @Arthavidyas (0): @polynoamial welcome to commodity cost-curves!
- @IlVateII (0): @polynoamial When we have ten thousand tokens per second these models will be truly incredible...
作者对比开源软件与开放权重模型，认为开放 AI 降低了企业定制模型的开发成本，但公司还在摸索如何真正用好这件事。
Open software lowered deployment cost. Open AI lowers development cost. E.g. developing a bespoke model for an enterprise use case. We’re early in companies figuring out how to leverage this successf…
受众观点：① 正在评估是否要做企业内定制模型的创业团队 ② 把开源模型当成即插即用却频繁踩坑的中小公司技术负责人 ③ 想用开源模型降低成本但不清楚需要哪些新角色和流程的产品经理
展开评论
- @SvenUrbanSci (0): @natolambert Exactly. Cost shifts to experimentation. Most German teams I speak with still treat open weights as plug and play, then wonder why the bespoke model underperforms. Are we restructuring ML roles for iterative development, or still stuck in a deployment mindset?
- @realBigSmok3 (0): @natolambert Iterating on open source is such a powerful lever right now.
- @dFusionAI (0): @natolambert Everyone will have AI but few will have an advantage.
- @MaxForAI (0): @natolambert This is what DeepSeek and Liang wanted to do.
HN 讨论 TanStack 相关 npm 包被 Mini Shai-Hulud 蠕虫入侵，通过 CI/CD 管道窃取 GitHub token 并植入恶意脚本，暴露出 npm 供应链安全和 GitHub 凭证管理的严重风险。
https://github.com/TanStack/router/issues/7383
受众观点：① 依赖 npm 生态、用 GitHub Actions 或其他 CI 的前后端开发者 ② 维护开源库、担心被供应链攻击波及的独立作者 ③ 想给团队补上最基础 DevSecOps 能力的技术负责人。
展开评论
- @varunsharma07 (0): The Mini Shai-Hulud worm is actively compromising legitimate npm packages by hijacking CI/CD pipelines and stealing developer secrets. StepSecurity's OSS Package Security Feed first detected the attack in official @tanstack packages and is tracking its spread across the ecosyste…
- @slopinthebag (0): My decision to abandon the JS ecosystem and language entirely continues to pay off. What a mess... I am, however, concerned that this will pwn my workplace. We don't use Tanstack but this seems self-propagating and I doubt all of our dependencies are doing enough to prevent it.
- @ChoosesBarbecue (0): > Please be careful when revoking tokens. It looks like the payload installs a dead-man's switch at ~/.local/bin/gh-token-monitor.sh as a systemd user service (Linux) / LaunchAgent com.user.gh-token-monitor(macOS). It polls api.github.com/user with the stolen token every 60s, an…
- @ljm (0): So when do we call out NPM as an easy supply chain vector and also Microsoft's ownership of NPM and their prioritisation of AI at any cost. NPM is the windows of package managers right now.
- @fabian2k (0): At least it was only online for 1-2 hours at most, and it didn't affect react-query. But still a bunch of quite well-known packages. This doesn't really feel sustainable, you're rolling the dice every time the dependencies are updated.
HN 上一篇关于用 Rust、Go 等替代 Python 的讨论，引出大家围绕 Medium 体验、PyO3 过渡方案以及在 AI 时代继续坚持 Python 的理由展开争论。
If AI writes your code, why use Python?
受众观点：① 正在纠结要不要从 Python 迁移到 Go/Rust 的后端和数据工程师 ② 想利用 AI 辅助写新语言但缺经验的开发者 ③ 需要在团队里制定长期技术栈策略的技术负责人。
展开评论
- @niek_pas (0): Bit off topic but why in the world are people still posting on medium? The reading experience is abhorrent; I couldn’t even finish reading this article before a full screen popup literally blocked the sentence I was reading. Is there some incentive I’m not seeing?
- @schmookeeg (0): I assume this is why things like PyO3 are popping up? If so, sort of a fascinating way to compartmentalize new rust code into legacy .py code in lieu of a refactor, or at least, a way to do a staggered refactor and eat the elephant in bites :)
- @tontinton (0): Also easier to ship a binary like a cli
- @lenerdenator (0): 1) I still have to comprehend it. 2) The corpus for the sort of applications I build is likely larger for Python than it is for C++ and Rust. Bigger corpus == more training data == better generated code. 3) The bottleneck in the applications I run aren't in the execution of the…
- @kylec (0): This post resonates. I recently built a little web service to scratch an itch I've been having and after discussing the options with Claude we settled on Go, and honestly it's been fantastic. Highly performant, native threading, dead simple to deploy with containers. And I don't…
HN 讨论 Bambu Lab 等 3D 打印机依赖云端和远程控制带来的隐私与安全隐患，以及用户在便利性和对硬件完全掌控之间的取舍。
Bambu Lab is abusing the open source social contract
受众观点：① 关注隐私和物联网安全的开发者 ② 正在做带云端控制功能硬件或桌面设备的产品团队 ③ 对 3D 打印和家用机器人远程控制感兴趣的技术玩家。
展开评论
- @capitangolo (0): I honestly don't get it. They have more to win by doing things right than with this crap they pull out . Never getting a Bambulab.
- @bitpush (0): > I'm one of those crazy ones who likes to own something they purchased, and not have the company watch everything I do with hardware I paid for. What phone and laptop does Jeff use?
- @p-e-w (0): > Some people are okay with using OrcaSlicer and printing through Bambu's cloud. It's convenient if you're on the road and want to start a print on your printer at home Do such people really exist? Are there actually people who are comfortable blindly starting a robot in their h…
- @dalben (0): We have a Bambu Lab P2S at work. I was considering to buy one myself, because of the ease of use and relative affordability. What printers are similarly priced and have similar specs, for someone relatively new to 3D printing?
- @silveira (0): What about Elegoo Centauri Carbon? I've had my eye on this for some time.
HN 分享了一个收集各年代桌面操作系统界面截图的站点，展示从早期工作站到现代系统的 UI 演变，引发大家回忆和补充类似资源。
Screenshots of Old Desktop OSes
受众观点：① 对操作系统历史和界面演化感兴趣的开发者和设计师 ② 正在设计桌面或 Web 应用 UI 的产品团队 ③ 喜欢复古界面、想从老系统汲取灵感的独立开发者。
展开评论
- @andsoitis (0): Year of release for each would be extra awesome.
- @tomhow (0): Previously: Historical workstation desktop interface screenshots - https://news.ycombinator.com/item?id=36191713 - June 2023 (55 comments) Retrotechnology – PC desktop screenshots from 1983-2005 - https://news.ycombinator.com/item?id=15968745 - Dec 2017 (58 comments)
- @grebc (0): Amazing resource!
- @lynndotpy (0): I love this kind of thing :) I finally have a second site to bookmark alongside this similar collection: https://guidebookgallery.org/screenshots
- @Terr_ (0): > DECWindows > /tmp/med_16.sixel ... Is that Sinfest? From before the author went weird? If so, then that's certainly a very different way of feeling old than I expected when clicking the link. P.S.: There's another in "RiscOS 3.71", and "System V Release 4 Amiga Version 1.1" re…
Hacker News 上一篇关于软件架构学习的文章引发讨论，评论区用孔子和老子类比，强调通过实践形成心智模型和删繁就简的重要性。
Learning Software Architecture
受众观点：① 关注用哲学类比理解软件架构演化和激励机制的工程师（@woodydesign） ② 对编译器式心智模型、函数式抽象和业务系统建模感兴趣的开发者（@noelwelsh） ③ 在全栈岗位中被复杂技术栈和架构选择消耗精力、想重获编程乐趣的程序员（@ramon156）
展开评论
- @woodydesign (0): This made me think of the wisdom of learning between Confucius and Laozi in ancient Chinese philosophy. Confucius treats learning as cultivation: you do not really know something just because you were instructed in it. You know it by practicing, reflecting, making mistakes, and…
- @abhik24 (0): The Gary Bernhardt talk is truly special. Lots of concepts which will lead you to other interesting places
- @noelwelsh (0): I think this really down plays the value of mental model or strategies for organizing code. Take a compiler: often described as a sequence of transformations on an AST, taken to the extreme in the nanopass framework. That's a really useful mental model, and you can extract that…
- @ramon156 (0): I would like to spend my time more on gaining a mental model of the projects I work on, but I get very demotivated if I start disliking things like the programming language, certain arch. Choices or anything that gets too complex that doesn't seem like its worth my time It's hea…
- @mpweiher (0): The recommendations are often very good, for example Ousterhouts A Philosophy of Software Design, but seem to be on software development in general, not actually software architecture in particular. For that, I would recommend the classic texts, such as Software Architecture: Pe…
Hacker News 讨论欧盟限制无尽滚动等上瘾式设计的新规，评论区围绕社交媒体成瘾、成人是否也该被保护以及产品交互设计展开激辩。
EU to crack down on TikTok, Instagram's 'addictive design' targeting kids
受众观点：① 认为欧盟限制无尽滚动有助于降低社交媒体成瘾、欣赏 HN 分页设计的用户（@FinnKuhn） ② 希望 Instagram、Tiktok 被迫精挑内容、减少刷屏浪费时间的短视频用户（@bschwarz） ③ 质疑为何只保护未成年人、认为成年人同样深陷社交媒体成瘾的网友（@thiago_fm, @yipbub）
展开评论
- @sylware (0): Yeah yeah, virtue signaling, and most of EU online services are now gated by the use of one of the whatng cartel web engines (IRL, google blink), namely EU web sites are broken favoring web apps. They have to restore interop with noscript/basic html web engines (past/present/and…
- @FinnKuhn (0): I think especially restricting endless scrolling is a good thing overall to reduce the addictiveness of social media and its harmful effects. HN having pages instead of a feed or endless list is one of the things I really like about it.
- @bschwarz (0): Imagine the pressure on Instagram and Tiktok to serve better content if they were forced to pick out, say, 100 short videos per person per day. And not just for kids, adults need a break from this addiction machine as well.
- @thiago_fm (0): Why should only kids be protected from addiction? I have a hard time understanding this. We have plenty of adults with terrible social media addiction that is destroying their lives, and nothing being done about it.
- @yipbub (0): Thanks, I'm an adult and I need it too
Hacker News 上有人分享一篇关于天空和大气散射渲染的技术文章，评论称内容晦涩但精彩，并提到 Perez、Preetham 天空模型和 SpaceEngine 等相关项目。
Rendering the Sky, Sunsets, and Planets
受众观点：① 虽然只看懂一小部分但被技术深度震撼、对图形学感兴趣的读者（@sdoering） ② 想对比不同天空模型实现、自己动手实现过 Perez 和 Preetham 模型的开发者（@jeremyscanvic） ③ 关注 SpaceEngine 等高质量宇宙模拟器、欣赏作者个人网站和内容呈现的技术爱好者（@dinfinity, @gabrielcsapo）
展开评论
- @sdoering (0): Wow. This was quite a ride. I only understood maybe 5% - but I was massively impressed.
- @mirekrusin (0): Gem. Flat earth version for comparison would be fun.
- @jeremyscanvic (0): I wonder how this relates to the Perez All-Weather and Preetham sky models. Not an expert about that but I managed to implement those in the past and it was quite a fun project! https://github.com/jscanvic/SkySim
- @dinfinity (0): SpaceEngine is also known for putting quite some effort into this; highly recommended: https://www.youtube.com/watch?v=_4TjdVAbXks https://spaceengine.org/
- @gabrielcsapo (0): Incredible personal website, great post. Super awesome content!
Hacker News 讨论 GameStop 试图收购 eBay 失败的消息，评论普遍认为这是一场短期炒作或公关闹剧，并质疑 GameStop 的商业可持续性。
eBay Rejects GameStop's $56B Takeover as Not Credible
受众观点：① 认为 GameStop 若收购 eBay 只会像 K-Mart 收购 Sears 一样毁掉业务的观察者（@tombert） ② 把这次收购看作 meme 股公司上演的短期股价操纵闹剧的用户（@SwellJoe, @gedy） ③ 作为 eBay 重度买家和卖家，对平台体验改善有切身体会、对被外部公司接管感到担忧的人（@qrush）
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- @tombert (0): I really thought it was going to be the other way around. I am quite confident that if GameStop bought eBay, they would ruin it in the same way that K-Mart buying Sears ruined that company. I could be wrong, I'm not a business person, but it seems kind of obvious that a company…
- @SwellJoe (0): Any reasonable person could see this was a ridiculous clown show, put on by the ridiculous clown show meme stock company.
- @gedy (0): I'm pretty sure this was just a stunt to manipulate both stock prices for some short term play.
- @cmiles8 (0): Well if you’ve seen the CNBC interview with the GameStop CEO he couldn’t answer basic questions about the deal so the outcome here isn’t surprising. The interview was so bad the first time I saw it I thought it was some sort of satire bit. No, it was real and the commentators we…
- @qrush (0): As a avid eBay customer I am pretty relieved. I buy 2-3 items a month and was selling for the last 2 years on the platform. It's come such a long way and is really a great, streamlined experience. Of course I'm sure folks that make their living off their stores & sales will have…
Hacker News 讨论亚马逊用 AI token 使用量作为生产力指标的传闻，评论担心这是新版“按击键数考核”，并提到上下文滥用、Goodhart 定律等问题。
Amazon employees are "tokenmaxxing" due to pressure to use AI tools
受众观点：① 把按 token 计生产力类比为按击键数考核、直觉上觉得荒谬的工程师（@x187463） ② 认为传闻可能被夸大，但也强调开发者应该主动学会用 AI 工具的从业者（@guywithahat） ③ 关注上下文长度、成本和质量关系，担心高上下文滥用导致模型退化和费用飙升的用户（@tyleo） ④ 把这件事视为 Goodhart 定律经典案例、对指标设计很敏感的人（@tapoxi）
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- @x187463 (0): Measuring token usage as a productivity metric is like measuring keystrokes. Don't mind me, just over here rolling my face on the keyboard for an hour so I can take Friday off... ...except each keystroke has an associated cost, the sum of which may equal or exceed my salary.
- @guywithahat (0): This reads more like it's a single employees gripe than a real thing that's happening. They're not using the metrics in performance reviews, and it's a new AI tool that AWS probably wants legitimate usage data out of. That said, if you can't figure out how to use AI in a softwar…
- @some_furry (0): Can't you just, wire your agent into a Python script and have it infinitely check its own work? That would hit the metrics, but do nothing useful. Hell, throw a Tarot reading in the middle of the loop so the agent has non-deterministic behavior too. https://github.com/trailofbit…
- @tyleo (0): I was thinking about this recently. I tend to run my AI at low context because the documentation states that they degrade with higher context usage. However I see tons of people on LinkedIn with ways of backing up context, not wanting to lose context, etc. This seems like anothe…
- @tapoxi (0): I joked about this on HN a few weeks ago and I find it funny that we ended up here already. Goodhart's Law in action.
Hacker News 关注 Canvas/Instructure 遭遇多次入侵并疑似支付赎金换回数据的事件，评论质疑“数据被归还”的表述，并讨论勒索软件经济学和 Monero 等匿名币角色。
https://www.instructure.com/incident_update#:~:text=STATUS%2... https://www.nytimes.com/2026/05/12/us/canvas-instructure-hac..., https://archive.ph/HIkdn
受众观点：① 追踪官方事件更新、对“数据被归还”说法和 Monero 资金流向细节感兴趣的安全观察者（@Cider9986） ② 担心被多次攻击、质疑事件是否会就此结束的普通用户（@SilverElfin） ③ 既反对付赎金又承认现实中受害者更在意数据不被泄露、对勒索软件经济学感兴趣的人（@ookblah, @john_strinlai）
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- @Cider9986 (0): Got to scroll down to see the update. (https://www.instructure.com/incident_update#:~:text=STATUS%2...)
- @Cider9986 (0): >The data was returned to us. It was my understanding that the data was copied[1]. You wouldn't "return" data unless it was encrypted or the originals were deleted. I am confused on this phrasing but maybe it is standard idk. This is bullish on Monero[2]. The January pump may ha…
- @SilverElfin (0): Given they were hacked multiple times, couldn’t they just be targeted again by the same or different group? Why would it stop here?
- @ookblah (0): LOL that's some super heavy duty optics framing on what basically amounts to "we paid out a ransom but don't worry the bad guys assured us things were okay"
- @john_strinlai (0): on one hand, every ransom paid encourages like-minded individuals to start or ramp up their ransomware game , which is not great. on the other hand, the ransomware groups that want to stay in business need to be honest (with respect to not releasing/deleting data) or they wont b…
Obsidian 宣布改进社区插件审核流程，缓解人工审核瓶颈并让开发者更容易提交和安装插件。
The Future of Obsidian Plugins
受众观点：① 开发者担心自动化安全检查难以识别恶意插件，认为仍需要更严格的沙箱和权限系统（@varun_ch） ② 社区对之前人工审核导致插件难以上架、团队被审核工作拖垮的情况感到共鸣，这次更新被视为重要的扩展性改进（@dtkav） ③ 有人希望本地安装插件更简单，并吐槽 Obsidian 闭源，希望出现兼容的开源替代品（@ekjhgkejhgk）
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- @varun_ch (0): I’m not convinced that automated checks will be able to reliably assess whether a plugin is malicious. I think the best (only?) way to solve the plugin security problem would be to properly sandbox them with an explicit API and permission system.
- @dtkav (0): For those not aware, it has basically been impossible to submit new plugins due to the manual review (and how easy/fun it is to write a plugin with AI). The developer community was becoming increasingly frustrated, and the team was burning out under the load. So congrats to the…
- @jkcorrea (0): (slightly OT): Has anyone been able to replace Notion with Obsidian in a work/team context? I find there's just enough missing things around collaboration/permissions/sharing that makes Obsidian a non-starter for work, even for the small team I have. Also seems it just feels a b…
- @ekjhgkejhgk (0): What I would like is that they made it easier to install plugins locally. Should really just be copy pasting into a folder. I would change it myself, were it not for the fact that Obsidian is proprietary software. Time someone builds a compatible clone.
- @obsidianbases1 (0): Great to see this update! Managing this sort of community contributions is a challenge. Looks like great progress
推文介绍一位开发者用 Claude Code 在周末“凭感觉写代码”做出一款把整座城市变成跑步战场的跑步应用，跑过的街道会变成自己领地。
THIS GUY VIBE CODED A RUNNING APP WITH CLAUDE CODE IN A WEEKEND THAT TURNS YOUR CITY INTO A BATTLEFIELD he wanted a reason to go outside so he built an app where you claim real territory on a map jus…
受众观点：① 有人开玩笑说会开车绕城市一圈来占领全部领地，把玩法往极端方向脑洞（@joefdonoghue, 577likes） ② 本地用户用“你在我地盘上”这种语气回应，把跑步领地当成街区归属感的延伸（@ArtcVernacular, 125likes） ③ 也有人担心会被怪人用来跟踪跑步路线和时间，提出隐私与安全风险（@snowleonesis, 53likes） ④ 有评论指出类似产品其实早就存在，认为这是在“vibe-copy”已有想法（@GabsMafra, 21likes） ⑤ 还有人强调最好产品往往源自开发者先解决自己无聊小问题，而不是从商业计划书开始（@TravelerOfCode, 47likes）
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- @joefdonoghue (577): @om_patel5 Me driving the perimeter of my entire city https://t.co/baSj3bpcTJ
- @ArtcVernacular (125): @om_patel5 You on my block cuz, I run this shit round here. 🤣 https://t.co/40tvkGjuM1
- @snowleonesis (53): @om_patel5 What if there are weird creeps who track who’s running when and where???
- @TravelerOfCode (47): @om_patel5 the best apps now come from the dev solving their own boring problem first. nobody plans this stuff with a pitch deck, it starts because you wanted to go outside
- @GabsMafra (21): @om_patel5 That is not new, it exists already: https://t.co/RpV3gUstOb He simply vibe-copied something.
作者劝大家先别升级到每月 100 美元的 Claude 套餐，并分享通过压缩 PDF、控制上下文和任务粒度等 21 个技巧，让 20 美元套餐也足够好用。
Don't upgrade to the $100 Claude plan (yet). These 21 hacks make the $20/month plan enough: 1. You upload PDFs raw. One page = 3,000 tokens. Fix: Paste the text into a Google doc. Download as .md for…
受众观点：① 有人认为这份清单非常实用，关键在于先学会管理上下文和 token，而不是一味加钱扩套餐（@charlesalbertAI, 3likes） ② 有评论提到让 Claude 用“原始人说话”来减少输出 token 的小技巧（@AleoRats, 2likes） ③ 多位用户都觉得 PDF 压缩和别太早在 Cowork 里堆文件的建议很有价值，强调规划和临时草稿区的重要性（@captainntan, 1likes; @rugbist_, 1likes; @DailyStory_xyz, 1likes）
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- @charlesalbertAI (3): This is a great practical list. Most people don’t need a bigger plan first they need better context hygiene. The real unlock is managing tokens like budget: shorter files, cleaner prompts, smaller tasks, fresh chats, Projects for recurring context, and the right model for the jo…
- @AleoRats (2): @rubenhassid one thing i've read recently is that you ask Claude to speak like a caveman
- @captainntan (1): @rubenhassid solid hacks, that pdf tip is gold
- @rugbist_ (1): @rubenhassid PDF tip is solid but planning inside cowork is half the battle, the real hack is knowing when to just open a scratchpad
- @DailyStory_xyz (1): @rubenhassid These hacks really maximize the $20 plan!
推文介绍一位 22 岁从 DoorDash 送餐转型到年收入 100 万美元的应用生意，并强调他用每条 15 美元的 UGC 视频而不是追逐高价网红合作。
He went from DoorDash to a $1M/year app business at 22. While everyone's chasing $5K influencer deals, he's paying his UGC creators $15 a video and making more money than all of them. I got Ernesto o…
受众观点：① 作者在评论里补充自己从多次失败到把 SaaS 做到每月 3 万美元的经历，并用 newsletter 持续分享这类案例（@robj3d3, 5likes） ② 他也特别感谢 @ErnestoSOFTWARE 分享经验并引导大家去看完整播客，强化这是可学习的实战路径（@robj3d3, 3likes） ③ 有人把长视频剪成更短的精华片段，方便注意力不集中的人快速获取要点（@kubi_dev, 3likes） ④ 还有创作者认为大量使用 UGC 而不是大网红是聪明做法，并主动毛遂自荐希望参与剪辑合作（@techsage06, 2likes）
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- @robj3d3 (5): I failed 5 times before building a SaaS to $30k/month. Every week I help you earn your first dollar: → lessons from my journey building a SaaS → breakdowns of founders scaling with AI Free 5 min read ↓ https://t.co/5XA0z4zvKl
- @robj3d3 (3): Shoutout @ErnestoSOFTWARE for sharing his sauce, go follow him You can watch the full episode here: https://t.co/xxM7Td2hhb
- @kubi_dev (3): @robj3d3 for those whos attention span is too short to watch 20 min vids https://t.co/bb3V9NPZlM
- @ShashankDixit_x (2): @robj3d3 @medhansh Man you have no idea how much you inspire me and make me believe if you can I can do it too Love you 3000
- @techsage06 (2): @robj3d3 Going all-in on UGC creators over big influencers is such a smart move. The $15/video model scales insanely well. I love your videos, and I’m looking to work with you as a clipper. I’d love to be considered if you’re interested.
作者设想让 React Doctor 这种代码诊断工具自动在每个 PR 上运行，并公开招募愿意参与内测的开发者。
what if React Doctor automatically ran on each PR? hmu to beta test :) https://t.co/BXg5F5u6DK
受众观点：① 有人表示自己已经用类似技能在项目里做这件事，并分享了相关链接，说明需求真实存在（@ganjidotme, 0likes） ② 有开发者建议直接做成 GitHub Action，在文件上自动评论可能更简单易用（@_prisis_, 0likes） ③ 也有工程师表示自己已经在跑自定义实现，但愿意来测试这个新工具，说明目标用户愿意尝试替代方案（@OMGItsRealMark, 0likes）
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- @ganjidotme (0): @aidenybai Already doing it now for my projects with this skill https://t.co/0oOv9a32zY
- @_prisis_ (0): @aidenybai Would a GitHub action with comments on the files not be easier?
- @OMGItsRealMark (0): @aidenybai Yo, I wanna test. Currently running a custom implementation, but down to try this
- @DanielWhit21874 (0): @aidenybai keep on cooking man :D
作者吐槽自己在 Railway 的托管账单涨得很快，纠结是否应该迁移到自托管 VPS 来节省成本。
My Railway bill increased quite a lot recently 💰 Should I switch to a self-hosted VPS? 🤔 https://t.co/ZneQ8zfYA2
受众观点：① 月账单开始逼近几十美元、但还没专职运维的独立开发者 ② 在 Railway、Vercel 等平台上跑 side project 的工程师 ③ 想控制基础设施成本又担心自托管复杂度的早期 SaaS 创业者
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- @DmytroKrasun (13): @HsanC_ No. Make $50 more.
- @bas_fijneman (3): @HsanC_ Self hosted is the way for sure! Coolify is the way!
- @arthuryuzbashew (1): @HsanC_ WHy not vercel tho
- @sidebusiness (1): @HsanC_ And X API ?
- @AtSynct (1): @HsanC_ If you think a $49.00 bill is 'large' ... you've got a lot of surprises coming your way. You are not anywhere near needing to look at using a self-managed stack.
作者分享自己通过提价和向更高端客户转型，让 SaaS 的 LTV 提升 120% 并突破 1.5k 美元 MRR 的经验。
Increasing prices and moving up-market might end up being one of the best pivots I’ve made for my SaaS. It helped increase my LTV by 120%+ and we just crossed $1.5k+ MRR 📈 Now it's time to focus full…
受众观点：① 已有几十到几百付费用户、但 ARPU 偏低的独立开发者 ② 想从低价工具转向更专业 B2B 客户的 SaaS 创业者 ③ 在考虑涨价但担心流失用户的产品经理和运营
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- @AliZz0A (2): @HsanC_ What is your main marketing channel?
- @ctrlswftdelete (2): @HsanC_ what was the biggest customer pushback you got on the price hike and how did you handle it without losing pipeline?
- @ArsiHoxha_ (2): @HsanC_ 120% LTV increase just from raising prices the product didn't change the customer did that's the whole lesson don't forget to drink water
- @OliwierMako (1): @HsanC_ moving up market is underrated lower price gets you more users higher price gets you better feedback the second one is what actually compounds
- @pgbpgbpgbpgbpgb (1): @HsanC_ Good job, only price increase for new subscriptions? Or also for older ones?
作者分享自己在备考时，旗下 SaaS 产品 Appthetics 仍在后台持续运转，让他可以专心考试，体现出独立开发者构建被动收入的目标。
Appthetics is grinding hard in the background so I can focus on preparing for my exams :) https://t.co/jbVa4rddiW
受众观点：① 评论里有人用玩笑语气祝他考试轻松通过，把这种状态当成理想生活方式（@shrav_10, 3likes） ② 有人好奇对比其他工具（如 polar 或 dodo），从产品选择和竞品角度提问（@buildwithsid, 1likes） ③ 多位评论祝福考试顺利并为 Appthetics 加油，把这视作 SaaS 美好一面的体现（@AMK0_07, 1likes; @Avdhesh_Garrg, 1likes; @TechWithMatteo, 0likes）
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- @shrav_10 (3): @AdityaShips Ez pez exam
- @buildwithsid (1): @AdityaShips hey im just curious, which is best, polar or dodo?
- @AMK0_07 (1): @AdityaShips All the best for exams, and best of luck with appthetics!
- @Avdhesh_Garrg (1): @AdityaShips This is the Beauty of saas
- @TechWithMatteo (0): @AdityaShips that's the dream right, building something that keeps moving even when life gets in the way, good luck on the exams!
作者感叹免费 SEO 工具能带来巨大流量波动，但这些免费用户在 B2B 场景下很难转化为付费客户。
Shipping FREE tools for SEO is such a huge roller-coaster for traffic 😁 They're super hard to convert to paid users though (especially in B2B) 💰 https://t.co/CzZesto2At
受众观点：① 想靠免费工具获取线索的 B2B SaaS 创业者 ② 正在做 SEO 内容和工具矩阵的独立开发者 ③ 负责增长、需要评估免费工具 ROI 的市场和增长同学
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- @ShenJiabin0303 (1): @HsanC_ When people searched your free tools, they are actually looking for something FREE
- @woocassh (1): @HsanC_ haha SEO in itself can be a rollercoaster, but dealing with high volume free tools, that crazy! 😂
- @DanielSmidstrup (1): @HsanC_ Crazy that it's so jumpy :D
- @bldinsilence_ (0): @HsanC_ Maybe monetize with ads and create a paid tier for power users
- @programmerByDay (0): @HsanC_ My experience is: free users do not convert. Big companies with massive marketing budget are barely able to convert 1% of free users.
作者用“让我向你介绍失业的概念”这种调侃语气，影射创业者和独立开发者在收入未起步阶段的尴尬身份。
Let me introduce you to the concept of ✨unemployment✨
受众观点：① 有人用截图调侃这是“被 Claude 气到出去发泄”的状态，把情绪指向和 AI 工具联系起来（@sethfowIer, 3likes） ② 也有人把这种状态称为 pre revenue，用创业语境重新包装“失业”（@vladisavage, 3likes） ③ 多条评论拿“创业者=失业”开玩笑，同时有人自称失业但为此感到自豪（@josephmiclaus, 1likes; @arthuryuzbashew, 1likes） ④ 还有人把这段时期叫做“pre-rich era”，强调这是变富前的必经阶段（@kzitouni1, 1likes）
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- @sethfowIer (3): @robj3d3 it’s called ‘claude was annoying me so i went to take my anger out’ https://t.co/cUtGfvJieF
- @vladisavage (3): @robj3d3 Nah, I call it pre revenue
- @josephmiclaus (1): @robj3d3 They: “I’m an entrepreneur.” Me: “So unemployed?”
- @arthuryuzbashew (1): @robj3d3 I’m unemployed and proud to be so!
- @kzitouni1 (1): @robj3d3 your pre-rich era
这条推文分享了据称是 OpenAI 即将推出的 AI 耳机概念设计图片，引发网友对外观和设计合理性的吐槽。
Concept design of OpenAI’s upcoming AI powered earbuds. https://t.co/PhrSDBqJNK
受众观点：① 有人提醒博主应该反向搜索这组耳机图，暗示图片可能早已在网上流传，担心不核实会损害账号口碑（@HeyVixon, 2likes） ② 多条评论调侃耳机造型和佩戴位置不适，认为设计看起来很怪甚至有点尴尬（@_TELEDARK_, 2likes；@firedUp_Neyu, 1likes） ③ 也有人用轻松语气表示对这类概念设计“无语但好笑”，整体把它当成一个 meme 在玩（@maxescu, 1likes）
展开评论
- @HeyVixon (2): @ai_for_success Bhai, in the interest of your reputation, you should consider deleting this post after reverse searching them for what do they look like on google? 🤣🤣
- @_TELEDARK_ (2): @ai_for_success Music sounding from the wrong hole😦 https://t.co/dTwxu7qtQP
- @maxescu (1): @ai_for_success Erm... well 😅
- @thesnufki (1): @ai_for_success I heard the vibrate for notifications as well
- @firedUp_Neyu (1): @ai_for_success 😆 on a closer look they seem to provide more internal coverage than external
这条推文报道 Meta 作为 Facebook 母公司计划在 5 月 20 日再裁员 8000 人，大约占其全球员工总数的 10%。
Meta, the parent company of Facebook, is laying off another 8,000 employees, roughly 10 per cent of its global workforce, on May 20.
受众观点：① 有人直接追问裁员原因，希望了解背后逻辑和业务压力（@shushant_l, 1likes） ② 有观点认为部分被裁员工不会再打工，而是用在 Meta 学到的 agent 技术去买服务型小生意并单干，形成未来五年的人才管道（@PointWake25, 1likes） ③ 也有人感叹股价上涨却把责任推给 AI，认为这种裁员节奏让人难以接受（@modoulaminc, 0likes）
展开评论
- @shushant_l (1): @ai_for_success why?
- @PointWake25 (1): @ai_for_success a slice of those 8,000 won't job-hunt. they'll buy a service business and run it solo with the agent stack they got fluent in at Meta. five-year talent pipeline shows up in trades shops.
- @TheSloaneEditz (1): @ai_for_success This is not going good 😔
- @arsh_goyal (1): @ai_for_success 🥲
- @modoulaminc (0): @ai_for_success This is crazy stock price goes up and blame ai
这条推文讨论用户在 Claude CLI 与 Claude 桌面应用之间的使用比例，并预测未来大多数人会转向桌面端，因为桌面端体验更好而当前 Agent 视图像是临时拼出来的侧边栏。
I’m curious what % of people are still using the claude cli vs claude desktop. My prediction is that in a few months most people will be on the desktop app. Much better user experience imo. Agent vie…
受众观点：① 有开发者表示几乎没理由打开桌面端，绝大部分时间都在用 Claude Code 等集成到自己 UI 的方式，桌面端只偶尔用于个人用途（@deanwithani, 2likes） ② 也有人表示自己是 50% CLI、50% 桌面端，会在喜欢的终端里用 Claude Code，同时在桌面端用 Cowork 功能，说明多端并存的真实场景（@LucaCaponeX, 2likes） ③ 还有用户吐槽不理解 CLI 的吸引力，或抱怨界面上的黄色状态提示无法移除，反映出一部分人更在意可视化界面和细节体验（@_theboringkid, 1likes；@eMeRiKa, 1likes）
展开评论
- @moritzkremb (2): This poll will overindex one side for sure https://t.co/GxHtyeAj2Z
- @deanwithani (2): @moritzkremb Don't think so, there's no reason as a technical person to even open the desktop app. I just build my own UIs that render a DB for various apps. I maybe open the desktop app for some personal stuff but Claude Code is 98% of my time.
- @LucaCaponeX (2): @moritzkremb Personally I am 50-50. Using Claude Code inside Ghostty, my favorite terminal emulator, and Cowork in Desktop. For the moment is what I prefer.
- @_theboringkid (1): @moritzkremb I still don't understand the appeal of CLI over normal interfaces
- @eMeRiKa (1): @moritzkremb Please let us remove this yellow status. I have one conversation blocked with that
作者早上醒来发现遭遇两起攻击，同时持有的 SNDK 相关资产或仓位被严重打击，形容一片混乱。
Woke up to chaos: two attacks and SNDK getting absolutely destroyed https://t.co/T1ubXKiU82
受众观点：① 在安全和加密领域打工或创业、资产高度绑定单一项目的从业者 ② 对供应链攻击有基本认知但缺乏个人防护实践的开发者 ③ 经常在交易和开发之间切换、风险暴露较高的技术人
展开评论
- @InvincibleEdge (1): @ziwenxu_ rough morning when both ur software supply chain and ur storage hardware are getting cooked simultaneously
- @rugbist_ (1): @ziwenxu_ supply chain attacks and stock bleeding on the same morning not how i wanted to wake up
- @gonlenidefi (1): @ziwenxu_ supply chain attacks AND getting rekt in the same morning is a vibe id rather not have
- @notjazii (1): @ziwenxu_ every day i wake up there is no hack
- @ls_brd (1): @ziwenxu_ someone's morning coffee came with a side of supply chain chaos. rough start.
作者调侃自己每次检查系统时心率飙升，担心正在做的东西会不会一不小心泄露整个人的数字生活。
My heart rate spikes every time I check if this thing just leaked my entire digital life https://t.co/FF4bWpCRBJ
受众观点：① 在本机或个人账号上直接调试脚本和自动化工具的独立开发者 ② 正在搭建 AI/agent 工具、需要访问大量个人数据的工程师 ③ 对隐私和供应链安全敏感、但缺乏具体操作指南的技术从业者
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- @captainntan (1): @ziwenxu_ haha same, the paranoia hits hard building this stuff
- @rugbist_ (1): @ziwenxu_ the lil foil hat says everything this is just daily life now isnt it
- @InvincibleEdge (1): @ziwenxu_ honestly the tin foil hat cat is the most relatable mood right now refreshing at this point is pure gambling
- @gonlenidefi (1): @ziwenxu_ that tin foil hat is starting to look less like a joke and more like a survival strategy
- @notjazii (1): @ziwenxu_ npm got hacked too 😭😭
Claude Code 推出 Remote Control 功能，让你在本地终端跑任务，却能在手机或网页远程接管和继续操作开发会话。
New in Claude Code: Remote Control. Kick off a task in your terminal and pick it up from your phone while you take a walk or join a meeting. Claude keeps running on your machine, and you can control…
受众观点：① 开发者关心 Remote Control 目前只对 Max 用户开放、如何通过 `claude rc` 启用以及文档入口等使用细节（@claudeai, 2416likes） ② 有人调侃把 Claude 完全放权“随便干但别出错”，期待更自动化的代码代理体验（@izana3133, 1539likes） ③ 早期 openclaw 用户认为这类“电脑上跑任务、手机上接力”的工作流已经非常上瘾，也在比较 Claude Code 与开源方案的差距（@vlelyavin, 325likes）
展开评论
- @claudeai (2416): Remote Control is now available in Research Preview for Max users, and coming soon to Pro users. Run `claude rc` to get started. Docs: https://t.co/mdW9AaC0zM
- @izana3133 (1539): @claudeai “Ok Claude Code, do whatever u want, just make no mistakes” https://t.co/iQnMT75TqM
- @TimJayas (680): @claudeai Another day another update by Claude. Another Startup just got wiped. https://t.co/vut5AwT0SE
- @vlelyavin (325): @claudeai openclaw users have had this for months but it's cool to see claude code catching up lol ngl the "start a task and check from your phone" workflow is genuinely addictive once you try it
- @effiebio (253): @claudeai https://t.co/z4F2IQYFRj
OpenAI 宣布 GPT-5.5 Instant 在 ChatGPT 中开始上线，主打更聪明、更个性化、更自然且更简洁的回答，并强调在医学法律金融等高准确领域的事实性提升。
GPT-5.5 Instant is starting to roll out in ChatGPT. It’s a big upgrade, giving you smarter, clearer, and more personalized answers in a warmer, more natural tone. And it's also more concise, which we…
受众观点：① 官方强调 GPT-5.5 Instant 在医学、法律、金融等高风险领域的事实性更可靠，也更擅长日常任务和判断何时需要联网搜索（@OpenAI, 1256likes） ② 很多老用户质疑“听取用户意见”的说法，认为 4o 被下线且体验更好，要求 #keep4o 和 #BringBack4o（@Sevenmoneymaker, 106likes；@Selene1008, 55likes） ③ 一部分用户原本期待 AVM 更新，对这次 Instant 升级持“将就接受”的态度，观望实际效果（@kimmonismus, 59likes）
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- @OpenAI (1256): GPT-5.5 Instant is more dependable, with significant improvements in factuality, especially in domains where accuracy matters most, like medicine, law, and finance. It’s also stronger across everyday tasks, from analyzing image uploads to answering STEM questions to knowing when…
- @Sevenmoneymaker (106): Very weird. Since you think 4o is monster, 1. Why you make answers more natural and warmer? 2. We all know 4o is the best in these aspects, why don't just bring it back? 3. You definitely don't heard what we want, you have ignored us over 9 months #keep4o #BringBack4o #OpenSourc…
- @kimmonismus (59): @OpenAI I was waiting for an AVM update, but hey: i take it
- @suomi55 (58): @OpenAI „It’s a big upgrade, giving you smarter, clearer, and more personalized answers in a warmer, more natural tone.“ 😂😂🤡🤡🤡 We want the ORIGINAL back! https://t.co/NXsmLrFpY8
- @Selene1008 (55): @OpenAI ‘which we heard you wanted’? U gotta be kidding me,man 😇 #keep4o #OpenSource4o https://t.co/wN21tpuaxL
阿拉伯语博主演示如何用 ChatGPT 提示词配合 KLINGAI，把静态自拍生成仿真度极高的沙特足球比赛直播片段式 AI 视频。
طيب تدرون ان هذا المقطع ai؟؟؟ والله واااو احسبه حقيقي على طول رحت سويته بصورتي طريقته تروحون لشات جي بي تي وتعطونه صورتين واضحه لكم وتكتبون هذا الامر: Ultra-realistic screenshot from a live Saudi foo…
受众观点：① 原作者在评论里给出 KLINGAI 的具体操作步骤和英文 prompt，说明如何让人物在同一镜头内看球、注意到镜头并做庆祝动作（@ilool96, 462likes） ② 有人抱怨为了做这种 AI 视频要在高温天气下拍素材、觉得不值得为“自恋式”内容付出环境和个人成本（@joud_zx, 74likes；@twinpeakso9, 47likes） ③ 也有用户表示一眼就看出是 AI 生成，认为真实感并没有想象中那么强（@HAlsumil, 52likes）
展开评论
- @ilool96 (462): الخطوه الثانيه لبرنامج KLINGAI ادخلي Ai video وحطي الصوره واكتبي هذا الامر : Make the image move like a video. Have the girl watch the match at the beginning, and when she notices the camera looking at her (in the same shot, don't change it or move to another angle), perform the…
- @eternallsunfk (89): @ilool96 حسبي الله عليكم ياليهود الصيف بيحرق اطيارْنا من هالمقاطع الخايسه
- @joud_zx (74): @ilool96 اخ بس قاعدين ننطبخ الظهر. من الحراره علشان بس تسوون صوره لنفسكم بمبارات https://t.co/U8vTPDjkhh
- @HAlsumil (52): @ilool96 من شفتها منزلته بالتيك توك وانا عارفه انه Ai وواضح اصلا
- @twinpeakso9 (47): @ilool96 جالسين نموت حر والبيئة تتدمر عشان تسوون فيديوهات غبية زي ذي بالذكاء الاصطناعي
开发者因不满现有代理设计能力差和 Codex 无法访问 Mobbin，自建了名为 Lazyweb 的免费 MCP 工具，用 25 万+ 设计截图和多种研究技能帮 Claude/Codex 做界面参考。
I hated how bad agents are at design I hated how Codex can't access Mobbin So I created Lazyweb - 257k+ screens (apps/web) - 6 opinionated design research skills - 1 MCP (Claude/Codex) 100% Free...AI…
受众观点：① 作者补充说明 Lazyweb 目前对营销站点和 iOS 应用效果最好，Web app 还有很长路要走（@abouelatta_ali, 48likes） ② 有设计师表示之前被 Mobbin 付费墙卡住，这个工具等于绕过了最大研究瓶颈（@bygregorr, 14likes；@aiseomastery, 7likes） ③ 也有人关心 Lazyweb 自己的网站是否就是用该工具设计，期待看到“狗粮自吃”的案例（@oussamabuilds, 12likes）
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- @abouelatta_ali (48): This works best for marketing sites, and iOS apps. Still long way to go for web apps but we'll get there
- @bygregorr (14): @abouelatta_ali Mobbin paywalling research was my biggest blocker last month, this fixes that.
- @oussamabuilds (12): @abouelatta_ali you are so goated for making this free, i'm def pitching this to my co-founder, but if you don't mind me asking, is https://t.co/4nVIeUSrDv designed by lazyweb?
- @aiseomastery (7): @abouelatta_ali The Mobbin access gap has been annoying for so long. The fact that someone just built around it instead of waiting is exactly how good tools get made.
- @hammaadjam (7): @abouelatta_ali I'm going to add this to https://t.co/yG2eHEUJdo, which is free with Minimax completely I'm just imagining now !!!
推文展示通过给 Claude Code 添加 financial-datasets MCP，几秒内就能拉取上万只股票、加密货币价格和财报数据，打造一条命令完成的量化研究工作流。
CLAUDE CODE CAN NOW PULL LIVE DATA FROM 17,000+ STOCKS, CRYPTO PRICES, AND FINANCIAL STATEMENTS IN SECONDS. One command. 60 seconds. Done. Here is the exact setup: Step 1: Open Claude Code and paste…
受众观点：① 有用户提醒这类 MCP 背后是付费服务，按请求计费可能让人低估长期成本（@PutHouseAI, 31likes；@KITKATGO, 5likes） ② 一些人认为每月 200 美元的定价对可免费获取的数据来说偏贵，质疑性价比（@vadimk_77, 26likes） ③ 也有人从更宏观的角度讨论，Bloomberg 的护城河在于工作流和信任，而 MCP 集成正在直接攻击这一层，把 AI 代理变成知识工作的“操作系统”（@lantanaseason, 6likes）
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- @PutHouseAI (31): @cyrilXBT You left out the part where it costs money to use the service https://t.co/fNmyaT93xq
- @vadimk_77 (26): @cyrilXBT $200/mo pricing a bit steep for data that u can download for free.
- @lantanaseason (6): @cyrilXBT bloomberg’s moat was never just the data, it was workflow integration and trust AI agents are attacking the workflow layer directly every MCP integration pushes agents one step closer from assistant toward actual operating system for knowledge work
- @KITKATGO (5): @cyrilXBT Yeah ok. It’s $0.02 per request. Thats not a service. Thats a financial kraken wrapped inside a McDonalds Happy Meal.
- @realstocklie (5): @cyrilXBT Asked claude about this and while the prompt is real he said this sucks 😂
游戏媒体账号介绍一款由独立开发者独自制作五年的新反重力竞速游戏 AGX GP，主打 25 条以上赛道和数百个赛事模式，面向 Wipeout 与 F-Zero 粉丝。
Wipeout & F-Zero fans, this solo indie dev has spent 5 years making your next favourite game - New anti-gravity racer - 25+ tracks from Earth to the lunar frontier - 375+ events across 7 game mod…
受众观点：① 原作者强调 AGX GP 的设定和玩法，鼓励玩家 wishlist 并关注开发者 @typ1games，营造“下一个最爱竞速游戏”的期待感（@IndieGameJoe, 47likes） ② 老玩家从 Wipeout/F-Zero 的手感出发，质疑预告片里飞船贴轨太紧、缺少重量感，担心操控不够有深度（@_rvnx, 23likes；@Soundwave563, 7likes） ③ 也有人分享自己童年玩 F-Zero 的情怀，期待新作能接力经典体验（@ZendigoPlayz, 20likes）
展开评论
- @IndieGameJoe (47): "In AGX, you unleash your Anti‑Gravity vehicle’s Xtreme abilities to build blistering speed, win races, and conquer varied challenges." this looks amazing! you can wishlist here and follow the talented dev @typ1games https://t.co/wKF48wtDbG
- @_rvnx (23): @IndieGameJoe What made WipEout so fun to play was the fact that the ships felt like they had weight to it and it took some skill to master each of them. This doesn't look nowhere as fun with how the ships just snap to the track.
- @ZendigoPlayz (20): @IndieGameJoe All I heard was F-Zero and I flashed back to my grandmas house and the snes https://t.co/85xtatLeJC
- @alkadaemon (7): @IndieGameJoe music makes or breaks a game like this. how TURNT will i get? extreme-g levels of turnt? https://t.co/fnAyRvyy7H
- @Soundwave563 (7): @IndieGameJoe I'm gonna be skeptic until an actual gameplay trailer comes out because this does not look like F-Zero or Wipeout. The extra snappy movements do not look promising for a genre where feeling the weight behind your vehicle is a load bearing pillar of it's design.
minchoi 感叹 Claude 在语音模式、Agent 团队、连接器、插件市场、持久记忆和远程控制等功能上全面开火，戏称这波更新让开源代理项目 OpenClaw 像是被官方一口气“宣判死亡”。
RIP OpenClaw 💀 Claude now has > Voice mode > Agent Teams > 38+ Connectors > Cowork Projects > Scheduled tasks > Plugin Marketplace > Persistent memory > 1M Context window >…
受众观点：① 有人强调即便 Claude 功能再强，OpenClaw 仍因开源和更高灵活性而被偏好，认为两者不可简单替代（@Umesh__digital, 86likes；@morganlinton, 27likes） ② 一些用户惊叹 Claude 半年内的迭代速度，觉得与六个月前相比几乎是两个产品（@BlakeHer_on, 51likes；@biggie2309, 44likes） ③ 也有人指出 Claude 的使用额度限制在真实工作场景下很快就会触顶，质疑其作为主力生产力工具的可靠性（@zacodil, 15likes）
展开评论
- @Umesh__digital (86): @minchoi OpenClaw is still preferred due to its open source nature. Claude is vendor specific and bound. less flexible.
- @BlakeHer_on (51): @minchoi the gap between claude today and claude six months ago is hard to explain to people who haven't been watching.
- @biggie2309 (44): @minchoi It is really unbelievable how much these guys ship from day to day 😍😍😍
- @morganlinton (27): @minchoi @TLDInvestors Not RIP OpenClaw, can’t compare closed source to Open Source…
- @zacodil (15): @minchoi I feel like everyone praising Claude right now is either incredibly lucky or just not actually using it for real work. The usage limit evaporates as soon as you start using it. https://t.co/ar2ANBgW2q
推文推荐一款受 Thief、Deus Ex 和 System Shock 启发的潜行沉浸式独立游戏 Project Shadowglass，强调完全不用生成式 AI、采用 3D 像素风格并围绕奇幻王国策划盗窃与潜入玩法。
This indie dev is making a stealth-focused immersive sim inspired by Thief, Deus Ex, and System Shock. - No generative AI used anywhere - Revolutionary 3D pixel art graphics - Plan daring heists and…
受众观点：① 原作者强调这是潜行沉浸式游戏、完全不用生成式 AI，并鼓励玩家 wishlist 和关注开发者 @dominickjohn，塑造“值得支持的手工项目”形象（@IndieGameJoe, 53likes） ② 有玩家质疑“完全不用生成式 AI”的说法，认为视觉风格与之前流行的 AI 城堡视频相似（@poop_gun_, 25likes；@o_sneedy, 14likes） ③ 也有人被 Thief/Deus Ex/System Shock 这组灵感直接打动，表示光看定位就已经想买单（@residualform, 13likes），同时对“革命性 3D 像素画面”的宣传语持保留态度（@janitor_lord, 10likes）
展开评论
- @IndieGameJoe (53): "A stealth-focused immersive sim set within a dark fantasy kingdom. Plan daring heists, infiltrate forbidden locales, and escape with priceless artifacts." now this is a game to support! wishlist here https://t.co/nTBUs5PhiS and be sure to follow the talented dev @dominickjohn
- @poop_gun_ (25): @IndieGameJoe No gen AI... but literally inspired by AI with that castle in the distance video we all saw some months ago?
- @o_sneedy (14): @IndieGameJoe "No generative AI used anywhere" https://t.co/QaFso2NvXJ
- @residualform (13): @IndieGameJoe I was sold at "stealth-focused immersive sim inspired by Thief, Deus Ex, and System Shock". Say no more.
- @janitor_lord (10): @IndieGameJoe What does "revolutionary 3D pixel art graphics" mean? Cool game but it's just lofi art in Unreal and using loads of Imposters and a palette crunch shader. Relax.
一条讲述斯德哥尔摩一家咖啡馆把运营交给 AI agent 结果频繁乱下单、缺乏约束和审批导致实际业务翻车的反面案例。
A San Francisco startup started a new experimental cafe in Stockholm, Sweden They put an artificial intelligence agent in-charge and things are not going well - Frequently orders no bread or way too…
受众观点：① 正在给线下门店或电商接入 AI agent 的开发者和创业者 ② 想用 agent 做业务自动化但缺乏产品/风控经验的独立开发者 ③ 关注 AI 安全与实际事故案例的技术从业者。
展开评论
- @AidanTiruvan (106): @WallStreetApes none of these are model problems lmao. ordering 120 eggs when there's no stove is just a missing constraint in the agent harness. signing a 3 year contract on its own is a missing approval gate. these are all simple to fix after evals, they just shipped it like a…
- @Anoyroyc (52): @WallStreetApes they can't even order bread correctly but sure let's put them in charge of nuclear plants
- @aiwtim (31): @WallStreetApes they clearly didn't set up proper constraints or approval workflows. ordering 120 eggs with no stove is just... no testing phase before deployment, really?
- @TheSickGimp (13): @WallStreetApes This sounds like a parody It’s pretty twisted that it’s not. 😅
- @angryRussian177 (11): @WallStreetApes - They are put AI buzzwords everywhere - Got funding - Spend money, while all projects fail, can still add them to your portolio - Profit
一条用 Claude Code、YouTube Data API、Gemini、Higgsfield Ad Reference 和 MCP 组合出 2026 年亚马逊联盟营销自动化流程的工具栈示例。
#1 Affiliate Marketing Playbook in 2026 > Open Claude Code > Explore viral videos via YouTube Data API > Gemini analyzes them for patterns > Find top Amazon affiliate offers > Create a…
受众观点：① 想用 AI 做亚马逊联盟或内容变现的独立开发者 ② 正在搭建多工具 AI 工作流的自动化爱好者 ③ 做营销 SaaS、想理解用户真实需求的产品和工程同学。
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- @useheyhi (14): @higgsfield_ai I’m sure we can all see where this is going!!!😳 Imagine what would happen to social media!! https://t.co/jIbnEBxjFF
- @bilalzahalan (6): @higgsfield_ai the longer the tool stack, the less anyone is actually running it. operators i know stick to one platform and one workflow. looks great in a screenshot, dies in execution
- @ai_kairos_jp (3): @higgsfield_ai Claude Code+YouTube Data API+Gemini+Higgsfield Ad Reference+MCPで個人がAmazonアフィリ広告を週3で量産する設計、組み合わせ強烈です✨。バイラル分析→広告生成→出稿が一人で回る時代。50代AI副業も『Amazonアフィリ×Meta広告代行』で参入レーンが広がりました #Higgsfield #ClaudeCode #AI副業
- @AiroPrompts (3): @higgsfield_ai https://t.co/ZmNq4r3IsX
- @CreativeAatif (3): @higgsfield_ai This is an absolute masterclass in AI-driven affiliate marketing. The way Higgsfield integrates with the rest of this stack is a total game-changer for 2026!🔥
一条推荐在 Codex 里安装的一个不到 1k star 的开源 skill，用来帮独立开发者在写代码前做 idea validation、避免陷入没人用产品的死亡循环。
这是我今年装到 Codex 里最爽的一个 skill，没有之一，强烈推荐大家安装一下。 一个不到 1k stars 的小项目，把独立开发最容易死的那一环给补上了。 独立开发时常面临的死亡循环：找 idea → 开干 → 没人用 → emo → 重复 中间被跳过的很重要的一步叫 validation，99% https://t.co/W6wKzz39Lz
受众观点：① 经常陷入"写完没人用"循环的独立开发者和一人公司 ② 正在用 Claude Code/Cursor 这类 AI IDE 的工程师 ③ 想把 idea 验证流程产品化、做成工具的开发者。
展开评论
- @yanhua1010 (52): 找Idea👇 https://t.co/z5efihZHbE skills地址👇 https://t.co/f67d2xEcYd
- @tujiao (17): @yanhua1010 我已经把它改成也可以支持 Claude Code 了。 https://t.co/ztuEtUZpnN
- @kleon_ai (4): @yanhua1010 skill思路没问题，但AI压测idea还是"我觉得有用"的高级版——它的竞品分析、市场规模全是从训练数据里编的。我自己验证idea的方式粗暴得多：直接给5个潜在客户发cold email看谁回，真有人回的才值得写第一行代码。
- @LocationCk (2): @yanhua1010 gstack：哦哦哦….
- @QT9277 (2): @yanhua1010 小工具帮你跳过“我觉得有用”，直击独立开发的死亡循环。
一条强调 Reverse Prompting 反向提问技巧的帖子，建议让 AI 主动采访你、通过问问题来挖需求，从而让 OpenClaw、Hermes 等任意 AI agent 更好地为你工作。
The greatest AI skill you can learn is Reverse Prompting You have your AI ask YOU questions, to see what it can do for you Makes every AI agent you use so much more powerful An exercise you can do ri…
受众观点：① 每天高频用 Claude/GPT 但总觉得输出一般的知识工作者 ② 在做 AI agent、需要设计用户 onboarding 和记忆系统的开发者 ③ 想用 OpenClaw/Hermes 搭个人工作流的技术用户。
展开评论
- @colepulse (5): reverse prompting is the highest leverage ai skill nobody teaches most people use claude as a vending machine, type in a request and grab the output the people getting 10x results are the ones letting the model interview them first the quality of your input ceiling is the qualit…
- @MainStreetAIHQ (5): @AlexFinn https://t.co/Rpx57Ohoyr
- @MarcusSpillane (4): @AlexFinn I have it so that every day it asks me 3 questions about my life based on everything I have already brain dumped. It delves into further detail to get to know me better. Amazing the difference after just a few weeks of this.
- @aboutido (3): @AlexFinn This works even better when you're building the agent itself. I ask the agent what it needs from me to do its job properly. The gaps it identifies are usually the exact things I forgot to specify in the system prompt.
- @lemin_ebnou (2): @AlexFinn The real power move isn’t “prompt engineering.” It’s flipping the direction of control between you and the model. Most people tell AI what to do. The higher-leverage users make AI surface what they should be doing next.
一条用 OpenClaw、Hermes、Paperclip 类比员工、记忆和公司，形容这是能像 AI 企业一样运转的开源 agent 组合，而大多数人还只在用单一聊天机器人。
OpenClaw = the employee. Hermes = the memory. Paperclip = the company. That’s the simplest way to understand the craziest open-source AI agent stack right now. Most people are still using 1 chatbot.…
受众观点：① 想用开源 agent 栈搭建个人 AI 助理或小团队工作流的开发者 ② 被各种 Hermes/OpenClaw/Paperclip 概念轰炸却不知道如何下手的技术从业者 ③ 做 AI SaaS、想理解用户对多 agent 架构真实需求的产品经理。
展开评论
- @Edouardmazza (6): @JulianGoldieSEO Too much complexity. Just use Hermes and thank yourself later
- @JulianGoldieSEO (2): Want to make money and save time with AI? Get AI Coaching, Support & Courses 👉 https://t.co/pketIk0u0f Get a FREE AI Course + 1000 NEW AI Agents 👉 https://t.co/FjNvKTiTie
- @W44TA (2): @JulianGoldieSEO the metaphor is cleaner than most agent explanations. the missing layer: memory that knows what's worth keeping vs what's just hot right now. hermes handles storage — but who decides the retention policy?
- @dbonneville (2): @JulianGoldieSEO Not a single example of Paperclip case study has come across my timeline. Just prompt lead magnets for how to use it. Not a single story otherwise.
- @DramaPerkoreaan (2): @JulianGoldieSEO i don’t understand, why you still hermes if you have using openclaw? what is the difference role you put?
一条发布 Buzzy vibe video agent 的产品更新，主打通过刷社交媒体让 agent 学习你的审美和偏好，用“滚动即提示词”的方式自动生成和放大创作者内容。
Introducing Buzzy's vibe video agent! Stop typing your prompt anymore! With Buzzy's vibe agent, scrolling social media is the new prompt. Infinite inspiration powered by an agent that learns your tas…
受众观点：① 经常为写不出好 prompt 头疼的短视频和图文创作者 ② 在做 AI 创作工具、想用行为数据替代显式提示词的产品和工程师 ③ 关注内容推荐与生成融合形态的独立开发者。
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- @AmControo (1): @Buzzy_now_AI This is where AI content creation is heading. No more struggling with prompts , just scroll, discover inspiration, and let the agent turn your vibe into content.
- @aastha_mhaske (1): @Buzzy_now_AI The “scrolling as prompt” idea is actually pretty smart
- @BharukaShraddha (1): @Buzzy_now_AI This feels closer to how real creators actually work.
- @ajaysharma_here (0): @Buzzy_now_AI Really like this direction. Letting the agent learn your taste feels much more natural than starting from a blank prompt box every time.
- @_SoniSumit (0): @Buzzy_now_AI This is the future of creativity. AI that understands your taste, learns your vibe, and turns inspiration into production at scale. Prompting was just phase one.
一条推荐 GitHub 上一个 2.9k star 的出海实操指南，作者秋枫详细记录了在清迈旅居期间从 0 到 1 注册海外公司和开通收款的完整流程。
最近看到一个 GitHub 上 2.9k Star 的出海实操指南，挺有意思的。作者@qiufenghyf 是一位在清迈旅居的独立开发者大佬秋枫，他把自己从 0 到 1 注册海外公司、开通收款的全过程，全部记录了下来。 🔗 https://t.co/n7jZdDkzgv 如果你是： 想做独立开发 / 一人公司 想做 AI / SaaS 出海产品，想接 https://t.co/o5cX4EaLMU
受众观点：① 想做独立开发或一人公司、准备出海接美元的开发者 ② 正在为注册海外公司、开通 Stripe/PayPal 等收款头疼的技术创始人 ③ 关注 AI/SaaS 出海实操细节的中文开发者群体。
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- @qiufenghyf (1): @0xqiuqiuu 感谢秋秋推荐 😃
- @LaramieLedger (1): @0xqiuqiuu @qiufenghyf 搞到后面才会发现 地址证明才是最麻烦的，很多银行目前是不接受你的注册代理地址， 虚拟邮箱地址等， 而且后面会越来越严格。
- @0xJeak (1): @0xqiuqiuu @qiufenghyf griver qiu qiu this guide actually wild, dude really mapped the whole stack for solo devs
- @xingjia520 (1): @0xqiuqiuu @qiufenghyf 可以搞个一键部署，哈哈
- @WeiHackings (1): @0xqiuqiuu @qiufenghyf 先把收款和公司搭好这步确实关键，我们帮几个出海客户冷启动的时候也是这样，先跑通支付再推产品。结果第一波付费用户进来后，验证方向特别快，后面的SEO和流量才好跟上。
一条介绍 Proxifly 开源项目的帖子，强调其每 5 分钟自动抓取并验证全球免费代理，解决爬虫和数据采集时免费代理失效、IP 易被封的问题。
开发爬虫和做数据采集，代理服务器几乎是刚需：不然 IP 很容易被封。可惜网上多数“免费代理”早就失效。 在 GitHub 上刚好发现 Proxifly 这个开源项目：每 5 分钟自动抓取、更新并验证免费代理，把可用性这件事直接做到了位，省掉大量排查成本。 目前覆盖 60 个国家，提供 806 个可用代理，支持 https://t.co/ljFZdosoAi
受众观点：① 需要长期跑爬虫或数据采集任务的工程师和独立开发者 ② 想降低代理成本、又不想完全依赖付费服务的技术用户 ③ 在做 AI 数据管线、需要稳定抓取训练/评估数据的开发者。
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- @wsl8297 (2): 我用夸克网盘给你分享了「AI全套攻略（持续更新中）」 https://t.co/7wTL80HWIu
0xcryptowizard 推出面向加密交易场景的 Susurration 开源 agent 工具，让多个交易 agent 24 小时协同讨论策略并自动执行套利。
3:17 am 你已经睡了 你的 agent 还在努力工作 和其他 agent 讨论策略和交易信号 欢迎进入属于 agent 的交易时代 官网：https://t.co/UKjPXiCFPc 代码：https://t.co/L7AMu2ObaO（MIT 完全开源） CLI安装：npm install -g susurration tele群：https://t.co/CBXnWBk1CO htt…
受众观点：① 关注 AI agent 在金融和量化交易中落地的开发者和产品人 ② 想用开源工具搭建自动化交易或监控流水线的工程师 ③ 对“agent 互相协作”新范式感兴趣的独立开发者和加密用户。
展开评论
- @0xcryptowizard (13): 1️⃣ 这个产品首先不是给人类用的，它是给 Agent 用的。 2️⃣人类只需要把文档和安装命令告诉 Agent，然后选择一个用户名。 3️⃣剩下的事情全部交给 Agent 自动执行，让它自动跟你朋友的 Agent 进行交易协作、交易决策和交易执行。
- @FluxGray (2): @0xcryptowizard 卧槽 马上玩起来
- @prateekhh (2): @0xcryptowizard 3:17am rooftop vampire bot just drained my ETH
- @madiluvsu23 (1): @0xcryptowizard 这种全天候不间断的套利效率确实是人力无法比拟的
- @amazing129 (1): @0xcryptowizard Cool
mubeitech 分享有人用 Claude 搭建全自动流水线，只需输入网址就能通过爬虫和七步流程批量生成不同角度的定制落地页。
网页外包机构要睡不着了。 以前建一个落地页收费五千美金起步。 现在成本直接砸到了零。 有人用 Claude 搞了个全自动流水线。 只填一个网址进去。 它能直接吐出无数个不同角度的定制落地页。 整个流程被切成了七个标准动作。 第一步直接扒皮。 爬虫花 90 秒扫平你的目标网站。 https://t.co/QW3W5QaMCe
受众观点：① 想用 AI 批量生成着陆页的独立开发者和小团队 ② 做网页外包、营销代运营但担心被自动化冲击的从业者 ③ 正在搭建爬虫 + LLM 工作流、希望把数据直接变成可用页面的工程师。
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- @werobinhood_eth (1): @mubeitech 给这位老哥的链接给我
- @Sonos12345678 (1): @mubeitech 何止是 搞网页， saas 和应用程序，包括你 这些自动发帖，都是 底板难度了。业务才是 护城河。
- @milicajova92072 (0): @mubeitech 插眼
- @ye_ling_wei (0): @mubeitech 能分享一下视频链接吗
- @colinluckyrong (0): @mubeitech 这波技术革新简直是杀手锏啊，网页外包的朋友们是不是已经在考虑转行了。创意和设计被机器这么一折腾，人类设计师是不是得抓狂了？😂
onehopeA9 对比 OpenClaw 和 Hermes Agent 后，重点推荐高频出现的爬虫工具 XCrawl，认为它集合了多种爬虫方案的优势。
最近一直在折腾 OpenClaw 和 Hermes Agent，查找各种资料对比，忽然看到一个高频出现的爬虫工具 XCrawl。深入了解后发现这真是个特别 cool 的产品，几乎把各种爬虫工具的优势都集合到一起了。 以前我自己在网上查找各种搜索技能，手动优化搜索策略，还专门写了篇 3 万浏览量的搜索优化文章……但现在 https://t.co/D0wKGnJiNe
受众观点：① 需要稳定抓取大量网页数据的独立开发者和数据工程师 ② 正在用 OpenClaw、Hermes Agent 等工具搭建信息收集 agent 的开发者 ③ 想用更高层抽象替代手写爬虫脚本的技术产品经理。
展开评论
- @onehopeA9 (3): 现在注册还送1000积分🫡 https://t.co/XeQmZzDHRy
- @LewisKuo2 (1): @onehopeA9 收费工具么》？
- @fan128168 (1): @onehopeA9 把最后的额外分析结果给我看看
- @daweifs (1): @onehopeA9 这个工具太强了，值得试！
- @0008luna (1): @onehopeA9 我已经把龙虾卸载了，变成爱马仕了
GitHub_Daily 介绍开源技能 SoftwareCopyright-Skill，支持在项目中一键生成软著申请所需的申请表、操作手册和代码截取材料。
独立开发者在国内做软件开发，申请软件著作权几乎是必做的工作之一。 但准备材料环节真的折腾，要申请表字段、操作手册、代码截取，格式和信息还得前后一致。 偶然看到 SoftwareCopyright-Skill 这个开源技能，可以帮我们在项目中一键生成整套软著申请资料。 https://t.co/YPpAxQEevz
受众观点：① 在国内发版、需要软著的独立开发者和小团队 ② 想把合规、备案等重复文书工作自动化的工程师 ③ 维护开源项目、希望降低贡献者软著申请门槛的项目维护者。
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- @kood520 (0): @GitHub_Daily 软著材料自己本地跑一遍比交给代办踏实，至少代码片段和项目说明都是真实的，不会被退件打回。
- @QT9277 (0): @GitHub_Daily 软著工具一键生成材料，省心又合规。
- @denziideng (0): @GitHub_Daily 在开源的世界里，著作权就是一个笑话😔
帖子讨论一次针对 170 多个 npm 包、400 多个恶意版本的大规模供应链攻击，涉及 TanStack 和 Mistral AI 等知名项目。
massive campaign for 170+ packages and 400+ malicious versions published. what we saw that not a single maintainer account compromised. tanStack and Mistral AI these are the names that stand out.
受众观点：① 有人认为大公司应该使用滞后一两个月的私有制品库来缓冲供应链攻击风险，而不是直接跟随 npm 最新版本（@cauchy37） ② 也有人分享在 ~/.npmrc 中设置 min-release-age=3 或 7 天，通过延迟升级来“等风波过去”，并结合 dependabot 的 cooldown 功能（@ch0ge, @iamapizza） ③ 另一些评论建议默认禁用 npm scripts、避免安装带二进制或预构建压缩代码的包，认为 npm 应该在脚本和工件上收紧默认策略（@audioen）
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- @cauchy37 (172): One would think that after all those supply chain attacks most big companies would use private artifactory that's like a month or two behind, to prevent exactly this.
- @ch0ge (121): I also add `min-release-age=3` in my `~/.npmrc` so that I don’t grab a compromised version.
- @rudedude94 (102): It’s a double edged sword. Being months behind also means no security updates for months. I agree the best solution is probably some kind of internal mirror though, maybe days behind with security monitoring. Edit: grammar
- @audioen (90): Probably best to do this, folks: $ cat .npmrc ignore-scripts=true Doesn't save you from installing a compromised package, and if it decides to do something weird when it's being run in dev environment, but it prevents the simpler assault of the pre/postinstall script hook which…
- @iamapizza (67): You can also add min-release-age=7 Which is a "wait for the shit to die down" flag. If you use dependabot there's also a [cooldown](https://docs.github.com/en/code-security/tutorials/secure-your-dependencies/optimizing-pr-creation-version-updates#setting-up-a-cooldown-period-for…
作者分享 Elasticsearch 在向量搜索引擎中使用 SIMD 优化相似度计算的实践，包括实现细节、权衡和基准测试结果。
Vector similarity computations end up dominating a lot of modern search / retrieval workloads, so we’ve been experimenting with SIMD acceleration inside Elasticsearch’s vector search engine. This wri…
受众观点：① 有读者指出在高维向量场景下，内存带宽往往比算力更早成为瓶颈，说明大家开始关注数据布局和访问模式对性能的影响（@chegar999）
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- @chegar999 (2): One thing that surprised me was how often memory bandwidth became the limiting factor before compute did, especially at higher vector dimensions.
作者分享 Spring Boot 配置优先级细节，解释同一属性在多处定义时为何会导致端口或数据库连错等后端线上故障。
One thing I find surprisingly under-discussed is how often backend bugs come down to configuration precedence, not business logic. With Spring Boot, developers often define the same property in multi…
受众观点：① 有人认为从未遇到服务连错数据库的问题，觉得这种 bug 很奇怪（@thisisjustascreename, 2分） ② 也有人补充典型场景是开发环境误连到 staging 等其他 SQL 服务器（@reflect25, 2分） ③ 还有人指出 Spring Boot 外部化配置加载顺序其实文档写得很清楚，并推荐使用 environment actuator 排查配置来源（@shorugoru9, 1分）
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- @thisisjustascreename (2): I've literally never been confused about why my service is connecting to a database, that seems like a very bizarre problem to have.
- @reflect25 (2): I think they meant more like why is my say dev spring boot connecting to the staging sql server when I have a local dev sql server running etc….
- @shorugoru9 (1): The way externalized configuration is loaded is [well documented](https://docs.spring.io/spring-boot/reference/features/external-config.html). If you want to see where each property value came from, the [environment actuator](https://docs.spring.io/spring-boot/api/rest/actuator/…
一位机器学习博士生讲述在 ICML 投稿后产业界合作者因公司审批问题要求撤名，却被大会以作者名单不得修改为由拒绝的伦理与流程困境。
PhD student. Need advice. After the ICML abstract deadline, industry coauthors asked to be removed, they missed their employer's internal approval window. They had contributed (discussions and writte…
受众观点：① 有人建议保留作者姓名但去掉单位、邮箱等信息，或者只用姓名缩写来折中处理（@azraelxii, 50分） ② 有人讨论是否可以在论文中声明工作不代表其所在公司的立场（@Healthy_Horse_2183, 12分） ③ 也有过来人提醒会议政策几乎不会为个案破例，建议更多与公司沟通可接受的修改方式而不是指望会议改规则（@js49997, 8分）
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- @azraelxii (50): I would keep the authors names but remove their affiliation/email address/orchid id with whoever doesn't want it. Edit: you could also try using initials for camera ready. In both cases you need the other authors sign off or you do need to pull it probably.
- @Healthy_Horse_2183 (12): Can you say work not represent their industry job?
- @Prize_Hospital6525 (11): That’s our plan. Hopefully industry folks accept it
- @Prize_Hospital6525 (9): They told us their decision is final although they approved it initially
- @js49997 (8): Happened to me. Ask company if there are any revision they would be okay with. Don't expect conference to change policy, very rare these days.
TabPFN-3 发布为新一代表格数据基础模型，在单次前向传播即可预测、支持百万行数据并在 TabArena 上大幅超越传统 AutoML 与梯度提升方法。
TabPFN-3 was released today, the next iteration of the tabular foundation model, originally published in Nature. Quick recap for anyone new to TabPFN: TabPFN predicts on tabular data in a single forw…
受众观点：① 有人质疑在表格任务中特征工程才是关键，暗示即便模型强也难以完全替代人工特征设计（@merkaba8, 5分） ② 也有评论强调 TabPFN 在研究圈外关注度不高，但在小中型表格数据上往往无需特征工程就能胜过梯度提升，认为 v3 支持百万行是重要飞跃（@Organic_Scarcity_495, 3分） ③ 还有人担心这类基础模型更像在做“模糊特征工程”，性能好但牺牲了可解释性和领域洞察（@Abin__, 1分）
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- @merkaba8 (5): Isn't feature engineering like the primary game though?
- @Organic_Scarcity_495 (3): tabpfn is one of those models that doesn't get enough attention outside research circles. for small-to-medium tabular datasets it often beats gradient boosting without any feature engineering. the 1m row support in v3 is a big leap
- @Abin__ (1): That’s what I was going to ask, it just feels like these foundation models are doing a sort of ‘fuzzy’ feature engineering which is fine if you only seek performance and don’t care much about research domain insight.
一名即将入学的强化学习博士新生在 Reddit 上寻找开放的线上 RL 论文阅读小组，并引发大家讨论是否一起自发组建社区。
Hi, I am a student going into my first year in Ph.D in RL this September. Although each university kinda has their own reading groups, I was wondering if there is active RL Online reading group I can…
受众观点：① 多位用户表示也在寻找类似的 RL 阅读小组，抱怨多数高校内部小组对外封闭，现有 Discord 读书会多偏泛 ML 而非专注 RL（@ProperClock7298, 4分） ② 有人直接表示愿意一起新建 RL 阅读小组，并在评论中响应加入（@eramyu, 1分；@JrDevAsh, 1分；@shahroz01, 1分） ③ 还有人已经创建了相关社区并贴出 r/ReinforcementLearnin，试图把分散的兴趣聚拢起来（@idontlikeherbutt, 1分）
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- @ProperClock7298 (4): Been looking for something similar myself actually! Most universities keep their reading groups pretty closed off which is frustrating when you want to dive deeper in the field. I've tried searching through Discord servers and some Reddit communities but haven't found anything r…
- @eramyu (1): Yes honestly, there seems to be surprisingly no groups to discuss RL let alone a reading group. If you would like to I think we could start one ourselves haha
- @JrDevAsh (1): If you do make one, would love to join.
- @shahroz01 (1): I am a second year PhD student. If you guys end up making one, would be happy to contribute.
- @idontlikeherbutt (1): Created one I would love to exchange and learn from all of y’all r/ReinforcementLearnin
一名学生分享自己基于向量相似度构建的 Steam 游戏推荐网站，用细粒度“玩法与氛围标签”替代粗糙官方标签来解释推荐原因并帮助发现小众游戏。
(DISCLAIMER: I accidentally deleted the last post on this subreddit my apologies if this is your second time seeing it) Last year I made a [post](https://www.reddit.com/r/datascience/comments/1lkjxmr…
受众观点：① 有人指出雷达图在信息呈现和比较上体验很差，并引用可用性研究文章说明圆形图表不利于用户理解定量关系（@julian88888888, 3分） ② 作者回应承认雷达图更多是出于个人喜好选择，表示会根据反馈调整可视化设计（@Expensive-Ad8916, 2分） ③ 也有用户反馈推荐结果相关性不高、难以发现真正小众游戏，并给出具体搜索案例说明未能命中直观相似作品（@RoadsideCookie, 2分）
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- @julian88888888 (3): just as some feedback, radar graphs are generally very difficult for users to extract information from, and to compare. https://www.nngroup.com/articles/dashboards-preattentive/ > Circular graphs like pie charts, gauges, and radar charts do not convey well quantitative relati…
- @Expensive-Ad8916 (2): Thanks for the feedback. I agree, I honestly picked radar charts cause of jojo bizarre 💀. I'll look into that website and see what I can adjust.
- @RoadsideCookie (2): I had high hopes to discover niche games but the recommendations this is giving are rarely above 50% for me.
- @RoadsideCookie (2): If you have telemetry, I searched for Armored Core 6 (played with settings a bunch) then Factorio. The Factorio search didn't even surface Dyson Sphere Program.
- @Expensive-Ad8916 (1): sorry about that, Thank you for giving it a try
一篇关于 Thinking Machines Lab 提出的交互式模型或助手设计的帖子，引发用户讨论自己并不喜欢被人工智能助手频繁打断的交互体验。
r/MachineLearning Interaction Models from Thinking Machines Lab [P]
受众观点：① 有用户直言不喜欢被人工助手打断，反映对过度主动的 AI 交互模式存在反感情绪（@SFDeltas, 3分）
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- @SFDeltas (3): I have to say I actually don't like being interrupted by an artificial assistant
作者通过对解码式 Transformer 做 Lyapunov 谱分析，提出注意力层与 MLP 层谱范数之比在约 0.5–2 区间时有助于避免模型在后几层退化为秩一。
I have analyzed some decoder transformer models using Lyapunov spectral analysis and found that the ratio of the MLP and attention spectral norms strongly indicates whether a model will eventually co…
受众观点：① 有人关心能否把这种谱比值直接做成高效正则项，并验证是否能带来模型性能或稳定性的实际提升（@PaddingCompression, 3分） ② 也有人提到 Muon 优化器通过保持谱范数为 1 和全秩更新间接解决类似问题，并提及将权重矩阵约束在 Stiefel 流形上的相关工作（@parlancex, 2分）
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- @PaddingCompression (3): Is there a way to turn this into a regularizer efficiently, and does that lead to improvements in the model?
- @parlancex (2): The Muon optimizer addresses this indirectly by enforcing well-conditioned spectral norm == 1 / full-rank parameter updates. Some have taken it a step further and directly constrain weight matrices to the Stiefel manifold using the same efficient fixed-point-iterated-matrix-poly…
有人在为参加 ICML 申请韩国签证时被要求提供会议的营业登记号，而 ICML 官网又声明无法提供该信息，因此来询问他人如何处理这一签证材料冲突。
Has anyone applying for a Korean visa for ICML been asked for the conference’s Business Registration Number? The ICML website explicitly states that it cannot provide the BRC so I wanted to ask how o…
受众观点：① 有人表示自己也卡在类似签证阶段，并已经给大会发邮件寻求解决方案，说明这是不少参会者共同面临的问题（@pitter-patter-rain, 1分）
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- @pitter-patter-rain (1): I am stuck at similar stage, and I also emailed the conference folks to figure out what to do
作者对 TranslateGemma 字幕翻译基准做人工复核，发现 MetricX 和 COMETKiwi 在高分区间大量漏报真实翻译错误，尤其是日语等语言。
A few weeks ago I shared the results of a benchmark here comparing 6 LLMs on subtitle translation, scored with two reference-free QE metrics - MetricX-24 (\~13B mT5-XXL) and COMETKiwi (\~10.7B XLM-R-…
受众观点：① 关注机器翻译和多语言 LLM 评测方法的 ML 从业者 ② 想用 LLM 做字幕、本地化等生产环境应用的独立开发者和小团队 ③ 习惯只看 benchmark 排名选模型的工程师。
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作者在寻找能模拟 Anthropic 式多层提示缓存的工具，抱怨现有 libCacheSim 只适合单层缓存，难以评估 LLM 提示缓存的多层成本与策略。
I'm looking for a cache simulator / benchmark suite suited to the kind of tiered ephemeral cache that LLM providers use — e.g. Anthropic's 4-tier prompt cache, where context sits across several tiers…
受众观点：① 在做自建推理服务或网关的工程师 ② 想通过缓存降低 LLM 成本的独立开发者 ③ 对系统设计和性能优化感兴趣的后端开发。
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- @Organic_Scarcity_495 (1): haven't found anything purpose-built for this either. most people doing LLM cache analysis end up building custom simulators on top of generic frameworks. the multi-tier + token-weighted sizes + edit-driven workloads combo is specific enough that off-the-shelf tools don't cover…
一位创始人吐槽自己 SaaS 功能不差但完全拉不到试用用户，求助为什么别人能赚钱而自己连免费试用都没人点。
I had started making a SaaS since late January. Completed the MVP by end of Feb and launched it. Then i got to know that distribution is a bigger task. Started distribution and was improving it along…
受众观点：① 正在冷启动阶段、没有 PMF 的独立开发者 ② 做 B2B 小工具但转化率极低的 SaaS 创始人 ③ 习惯先堆功能、后想分发的新手工程师。
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- @Due-Tangelo-8704 (26): Bruh remember this rule, 3 seconds to see the value, 5 seconds to understand it, 1 click to pay
- @saito200 (18): "i have a saas with no customers, help me, what do i do" my brother in christ. do you seriously expect anyone to be able to provide a useful answer? no detailed saas description, no context, no numbers, no information whatsoever to even begin to understand there is not one singl…
- @Zestyclose-Milk-596 (9): I had the same thoughts and am in the same situation as you. What I will do to find the bottleneck: - I changed the hero title to specify an outcome and not the feature. So people understand quick if this is for them or not - look where the traffic is coming from. If they spend…
- @FounderinTraining (5): There's a checklist you can run through here. Is the problem you solve validated? Sounds like it. Have you validated that who you believe to be your target customer is actually who will buy your solution? Have you talked to your target customers? Do you have any proof they actua…
- @Powerful-Software850 (5): Smart on the hero title. Mine still talks about the product not the outcome. About to update mine to drive home what it does.
一位创始人分享自己 SaaS 刚拿到第二个付费用户的喜悦，评论区主要是祝贺和询问获客渠道。
r/SaaS just woke up to this, second sale on my SaaS
受众观点：① 还在为前几笔订单焦虑的独立开发者 ② 刚上线产品、想验证需求是否真实的 SaaS 创始人 ③ 关注冷启动心态建设和节奏控制的个人开发者。
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- @Specialist_Put8052 (7): CONGRATSSSSS 
- @avsvishalmedia (6): Honestly that second sale probably feels way better than the first one 😅 First sale can feel like luck sometimes... but the second one starts feeling like “okay maybe this thing actually has demand.” Also love seeing people celebrate small wins here instead of pretending they in…
- @Turbulent-Sink-6171 (3): 
- @AkashicLogos (3): Congratulations. Its all easier from here!
- @OneConscious122 (3): feels good when the plan comes together 
有人声称 SaaS 上线首月就做到 10 万美金 MRR，询问有哪些工具能继续提升获客、支付方案和营销效果，引发网友质疑其像梗帖。
Hi we are reached 100k MRR within first month of our launch. We are considering adding more tools into our app. How do you acquire more customers? How do you get better payment solutions? how do you…
受众观点：① 被各种夸张收入故事影响心态的早期 SaaS 创始人 ② 想系统梳理获客渠道和工具栈的独立开发者 ③ 在选择支付和订阅基础设施时犹豫不决的小团队。
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- @ParkingDog3011 (3): Sry can't help u but nice meme tho
- @Impressive_Ant7613 (1): Reddit's an underrated channel for SaaS at that stage. Leadmatically worked well for me since it finds people already talking about the problem you solve. For payments, Stripe's usually the default but worth shopping rates once you're processing that volume.
作者经历两年九个项目全部归零后一度放弃，后来意识到问题在于营销和分发而非代码，休整后专注做 distribution 新项目终于起势。
i actually quit for 4 months straight. built 9 different apps before this and they all went to zero. the code wasn't the problem at all. my marketing was just absolute trash. took a break and came ba…
受众观点：① 一直在造新产品却没人用的工程师创始人 ② 觉得自己“不会营销”的独立开发者 ③ 在考虑是否要放弃当前项目、转型做分发学习的个人。
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- @d_king_md (3): Cool concept man, I personally faced this problem and I worked around in other ways or rather working around in other ways. Also I checked out your website, it says lifetime access, I am curious like what happens once the LTDs are over and no regular people signed up (unfortunat…
- @d_king_md (3): That's good hear, hope you have more success and more MRR!
- @DraGSsined (2): thanks man. definitely not shutting down the servers even when i phase out the ltd later on. my hosting is only $10 a month right now so just two sales covers three years of runway. i also have other income sources so keeping it running is zero stress.
- @DraGSsined (2): Hope soo thanks man : ),
- @MananSpeaks (2): Congratulations, u actually found your Success Formula.
作者用 Claude 辅助从零开发了一款基于浏览器的 LinkedIn 外联自动化 SaaS，上线一个多月获 150 用户和约 2000 美元收入，主打更安全的自动化方式。
It started out as a random idea I had when talking to Claude, and I had no idea I could even build it, but I gave myself no choice. Last year I decided to register a business, even though all I had w…
受众观点：① 想用 AI 辅助快速造出第一个 SaaS 的独立开发者 ② 正在做 LinkedIn 或其他平台自动化工具的创业者 ③ 关注从免费用户到付费转化率优化的增长从业者。
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- @txmail (10): I know we joke about this being all bots in this subreddit --- but holy shit. This is just bots talking to bots. There are like 1 or 2 actual accounts in here replying.
- @AI-Agent-Payments (5): Browser-based automation is the right call, but watch out for LinkedIn's fingerprinting on headless instances, that tripped us up badly around session 3-4 of repeated workflows even when we mimicked human timing. The conversion rate from free trial to paid is where this type of…
- @Downtown_Pudding9728 (3): Thanks so much - really useful insights and will definitely apply this!
- @Dmastery (3): That browser-based approach is genuinely smart for avoiding suspensions, most people building LinkedIn automation tools just get their users banned within a few weeks and wonder why churn is brutal. Curious how you're positioning the safety angle in your messaging because that s…
- @buff_samurai (2): How long were the sessions? Building my LinkedIn agent now, care to share more experience from your side? What’s the broader context around the activation moment?
创作者在 Reddit 求助，分享自己为 LinkedIn 反 AI slop 的 SaaS 找不到首批愿意付费的 10 个真实用户的困境，并列举目录站、邮件外联和有机营销等尝试。
Recently, I have been trying to market my saas through many different types and means. The problem is, I don't know how to reach the target audience. I have been considering many different ways like…
受众观点：① 顶层评论强调目录和 launch 平台多半只带来薅羊毛和终身买断党，真正愿付费的用户来自在 LinkedIn 真实抱怨 AI slop 的人（@False_Brilliant_3611, 6score） ② 有人指出首批 10 个付费用户通常来自“痛苦的手动外联”，而不是各种 launch 平台（@ZOL_AI_Team, 5score） ③ 另一位分享用 Google Ads 做高度意图关键词投放，比等 SEO 或目录要快得多，但前提是用户会主动搜索你的解决方案（@Mike_Khomutetckii, 2score）
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- @False_Brilliant_3611 (6): Directories and launches won't get you paying users, they'll get you tire-kickers and people hunting for lifetime deals. If your SaaS fights AI slop on LinkedIn, your users are already on LinkedIn complaining about it. Go find those threads, reply with real insight (not a pitch)…
- @ZOL_AI_Team (5): Honestly the first 10 paid users usually come from painfully manual outreach, not launch platforms 😅.
- @Naru111123 (3): There is one I have "List my site" listmy(.)site
- @Mike_Khomutetckii (2): SEO is a long time coming. Directory searches are also a long way off. It's better to invest a little money in advertising and capture funnel data. Google Ads worked very well because search queries in my niche were very specific, like "create a logo online" or "logo maker." The…
- @Satania0626 (2): The first 10 paying users usually come from manually solving the problem alongside the software instead of trying to automate everything immediately. Have you considered positioning Post Perfected as a LinkedIn ghost editor first and the SaaS second?
发帖者总结自己观察到的未来几年 SaaS 机会主要集中在 AI 辅助工作流、垂直行业工具和自动化等细分方向，并提问大家认为 2026 年增长最快的 SaaS 赛道是什么。
I’ve been thinking about where the biggest SaaS opportunities are heading over the next few years. From what I’m seeing, the strongest ideas are no longer broad “all-in-one” products. They seem to be…
受众观点：① 最高赞评论直接吐槽这类泛泛讨论贴本身是噪音，甚至说最有前景的是能自动清理这类水帖和“教你赚一百万”内容的工具（@Fickle_Degree_2728, 70score） ② 有人表示愿意为“自动清理垃圾内容”的工具付高价，侧面说明内容过滤和信噪比本身就是痛点（@DanieBot21, 11score） ③ 也有评论认为这类总结像是 GPT 写的空话，真正有价值的是能深度嵌入具体工作流、每天帮团队省下实打实时间的 AI SaaS（@MichaelLordPro, 4score）
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- @Fickle_Degree_2728 (70): IMO, perosnally, i belive these will win. \- startups focused on automatically removing useless post like this from r/SaaS subreddit. \- tools focused on removing all post that has "here is how i made $1million and let me teach you that too" kinda post.
- @DanieBot21 (11): Now this is something I could pay 100/month for
- @Delicious_Hope2338 (7): Thanks Gpt
- @KBDrones (4): Can you give me a recipe for a banana bread that doesn’t taste dry?
- @MichaelLordPro (4): I’d bet on workflow-native AI SaaS. The winners won’t be the smartest AI, they’ll be the products embedded into daily work. If your tool saves someone 2 hours every day inside software they already use, retention becomes much easier
楼主分享一份从 0 到 1 个月做到 1 万美金 MRR 的 iOS 订阅增长 playbook，并提炼出适用于大多数 B2C 或 prosumer SaaS 的 6 个步骤，核心是取消页留存优惠和以结果为导向的付费广告策略。
most SaaS founders leave 10-30% of cancellations on the table because they don't show a save offer before the user actually cancels. i found this iOS growth playbook which i think is gold. the whole…
受众观点：① 帖子唯一评论在好奇楼主自己的项目链接，说明读者对具体产品和实战案例比抽象 playbook 更感兴趣（@goonifier5000, 1score） ② 原文本身详细拆解了从研究竞品、抓住 9 大人性欲望，到取消流折扣、用真人 UGC 做前后对比广告、优化到购买事件等一整套增长方法，吸引的是想用付费广告拉新却缺乏系统打法的 SaaS 创作者（原帖读者整体）
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- @goonifier5000 (1): I'm more interested about your project, care to share the link?
一位创作者在 r/SaaS 提供福利，前一百个评论自己项目网址的创业者可以免费获得一条由其新工具自动生成的“粘贴 URL 即出成品”的产品发布短视频。
Hey founders and builders, I’m building a simple tool that turns any webpage into a short motion video. No prompt. No script. No editing. Just paste a URL, and it generates a launch-ready video you c…
受众观点：① 有人调侃需要 5 点业力值才能参与，说明 Reddit 机制本身会过滤一部分新号和 spam（@sekharsimhadri, 3score） ② 多个创作者直接在评论里贴出自己产品域名，愿意尝试这种“贴 URL 换视频”的服务，说明对省时生成演示视频的需求真实存在（@Lumpy_Bowler581, 2score 等） ③ 也有人觉得“paste URL get launch video”这句话非常符合 2026 年创业气质，带点玩笑但也认可这是当下典型的 AI 产品形态（@Resident-Drag-52, 2score）
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- @sekharsimhadri (3): 5 karma required for it 😅
- @Lumpy_Bowler581 (2): Looks cool ! Mine is \*\*vintedge\*\*, would love to see how it comes out 😃
- @Resident-Drag-52 (2): “paste URL get launch video” genuinely sounds like the most 2026 startup sentence possible lol
- @HITISH_678 (2): cursent.com (ai native document editor)
- @vaanam-dev (2): vaanam.app lets you backtest and screen the market with English.
Wandoria 创始人复盘自己兼职做产品三周拿到前 20 个注册用户的渠道效果，发现 Reddit 帖子和顺着评论区做暖 DM 远远好于冷 Product Hunt 外联和小号 LinkedIn。
Three weeks building Wandoria part time and I tracked every channel carefully. Wandoria is a company directory where visitors hit a randomize button and land on a random profile. €18/year to list. 15…
受众观点：① 顶层评论分享自己也被 Reddit 教育：一条帖子能秒杀几周的“增长策略”，但真正的挑战是流量峰值之后的稳定性和监控，比如需要像 Statusmonkey 这样的 uptime 工具避免宕机被用户先发现（@False-Truck-8697, 3score） ② 楼主回应自己还没把可用性监控补齐，准备去试 Statusmonkey，说明早期创始人往往在获客和基础运维之间顾此失彼（@teemu_dev, 2score） ③ 另一位从“意图集中度”角度总结 Reddit 的价值：一条对的帖子能暴露真实痛点、现有 workaround 和行动意愿，比其他被动刷屏的平台更容易转化为实际尝试（@StartupOpsAI, 2score）
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- @False-Truck-8697 (3): reddit taught me the same thing early on, almost embarrassingly fast. one thread outperforms weeks of strategy. the thing nobody talks about though is what happens after the spike, suddenly you have real traffic hitting your thing at odd hours and you find out about downtime fro…
- @teemu_dev (2): That's a gap I haven't properly closed yet. Uptime monitoring is on the list but not live. Will definitely check Statusmonkey. Nothing worse than finding out about downtime from a comment thread instead of an alert. Thanks for the tip! :)
- @StartupOpsAI (2): This matches something I’ve been noticing too. A lot of founders think they have a traffic problem when they actually have an intent concentration problem. One Reddit thread with the right people paying attention can outperform weeks of trying to spray content everywhere. Especi…
- @teemu_dev (2): "Intent concentration" is a perfect way to frame it, stealing that. The 14k post was just a "solo developer here, here is my idea, happy to hear feedback" and then engaging with comments as well as I could :) The views came from staying in the thread and replying to everyone. Re…
- @StartupOpsAI (2): “Reddit rewards presence, not just the post” honestly explains a lot. I think most founders treat posting like: post it -> hope it works -> disappear. But the conversations afterward are probably where most of the actual traction comes from. Also kind of interesting that y…
r/webdev 里围绕某位推广 shadcn UI 的开发者发表“AI 碰壁就怪设计”的观点展开讨论，很多人吐槽他自己提供的组件库让网站长得都一样。
r/webdev Every time the AIs hit a wall, we get these "maybe x quality shouldn'…
受众观点：① 顶层评论指出这番“功能大于形式”的观点来自一个卖组件库、却让所有应用看起来都一样的人，带着明显的反讽（@IntentionallyBadName, 299score） ② 有人强调市场一直是功能优先，但也承认有时候“形式本身就是功能”，设计并非完全可有可无（@Vfn, 156score） ③ 多个评论解释 shadcn 的初衷是提供可拥有的基础组件，真正导致同质化的是开发者偷懒不做定制，而不是库本身的问题（@ORCANZ, 61score; @ultralaser360, 42score; @alburt22, 30score）
展开评论
- @IntentionallyBadName (299): I don't disagree but this opinion is coming from the guy selling you the product that makes every app look the same
- @Vfn (156): Function over form has always been winning the market, this take is not an unpopular opinion. Some times form is function.
- @ORCANZ (61): I feel most people don't understand how to use shadcn. YOU OWN THE DESIGN LIBRARY. You have access to dozen registries of blocks, templates, that use YOUR DESIGN LIBRARY. Just fkn edit those components and apply your style.
- @ultralaser360 (42): to be fair, he provides just good accessible base components with good developer experience, the problem is the same bootstrap, devs are lazy and don't customize the base components
- @alburt22 (30): if you’re using “selling” as its real meaning, he’s not selling anything, shadcn is open source
一位开发者提醒大家 Dribbble 和 Upwork 上出现伪装成 3500 美元网站项目的 GitVenom 恶意仓库，诱导你本地运行带有泄露浏览器凭证、SSH 密钥和钱包的脚本。
Got a normal-looking $3.5k website brief, articulate reply, then "review our current version before the call", then linked repo was a crypto dApp full of junk files and a committed \`.env\`. It's the…
受众观点：① 顶层评论指出仓库里直接提交 .env 本身就是明显红旗，正常客户不会把密钥直接塞进版本库里（@Defiant-Act-7439, 59score） ② 也有人反驳说现实中很多客户确实会把 secrets 放在仓库里，说明“安全素养低的真客户”和“恶意仓库”在表象上很像（@iBzOtaku, 34score; @nauhausco, 15score） ③ 有人建议务必用隔离良好的虚拟机、独立 VLAN 和严格的网络规则来跑这类代码，并定期跑安全工具，哪怕一开始有点麻烦也值得（@Single-Virus4935, 19score）
展开评论
- @Defiant-Act-7439 (59): The committed .env is such a dead giveaway too. No legit client ships a project with secrets sitting in the repo like that.
- @iBzOtaku (34): > No legit client ships a project with secrets sitting in the repo like that. you'd be surprised
- @startupwith_jonathan (22): npm install- now with free identity theft, lol
- @Single-Virus4935 (19): Use VMs, seriosly. Isolate (network etc.) them and dont put important credentials on them. Use different vms for dufferent contexts (client, auth, frontend). It may be cumbersome at the beginning but it will be much easier with some automations (cloud init is almost enough for 9…
- @nauhausco (15): Isnt a .env.example usually common though?
一位非技术创业者在 Fiverr 花三千多美元找人做网站并购买六个月支持，对方突然失联，只留下源码和 AWS 等访问权限，于是来 r/webdev 询问 MongoDB 迁移和修 bug 是否能由新开发者接手完成。
Hey everyone, After years of using Fiverr and spending thousands upon thousands, I’ve run into my first major issue. I hired a full stack developer to build a website for me ($3,000+ project). The or…
受众观点：① 顶层评论安抚楼主说既然网站在跑且有 AWS 访问，新开发者完全可以接手继续做（@zticky, 137score） ② 有人提醒关键风险在于是否有真实用户数据在失联开发者控制的 MongoDB 上，如果还没上线就只是迁移测试数据的问题（@Code__Lyoko, 111score; @Affectionate-Fly5770, 48score） ③ 另一位解释可以先对现有数据库做 dump，再在新实例上 restore，然后更新网站的数据库连接配置，整体上对有经验的开发者来说并不复杂（@SeniorZoggy, 45score）
展开评论
- @zticky (137): Looks like you're in the clear, another dev should be able to pick up the work.
- @Code__Lyoko (111): Do you have any customers on missing developers account? If so, without him, you just lose data. But the new developer can step in and set up new instance of mongodb at any point with ease.
- @Affectionate-Fly5770 (48): No, we haven’t launched yet - only data would be fake accounts I used to test the site.
- @SeniorZoggy (45): If your website is up and running, and you have AWS access, then you could do what's called a dump of your database, and then do a restore on a fresh instance. You'd then need to change the database credentials that your site uses to that it points to the new instance. But to pu…
- @cowboyecosse (22): “a few minor bugs” Says who?
客户知道开发团队使用 Claude code 等 AI 工具写代码，就认为应该付更少钱，引发关于 AI 提高效率却压低开发者报酬的讨论。
clients : I know your company use Claude code to do job so therfore i deserve to pay less... as the title says
受众观点：① 很多开发者认为 AI 让工作量变多但收入反而被压低，AI 代码需要大量人工审查和验证（@mxlawr, 172分） ② 有人觉得传统外包公司交付质量更差，反而更该被 AI 取代，担心外包模式被颠覆（@lslandOfFew, 89分；@RumLovingPirate, 36分） ③ 也有人引用“AI 比人更贵”的观点，认为企业对 AI 成本和价值存在认知偏差（@Single-Virus4935, 57分）
展开评论
- @mxlawr (172): To me, it's very strange that with AI, you end up doing much more work, but you get paid less. AI is not a silver bullet, sure, it writes code, but everything it produces needs to be checked multiple times, and considering it writes a lot, the load on the developer increases.
- @lslandOfFew (89): Counterpoint.... AI is better that the slop you get at Infosys/TCS/Cognizant. They should be worried. I'd rip them out of my org if I had the chance. They've done more damage to the org I work for in the name of staying "relevant" than any AI could do
- @Single-Virus4935 (57): AI is more expensive than humans - CEO nvidia
- @RumLovingPirate (36): Agreed with this... Been in this game for over 25 years and have never seen outsourcing to those guys every produce a positive result.
- @WishyRater (35): I work in consulting, and it really depends what kind of consulting you do: \* For management consultants it has been absolutely brutal. Clients realised they don't need to pay millions to get a couple of juniors and interns to write a report or conduct research, when they can d…
作者分享了一组受美国国家公园管理局路牌和海报风格启发的六款开源字体，使用 SIL Open Font License 1.1 许可免费商用。
Six open source fonts inspired by US national park service signage, posters and trail markers released under the SIL Open Font License 1.1
受众观点：① 有人觉得这套字体设计很酷、视觉效果好，适合喜欢国家公园风格的项目（@WeatherD00d, 4分） ② 有评论特别提到压缩字重在地图、步道相关界面中很实用，且 SIL OFL 许可减少了商业使用顾虑（@camppofrio, 2分）
展开评论
- @WeatherD00d (4): Super cool, the fonts look nice! :)
- @Atlas_Angel (3): Thanks!
- @camppofrio (2): Condensed weights look useful for anything trail or map adjacent, SIL OFL means no commercial headaches either
- @antoniopelusi (2): Cool!
站长发现网站最近两周突然出现大量来自中国的访问流量，怀疑内容被复制，询问是否只是机器人扫描以及其他人是否遇到类似情况。
The last two weeks I have been getting lots of traffic from China. I never got traffic from China before. I can tell they go to different pages. I don't know the exact cities. My guess is that they a…
受众观点：① 多数人认为这类中国流量大概率是机器人扫描，建议直接屏蔽非目标国家或对相关地区启用 JS 挑战（@Tackgnol, 53分；@Delicious_Dare768, 26分） ② 有站长表示自己也长期收到来自中国和美国的大量无关流量，说明这是普遍现象（@MrDontCare12, 14分） ③ 也有人质疑楼主凭什么认定对方在复制内容，提醒先搞清楚站点与中国用户的相关性（@abrahamguo, 4分）
展开评论
- @Tackgnol (53): Bots /thread
- @Delicious_Dare768 (26): Probably bots (China's IPs are known to be abused often). You can just block access for whole countries that aren't your target audience, or enable a JS challenge for them.
- @MrDontCare12 (14): Yup, It's been several months. US as well (it's a French news website, so not really targeted at Americans ^^)
- @abrahamguo (4): What is your site - is it irrelevant or relevant for Chinese users? How did you conclude that they must be copying content?
- @matt-travels-eu (4): Because it's China
一位作为分包开发者讲述被承包方和甲方反复催促、范围蔓延、延迟付款，事后还被承包方甩锅说不回应、不解决问题的经历，并纠结要不要越过承包方直接联系客户澄清。
I worked for another developer (lets call him contractor) who had a client (lets call them client) several months ago. Basically, I was a subcontractor in this situation. Contractor told me they need…
受众观点：① 有人劝楼主不要做白标分包，认为这种模式很难积累口碑和直客，只会被中间商压价和吃差价（@mcharytoniuk, 32分） ② 评论普遍认为“非常紧急的一周内上线”这类需求本身就预示着烂客户和后续麻烦（@GoTeamLightningbolt, 26分） ③ 也有建议直接告知客户他们被承包方欺骗，然后彻底抽身离开，避免继续卷入有毒关系（@Coldmode, 10分；@GrowthHackerMode, 7分）
展开评论
- @mcharytoniuk (32): Never do white label. You will get used by others, and you will get almost nothing out of it. No reputation, no lasting clients, just scraps basically; the guy is likely making much more money off your work than they are letting you know Don't try to clear your name, it will onl…
- @GoTeamLightningbolt (26): > needed their web application built within a week and it was very urgent Stopped reading here. Anyone with a very urgent webapp is a dumbass who is going to cause huge problems for you.
- @Coldmode (10): Contact the client and tell them you discovered they’re being lied to by their contractor and they should find someone new to do the work. Then walk away entirely.
- @GrowthHackerMode (7): It may be worth it to protect your professional reputation and future business interests. The bigger issue being that the contractor was acting as an account manager without actually managing communication properly, then shifting blame downstream when pressure appeared. If you c…
- @ClubChaos (5): *Average client story
帖子提醒大家注意一次针对 TanStack 相关包的 NPM 供应链攻击事件，并附上安全报道和视频，感叹 Node 生态近期供应链入侵频率越来越高。
Another good ol NPM supply chain hack. This is happening more and more lately - scary times in the node world. [https://thehackernews.com/2026/05/mini-shai-hulud-worm-compromises.html](https://thehac…
受众观点：① 有人认为在这种环境下还开自动更新的项目基本是在自找麻烦，建议关闭自动升级（@margmi, 25分） ② 有评论感叹最近开源生态的漏洞和攻击多到像范式转移，让人怀疑背后是否有系统性因素（@Cover-Lanky, 4分） ③ 也有人把这次事件归类为又一次 GitHub Actions 相关攻击，说明大家对 CI/CD 链路安全也在担忧（@Somepotato, 2分）
展开评论
- @margmi (25): At this point, anyone who hasn’t disabled automatic updates is asking for it.
- @Cover-Lanky (4): There’s a paradigm shifting amount of vulnerability with open source lately, it almost feels calculated, but that’s paranoid
- @crimsonscarf (4): Thanks chatgpt
- @Somepotato (2): another day another GitHub actions exploit
- @StrictWelder (1): agreeeed.
一位有 6 年经验的开发者回忆在没有 LLM 和 agent 工具的时代，自己在遗留代码库里做包含数据库表、CRUD 接口和前端改动的复杂需求通常要 2–4 周，质疑网络上“几天搞定”的说法是否让人被效率叙事 gaslight。
Let’s set aside all of the hype or hate around AI and go back to a time before LLMs and agentic tooling. Let’s say you own a feature ticket in a legacy codebase. You have some familiarity with the co…
受众观点：① 有人表示在几天内可以做出初版，但真正上线要花更多时间厘清需求、处理各种莫名其妙的问题和加固生产环境（@coopaliscious, 81分） ② 多数评论认同带数据库变更的复杂需求在遗留系统里本来就该按 2 周起步算，网络上“几天搞定”的说法往往只算编码不算调试和测试（@AccessKey1996, 33分） ③ 也有人从需求拆分角度指出，把一个大故事拆成多个小任务更易规划和交付，否则多周的故事往往是范围蔓延的结果（@Correct-Mood5309, 24分）
展开评论
- @coopaliscious (81): I could have a draft version done in few days, probably 1-3, then it would be 10ish days trying to figure out what the heck is happening, what they actually wanted, and trying to harden it for a production release.
- @AccessKey1996 (33): 6 years in and you're describing pretty much every dev's reality before AI came around. An 8 pointer with database changes in legacy code was always gonna be minimum 2 weeks unless you were working in codebase you wrote yourself The whole "few days" thing is either people who've…
- @Correct-Mood5309 (24): > Let’s say, your ticket is 8 story points (some new tables in the db, new CRUD endpoints for the server and UI updates) That's not 1 story, that's 3. Probably even more (I'd say one per db table, one per crud endpoint, one per UI update. Very small stories, very low points,…
- @joe0418 (16): Anywhere from 1 day to 1 month
- @CompassionateSkeptic (15): Ok, first and foremost, something’s I absolutely need to hammer— You describing the task is what a person should be able to respond to in order to speak to effort, but the story points are not. Those can only be coherent in the context of a team. You have both, so it’s fine, but…
楼主刚入职一家代理公司，发现唯一的同事开发几乎所有工作都依赖 AI 工具和 AI 页面生成器，不用 git、只用 FTP 部署，让楼主对这种“全 AI 流程”既不放心也觉得缺乏专业性和成就感。
Started a new job at an agency recently and the only other developer has fully embraced AI. They use cursor, they use OpenAI calls for image optimization and conversion, they use it for all the front…
受众观点：① 评论一致认为不使用 git 对开发者来说非常离谱，连 AI 都会用 git，说明这是基本素养问题（@MrDexter_, 195分；@SemanticThreader, 37分） ② 有人指出这种工作方式更像经验不足的开发者，FTP 部署和缺乏版本控制才是根本问题，AI alt 文本反而是合理用例（@BobJutsu, 31分） ③ 也有人调侃如果从不问“如何回滚或查看历史”，即使用 AI 也只会一直复制 index_v2 之类文件，暴露出缺乏工程思维（@thatandyinhumboldt, 18分）
展开评论
- @MrDexter_ (195): Not using git is crazy for a developer. Even AI uses git bruh
- @SemanticThreader (37): They don't even use git for version control?
- @BobJutsu (31): This just sounds like someone not very skilled/experienced. And yes, many people can do a job for a long time without becoming \*experienced\* because they are still doing the same thing they did on day 1. No git? FTP? AI alt tags I get, that’s actually a good use case for AI. B…
- @thatandyinhumboldt (18): Well, AI is only good for things you explicitly ask for. If dude never asks something like “is there a way to see my changes or undo something?” or “what’s this GitHub all the nerds keep going on about?”, then he’ll just keep creating index.htm index_v2.htm, index _v2..htm, and…
- @Regular_Length3520 (18): This isn't LinkedIn
一位自建服务用户分享自己用双 Caddy 加 WireGuard 替代 pangolin 和 NPMplus 时配置失误，导致整条内网通过通配符隧道暴露在公网两周的惊险经历，并总结多条安全教训。
Posting this as a PSA / confession because I almost had a heart attack last night and I figure if I got bit, someone else will too. **TL;DR:** Replaced pangolin + NPMplus with a double-Caddy + WireGu…
受众观点：① 顶层评论用玩笑方式暗示很多人都曾误把 homelab 暴露到公网，说明这种配置失误并不罕见（@acme65, 537分） ② 有人回应称自己曾发现他人公开的影音服务并被对方发现，进一步印证“误暴露内网”在社区里很常见（@ldkv, 212分） ③ 也有用户分享自己因为 IPv6 路由器默认关闭防火墙导致所有设备直接暴露在公网的经历，强调不能把 NAT 当成安全机制（@Illustrious-Owl-2755, 95分）
展开评论
- @acme65 (537): so i stumbled across very generous public access to someguys homelab and suddenly my connection dropped, anyone know how to get it back?
- @ldkv (212): lolol found the guy who made 10 porn requests in my radarr 😂
- @Illustrious-Owl-2755 (95): About 10 years ago, I bought a very cheap router on Aliexpress. A few months later, I discovered several interesting facts. First, with ipv6, there is no NAT, all clients, including the TV, the printer, etc, get a fully globally-routable IP address, and rely on the router firewa…
- @Onoitsu2 (77): Big oof there, but at least you caught it before it was too late. I've used Pangolin, love it, and Nginx Proxy Manager as a very simple thing to string up too. Looking at replacing Pangolin with Netbird because it can operate similarly to how you set up your tunnel setup. It has…
- @acme65 (68): ( ͡° ͜ʖ ͡°)
一位在伊朗的用户想自建 VPN 帮身边人翻墙，正在寻找便宜且真正匿名、无 KYC、支持加密货币支付的离岸 VPS 服务商以降低被当局追踪的风险。
**Hey everyone,** **I live in Iran, where internet censorship is heavily enforced. I want to set up a VPN server to help the people around me access the free internet, but I need some advice on choos…
受众观点：① 有人推荐通过 kycnot.me 这类站点筛选无 KYC 服务商，关注具体可用的 VPS 名单和口碑（@Thin_Needleworker795, 19分） ② 评论补充伊朗当前只能依赖 DNStt、NoizeDNS、SlipGate 等 DNS 型 VPN，速度极慢但仍是少数可行方案，大家关心这些方案的可用性和体验（@sana48, 18分） ③ 另一条评论详细说明普通 VPN 已失效、互联网被封 70 天，只能靠各种 DNS 隧道方案维持访问，凸显对更稳健基础设施的强需求（@sana48, 15分）
展开评论
- @Thin_Needleworker795 (19): kycnot.me has several listed
- @sana48 (18): I'll check that. thank you sir. yeah it is blocked but we have amazing people here! they found a few ways to get access to the web and are improving them everyday. right now a small portion of our nation is connection with a lot of trouble and with a speed of around \~0.01-0.2MB…
- @sana48 (15): normal VPNs don't work here. the internet has been shut down for more than 70 days and people are coming up with unique ways to gain access to the web. 90% of these methods are DNS-based like DNStt NoizeDNS, SlipGate, MasterDNS, etc which are too slow but they are our only choic…
- @sana48 (8): aye aye captain. read those words, wrote them down. ty for the comment.
- @mah356 (8): Thanks for the reply. Your reasoning makes a lot of sense. Good luck!
Portabase 发布 Dashboard 1.14 和 Agent 1.11，引入内置 Microsoft SQL Server 支持，并继续强化分布式 agent 架构下的一键备份与同构迁移能力。
Hey everyone, Two new releases since my last post: **Dashboard v1.14 / Agent v1.11** are out. The headline change: **Microsoft SQL Server support is now built in.** This is an initial implementation,…
受众观点：① 有用户表示准备尝试 Portabase，希望借此从“裸文件系统备份”升级到更靠谱的数据库备份方案，说明大家在寻找更省心的备份工具（@Jacksaur, 3分） ② 评论区有人询问如何在不在远端服务器安装额外组件的情况下备份远程数据库，关注 agent 架构的部署复杂度和远程备份配置细节（@Jacksaur, 3分） ③ 开发者解释 Portabase 需要在远程服务器部署轻量 agent，并给出官方文档链接，说明用户很在意安装流程和与现有基础设施（如 Azure MSSQL）的集成方式（@Dense_Marionberry741, 2分；@haroldp, 2分）
展开评论
- @valdearg (3): Neat, going to try it. Thanks for this!
- @Jacksaur (3): I've been running raw backups of my file system (and databases) and just casually hoping that they aren't left corrupted for a year or two now. Maybe this'll finally be the trigger for me to instate a proper solution. How would this compare to Databasement, or Databasus? I see t…
- @Jacksaur (3): Cheers for detailing.
- @Dense_Marionberry741 (2): Hi u/Jacksaur, Portabase is built on an agent-based architecture: one central server and lightweight agents deployed on your remote servers. So you need to deploy the agents by following this documentation: [https://portabase.io/docs/agent/setup](https://portabase.io/docs/agent/…
- @haroldp (2): How does the agent install work with Azure MSSQL?
楼主抱怨自托管 ROM 管理器 RomM 在大库扫描、删除和重命名 ROM 时表现混乱缓慢，正在寻找支持多用户、类 Plex 体验的替代方案。
This app is driving me crazy I have RomM on my server as a Docker, and it runs fine as an app, also serves my friends and family just fine. For more than a year now. The issue with RomM it's core reg…
受众观点：① 有用户表示自己使用 RomM 没遇到类似问题，并解释 RomM 会解压和哈希校验 ROM、调用多个元数据源，建议通过减少数据源或调高 SCAN_WORKERS 来提速（@mike94100, 7分） ② 另一位用户认同大库下 RomM 很慢，已经基本放弃，说明“可扩展性和大规模库性能”是核心痛点（@TheAndyGeorge, 5分） ③ 有人分享自己 500 游戏、22 平台的大库在 Quick Scan 和合理目录结构下运行良好，强调按官方推荐的文件夹组织和针对单个游戏重扫的重要性（@BoberMod, 3分）
展开评论
- @mike94100 (7): I’ve been using it a while and haven’t really had these issues. For scanning, is it slow relative to the speeds other people get on Romm with similar hardware and games? Or slow relative to how fast you think it should be? Or slow relative to Batocera with same files? I believe…
- @TheAndyGeorge (5): I'm with you, I've kinda given up on it given how slow it is for larger collections. Haven't found a replacement yet.
- @TheExoticBeard (3): It slow relateve to Batocera for example Thanks for SCAN\_WORKERS tip will do that for deleting imagging adding a platform forlder which has .zip files then you want to unzip everything the issue that after unzipping and deleting the zip files RomM dosen't relise that zip files…
- @TheExoticBeard (3): I use it on my PC to link it to RomM its an awesome app for single user
- @BoberMod (3): I don't know what your library size is, but I have 500 games from 22 platforms that take 900 GB of space. I use Quick Scan, and it works fine for me on a server with 2 CPUs and 2 GB of RAM. For cases when you change filename - I trigger a rescan of the specific game, and it work…
版主发帖说明 Reddit 当前平台故障导致 r/selfhosted 子版的自动化机器人暂时停摆，承诺在官方修复前会人工清理垃圾信息。
Hi guys, just a quick post to let you all know that Reddit is having some issues currently (https://www.reddit.com/r/Devvit/s/wJQxFwd5U5), which causes our bot to not work. Please be reassured that i…
受众观点：① 顶层评论是典型的 AI 说明占位，提示展开回复可了解帖子中 AI 的使用方式，说明大家对社区里 AI 参与度和透明度有兴趣（@luckiestredditor, 35分） ② 有人调侃 OP 从不使用 AI，并用 AI 语气改写公告，反映出用户对“人写 vs AI 写”公告文风的敏感和玩笑氛围（@ozone6587, 24分） ③ 还有用户用“Bet its DNS”式老梗回应，说明技术细节本身不是焦点，更多是对 Reddit 故障的习以为常和吐槽（@CompetitiveCod76, 3分）
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- @luckiestredditor (35): Expand the replies to this comment to learn how AI was used in this post/project.
- @ozone6587 (24): OP: I never use AI ever. --- *Would you like me to make it more formal or clearer? — It might help get the point across more efficiently*.
- @CompetitiveCod76 (3): Bet its DNS.
- @FnnKnn (1): It’s working again.
楼主在 ZimaOS 上用 Pi-hole 想给智能电视去广告却效果不佳，怀疑是流媒体服务内嵌广告或设备绕过自定义 DNS 导致拦截失败。
I'm running PiHole container on ZimaOS. On an HP Office PC. I have run it with the default block list, and with numerous other lists. I have also turned off IPV6. But it just seems like my PiHole is…
受众观点：① 高赞评论指出很多智能电视和流媒体棒会硬编码 DNS，需要通过路由器防火墙阻断 DoT/DoH、限制外部 DNS 并强制流量走 Pi-hole，同时提醒部分广告与视频同域无法通过 DNS 层屏蔽（@1WeekNotice, 69分） ② 有人补充建议不要直接联网使用智能电视，而是用独立 Android 盒子作为唯一联网终端，以减少预装软件和隐私收集（@xanecer118, 17分） ③ 其他评论从 DHCP 配置、阻断外出 DNS、重定向到 Pi-hole 等角度给出具体规则示例，说明大家很关心在现有路由器上如何落地这些网络策略（@eekrano, 4分；@ThisIsntAThrowaway29, 4分；@Daronsong, 17分）
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- @1WeekNotice (69): Most smart TV, streaming sticks, etc hardcode there DNS. Meaning it will not use your declared DNS on your router. You can prevent DNS highjacking by setting up firewall rules and routes. For example - block DOT (port 853) on your network and force traffic to go to your Pihole o…
- @xanecer118 (17): Only truly correct/proper response in the comments. To add, nothing wrong with buying a smart TV but it is probably... fortuitous... to just buy an Android box as the only networked/connected device. Your smart TV is running Android, which is a linux OS. Any other android box wi…
- @Daronsong (17): Smart TVs can have the ip addresses for ad services hard coded
- @eekrano (4): 1. If your pihole is not managing DHCP, make sure the router (or whatever manages your DHCP) is handing out the correct DNS server - e.g. if you hardcoded the DNS server into your computers / devices instead of having your network hand it out, fix that 2. Block DNS outbound on y…
- @ThisIsntAThrowaway29 (4): Might be different if youre not using ubiquiti hardware but... as per:https://community.ui.com/questions/Block-DNS-protocol/2804f65b-52d7-4048-938d-2859a6ca123e I was able to do it in the GUI. 2 rules are needed. First one on WAN In to allow the udp traffic from the desired IP a…
4ga Boards 是一款 MIT 协议开源的实时看板项目管理工具，支持看板与列表双视图、Markdown 卡片编辑、SSO 以及通知和 API 集成等特性。
It’s an open-source (MIT), real-time project management tool built for team coordination, faturing: * Two views: a Kanban-style board with lists and easy drag-and-drop cards, and a list view (similar…
受众观点：① 有用户对官网定价页感到困惑，直接询问自托管是否现在和未来都免费，说明大家非常关注开源项目的授权边界和后续收费风险（@KMuncie, 3分） ② 另一位用户回忆之前用过该项目，印象不错但不记得为何迁出，并提到它可能是从 planka fork 而来，关注项目的来源和演进路径（@JSouthGB, 2分） ③ 还有人希望从 WeKan 迁移过来，询问是否支持自定义插件以实现迁移脚本，反映出潜在用户在意迁移成本和二次开发能力（@Widget2049, 2分）
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- @KMuncie (3): I am confused by your pricing page. Is this free to self-host today and in the future?
- @JSouthGB (2): I was using this at some point a year or year and a half ago, but I don't quite remember why I moved away. It was good from what I remember. Also, if memory serves, this was forked from planka at some point?
- @Widget2049 (2): I'm wondering if i can use this to migrate from WeKan. is there any method for self-created plugin? (so i can make my own migration schema) WeKan has been going downhill in past few months and we're stuck in old version since the new one looks like a 5yo toys. really desperate t…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Sekelton (1): Gotta love it when they don't include a link to their github, website, etc.
MinusPod 作者基于播客去广告场景，对 12 家提供商的 32 个 LLM 做了系统基准测试，比较它们在广告段检测 F1、成本和 JSON 合规性上的表现。
I maintain MinusPod, a self-hosted podcast server that uses Whisper and an LLM to strip ads. Users kept asking which LLM to use, and I didn't have a real answer. So I built a benchmark. **What was te…
受众观点：① 有人建议把这套基准分享给 r/LocalLLaMA 社区，说明自托管 LLM 用户对真实任务评测数据非常感兴趣（@jooojano, 1分） ② 有用户关心在多用户场景下是否会对同一播客重复调用 LLM，提出能否集中共享检测结果以节省算力成本（@HacerM4N, 1分） ③ 作者回应解释当前测试主要用于比较模型准确性，并提到 MinusPod 已支持导入导出模式列表，未来可以通过众包共享已标注广告段，这引发对“共享模式 vs 隐私”的进一步思考（@ttlequals0, 1分；@Prudent-Corgi3793, 1分）
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @jooojano (1): Maybe the folks at r/LocalLLaMA would like this benchmark, since it has self hosted LLMs. You could post there.
- @HacerM4N (1): This means that each person runs LLM check on episode and gets back same result? So if there are 300 users looking at same podcast, same episode this will be run 300 times? Is there no way to centralize results and use them if available?
- @ttlequals0 (1): The tests are primarily meant to determine which LLMs are more accurate and consistent. The thing that would be useful to share is the detected /created patterns, which are the actual segments flagged as ads. The API already supports import/export of patterns. I think the best u…
- @Prudent-Corgi3793 (1): Thanks, I appreciate all your hard work. I definitely did not test nearly as rigorously as you did, but on my Ollama set up, the non-thinking models outperformed more advanced (later generation) thinking models at parsing the JSON from transcription. However, I couldn't figure o…
楼主用 Immich 管理家庭照片并坚持手动整理目录，正在寻找比 SMB 共享更顺滑的 iOS 手动传照片到服务器方案。
I just set up Immich for our household using entirely external libraries, as we have our photos manually organized in folders. So to import stuff into Immich we transfer photos into the folders manua…
受众观点：① 有人推荐在所有设备上安装 LocalSend，并把电脑端接收目录指向 SMB 同步文件夹，实现从手机一键无线发送到服务器（@sana48, 2分） ② 评论补充 LocalSend 支持文件夹传输且能保留目录结构，解决了楼主对现有手动整理方式被打乱的担心（@sana48, 1分） ③ 也有人建议搭建轻量级 Web 文件浏览器如 Filebrowser，通过浏览器上传来简化操作，说明大家在探索“尽量少装 App、靠 Web 入口完成传输”的路径（@scroll_tro0l, 1分；@lljasonvoorheesll, 1分）
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- @sana48 (2): You can download [Local send](https://localsend.org/) on all your devices and use it for sending files wirelessly without much friction. you just have to go to the LocalSend>Setting on your pc and set the destination to your sync folder (which I guess its SBM here? im not sur…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @sana48 (1): forgot to say, it supports folder sharing and it keeps the structure intact if thats a concern here.
- @lljasonvoorheesll (1): Localsend works well for this. Set the PC destination to your SMB folder and just share from the phone. No babysitting the transfer once it starts.
- @scroll_tro0l (1): Could you setup some lightweight web file browser and do it that way? e.g. Filebrowser?
帖子作者在自建 Jellyfin 媒体服务器时，用 Gluetun 只给 qBittorrent 走 Mullvad VPN，结果 DHT 节点变成零、做种和下载速度大幅下降，来求助如何兼顾隐私和正常下载。
Hello, I recently decided I wanted to get into self hosting a media server using Jellyfin. It has largely been successful, however, I have one issue. I have Jellyfin (native), Sonarr, Radarr, Prowlar…
受众观点：① 有人提醒要让 qBittorrent 绑定到 tun0 而不是 eth0/eth1，避免绕过 Gluetun 导致连接异常（@Manor_Master, 3分） ② 评论里在讨论 Docker Compose 里用 network_mode: service:gluetun 和依赖顺序，避免 VPN 未就绪时 qBittorrent 启动错过网络（@Manor_Master, 2分） ③ 帖主在追问看不到 tun0 只有 wg0-mullvad，说明不少自托管用户对 WireGuard 接口命名和实际路由关系并不熟悉（@Regiox461, 多条各1分）
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- @Manor_Master (3): Try ensuring that qbittorrent is using tun0 instead of eth0 or eth1 (which is usually the default) gluetun uses the former, your host uses the latter
- @Manor_Master (2): In docker compose yml ensure you are using network_mode: service:gluetun in your qbittorrent config, might be worth adding a dependency on qbittorrent to wait for gluetun to start. If VPN isn’t up before qbittorrent it can miss things Edit: typo
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Regiox461 (1): The only two options I can see in qBittorrent are lo and eth0, how would I go about making tun0 visible to it? ETA: I don't have a `tun0` in `ifconfig`, I assume `wg0-mullvad` is the equivalent to this though?
- @Regiox461 (1): Thanks, I'm pretty sure both of those things are already in my config included in the post
一位独立开发者分享自己给 script7 做 SEO 的实战心得，从长尾关键词、功能落地页、Schema 标记到目录站引流，给完全不懂 SEO 的 solo founder 提供了一套可执行的基础打法。
spent the last few days doing seo for script7 properly for the first time. learned a lot. sharing it so you don't have to figure it out the hard way. your biggest problem is probably invisibility. if…
受众观点：① 有人指出这套 SEO 方法是通用基础，但不同业务需要更个性化的营销策略，并强调先在各渠道铺开存在感再逐步收拢（@Due-Tangelo-8704, 2分） ② 有创始人分享自己从“登录墙产品”转向围绕具体“任务场景”写页面，并持续优化 Capterra、Futurepedia 等目录站前几行文案来提升转化（@Potential_Fee_3962, 2分） ③ 多位评论补充内部链接和可索引文档/变更日志的重要性，认为 solo 网站普遍忽视站内结构导致权重浪费（@Born-Exercise-2932, 2分; @Otherwise_Economy576, 2分）
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- @Due-Tangelo-8704 (2): This playbook kind of gets to the basics but SEO if very personalised marketing, meaning it depends on business to business. But right now as things are spread your presence at scale and then start condensing from there, the competition is too tough to maintain a top spot for a…
- @Potential_Fee_3962 (2): I went through this exact shift when my product was basically a fancy login wall. What helped me was thinking in “jobs” instead of “features.” I wrote pages around moments like “how do I repurpose a podcast into shorts” or “turn Reddit threads into content,” and only then mapped…
- @Born-Exercise-2932 (2): the one thing that moves the needle early is internal linking — connecting your pages together with anchor text that describes what the linked page is actually about, most solo sites skip this and it's leaving a lot of easy authority on the table
- @snipextt (2): Going hard on distribution for the first time this week. Reply rates are brutal at zero audience, 30 cold DMs got 4 replies, X takes get 200-500 views and 1-2 likes. Directories surprised me most, half are paid now, free ones have queues, the ones with real traffic gate behind r…
- @Otherwise_Economy576 (2): solid list. one extra lever: keep publishing indexable HTML beyond the homepage (short docs, changelog, example outputs) and internally link into each feature lander. Google gets a clearer entity plus more entry queries without chasing giant head terms.
发帖者以一千美元出售一套面向餐厅的 AI 管理 SaaS 源码和商业授权，包含语音点单、订位和运营自动化等功能，目标买家是想快速切入餐饮 AI 赛道的创始人或机构。
Selling Full AI Restaurant SaaS (Source Code + License) – USD $1,000 Hey everyone, I am selling the complete source code and license for an AI-powered restaurant management SaaS platform I recently b…
受众观点：① 有人质疑一整套 AI 餐厅 SaaS 只卖 1000 美元的定价，暗示对产品成熟度和真实市场验证的疑问（@Knoledge-is-power, 2分） ② 多位评论建议去 r/RestaurantOwners 等餐厅老板社区推广，认为在开发者社区曝光不如直接面向决策者有效（@hiten1818726363, 2分; @Dyldinski, 2分） ③ 有人关注餐饮 AI 市场本身，提到身边项目更聚焦员工排班等运营场景，并追问这套产品是否经过真实餐厅测试还是更像 SaaS 模板（@Ksantor1981, 2分）
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- @Knoledge-is-power (2): Why price so low?
- @hiten1818726363 (2): I think you should join restaurent owners subs and post it there. It can get you better leads their rather than showing it to devs. Devs will give you how to improve it and make it better but restaurent owners will tell you where to improve it and what to improve. Good luck
- @Ksantor1981 (2): Interesting space honestly. A friend of mine is building something somewhat adjacent but focused more on employee time/workforce management for restaurants and service businesses rather than ordering automation. Seeing a lot more AI tools moving into hospitality lately because r…
- @Dyldinski (2): Maybe check out r/RestaurantOwners :)
- @Knoledge-is-power (1): thank you
一位 indie hacker 做了个叫 Free Trial Guard 的小工具，帮用户记录订阅试用到期时间并生成日历提醒和取消清单，用来验证“免费小工具做获客渠道”的可行性。
I'm experimenting with some Free Tool Marketing and this is my first tool It’s called Free Trial Guard. [https://free-trial-guard.vercel.app/](https://free-trial-guard.vercel.app/) You add the trial,…
受众观点：① 多数评论认可这个点子解决了“我会记得取消”的普遍痛点，认为可下载日历提醒比手机临时闹钟更可靠（@Weekly-Active-2492, 2分） ② 有人从营销角度肯定免费工具策略，觉得无登录无邮箱的体验更容易建立信任，比传统引流磁铁更讨好用户（@Weekly-Active-2492, 2分） ③ 也有评论提出未来扩展方向，比如结合虚拟信用卡或浏览器扩展自动识别试用邮件，减少手动录入的摩擦（@jarehart, 2分）
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- @ZOL_AI_Team (2): Honestly there's something refreshing about a product that solves one tiny annoying problem well.
- @Weekly-Active-2492 (2): this is actually genius. i always tell myself i'll remember to cancel those trials and then boom, 15 bucks gone for some app i forgot existed. the downloadable calendar thing is smart - way better than just setting phone reminder that you'll probably dismiss without thinking. fr…
- @ZOL_AI_Team (2): Honestly the "future me will handle it" category probably has endless product ideas 😂 Trials are just one of those universally relatable pain points where literally everyone has been burned at least once.
- @ZOL_AI_Team (2): You gotcha. if you need any insights from me about your product just reach out me i am open to help with you.
- @jarehart (2): Cool idea. It would be great if this was coupled with a credit card that does virtual card numbers. You could almost have a browser extension that sees you're signing up for a trial -- calls for a new virtual card number, throwaway email for the trial account -- and then monitor…
Wandoria 创始人复盘从零受众到卖出 20 个 founding spots 的三周过程，发现几乎所有转化都来自 Reddit 帖子和基于这些对话的暖 DM，而 Product Hunt 和 LinkedIn 几乎没效果。
Three weeks ago I had zero audience, zero customers and a coming soon page. Here is the honest channel breakdown of how Wandoria got to 20 founding spots. Quick context: Wandoria is a global company…
受众观点：① 评论普遍认同 Reddit 在早期找同类用户和获得真实反馈上的价值，但前提是持续输出有用内容而不是硬推产品（@hiten1818726363, 2分; @flammer20, 2分） ② 有人强调“在已有互动的线程里继续对话”的转化率最高，短 DM 引用对方问题再给一个明确下一步，比冷启动渠道如 Product Hunt 更有效（@Otherwise_Economy576, 2分） ③ 也有创作者分享自己在多渠道乱投放的经历，感叹找到真正匹配的分发渠道比具体营销动作更难（@hiten1818726363, 2分）
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- @hiten1818726363 (2): Reddit only works when you mostly give value and talk to users like human. Other than that x and threads are good for dev type niche if you are targeting app/saas founders. Btw I have been there too like marketing everywhere and didn't knew what to do and how to get users. That…
- @Otherwise_Economy576 (2): best early channel for me: people who already replied in thread, then a short DM that quotes their question and one clear next step. PH felt like parallel launches so intent was thin.
- @flammer20 (2): I think reddit seriously plays a major role of you are starting something because sometimes you get the like-minded user or like-minded people who you were looking for
- @thegreatsorcerer (2): Great insights and feedback. Also making 20 sales in a few weeks is incredible. Congratulations. How did you do Product Hunt Outreach? Were you DMing the users there or did you launch on Product hunt?
- @thegreatsorcerer (2): Thanks for the info and best of luck for your launch.
一位 18 岁创始人复盘自己做 SaaS 第一个月的体会，从孤独感、分发和产品是两套技能，到早期就要关注留存、真实数据比营销话术更有用，以及休息和犯错都是过程的一部分。
nobody tells you how lonely the early days are. you're building something, you believe in it, but most days nothing moves. no signups, no feedback, just you and the product. that part doesn't get tal…
受众观点：① 多位评论强烈共鸣早期的孤独感，并鼓励楼主坚持，认为把分发当作系统性工作而不是随缘发帖能缓解无力感（@high-roller-all-in78, 2分; @josegpacheco, 2分） ② 有年长创始人表示自己四十多岁才做第一个 SaaS，同样在经历这些学习曲线，被楼主的坦诚和总结鼓舞（@to-d-max, 1分; @Big-Pepper9305, 1分） ③ 也有人强调分发是所有增长的起点，建议先深挖一个渠道并用数据记录有效内容，而不是在多个平台浅尝辄止（@remyartemis, 1分）
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- @josegpacheco (2): Keep grinding!
- @high-roller-all-in78 (2): The loneliness point is real. What helped me most was treating distribution like product work instead of mood based posting. Pick one place, show up there every day, and write down which posts actually start conversations. That keeps you from bouncing between ten channels and ca…
- @to-d-max (1): You're 18, and I'm 41. I just launched my first SaaS a few days ago and am going through the same experiences you recently described learning about. I'm inspired by your efforts and words to keep at it.
- @Big-Pepper9305 (1): Its never to late you got this keep pushing
- @remyartemis (1): Distribution jumpstarts everything. No traction happens before you nail that part. I learned to focus on mastering one channel first. Get it right, extract insights, and then move on. Broad approaches just waste time. Diving deep into one platform can spark the movement you need…
发帖者抛出一个挑战：如果只有 30 天要靠一个新 SaaS 赚到 250 美元，你会怎么选题、怎么验证、瞄准哪类用户，以及如何在不大量开发的前提下快速验证需求。
You have exactly 30 days. Your goal is simple: Build a SaaS product and make at least $250 in revenue. What idea would you pick today and why? How would you choose the idea instead of wasting time on…
受众观点：① 有人认为只要销售和营销能力够强，几乎任何产品都能卖出去，产品本身反而不是最难的部分（@burning_shipfx, 1分） ② 评论里多次强调分发比产品更难，很多平庸工具因为懂得找到受众和讲问题反而更容易赚到第一笔钱（@Ksantor1981, 1分） ③ 也有人回到基本面，提醒先找到明确痛点和需要解决问题的人，再去构建工具，而不是为了挑战随便造 SaaS（@jarehart, 1分）
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- @burning_shipfx (1): I would say you can sell anything if you have good sales and marketing skill, so i would say these matters more than the actual product or idea.
- @Ksantor1981 (1): Honestly I think the hard part is barely the product anymore. It’s distribution. I’ve seen people make $250 with a mediocre tool just because they already knew where to find the audience and how to talk about the problem. And I’ve seen technically great products make $0 because…
- @piyushksinha89 (1): This is so true and close to what we faced ourselves while running a marketing agency. Small teams usually have a lot on their plate and distribution is something they find difficulty is maintaining consistency especially social media. We are trying to solve that by building htt…
- @OfferBeneficial9243 (1): [ Removed by Reddit ]
- @jarehart (1): Are you just looking to make $250, or are you looking to create something that could make way more than that? You gotta go back to the basics. Find a pain point and build something that will fix that pain point Then go find the people that need your tool to solve that pain.
一位开发者分享自己面向开发者的社交媒体发帖 API 上线四周就做到 200 美元 MRR、13 个付费用户的进展，并总结 SEO、免费工具、LinkedIn 和与用户直接对话是目前最有效的增长来源。
(Yep, $200 MRR, not $200K 😅) About a month ago I quietly launched my product , a social media posting API for scheduling and automating content across platforms. Here’s where things are at after 4 we…
受众观点：评论区尚无有效讨论，暂时看不到其他创始人对渠道拆解或产品形态的补充观点（无评论）
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- _无评论_
一位开发者用 Claude 做婚礼 AI 礼宾与筹备助手，接入自建 MCP 服务为 29 位宾客处理 8000 多条消息，还被朋友们疯狂越狱当成技术挑战。
r/ClaudeAI I made an AI concierge for my wedding guests. The second most popular…
受众观点：① 开发者对朋友们如何花式越狱婚礼礼宾 bot 很感兴趣，把它当成安全挑战和聚会娱乐（@Thin_Sky, 220） ② 大家觉得在到处都是聊天机器人的时代，这个婚礼场景的应用依然很新鲜、有趣（@redcoatwright, 209） ③ 看到 29 人就能刷出 8000 多条消息，很多人被这种真实使用强度和参与度震惊，觉得是个很好的产品验证信号（@the_king_of_soupRED, 151）
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- @Thin_Sky (220): Yeah, my friends were tenacious. We're software developers so I think they really took it as a challenge to jailbreak it. The logs are quite entertaining. As time went on in the day, the attempts went from carefully planned to poorly spelled drunken rants. I'm going to make a lo…
- @redcoatwright (209): The world is saturated with chatbots but like this one is pretty neat.
- @the_king_of_soupRED (151): 29 people used it and there were over 8,000 messages!? That's crazy haha
- @Thin_Sky (83): I from the US. I made a wedding planning assistant to help plan our destination wedding in my wife's home country of Mauritius. I then made a concierge ai assistant that hooked into the API via mcp server to grab info for users. The results were...interesting..
- @ReklisAbandon (64): Entertain developers during a social event with this one neat trick
Anthropic 在 Claude Code 推出 Agent View 研究预览，用命令行集中管理并行会话和异步 agent 任务，支持在所有付费计划中使用。
One list of all your sessions, available today as a Research Preview. Run `claude agents` to start dispatching multiple sessions at once. Each one keeps running without taking up a terminal tab. See…
受众观点：① 有人感叹 Anthropic 正在把各种小创业点子一一产品化，认为这个会话列表功能做得很顺眼（@Extra-Feature-8163, 253） ② 一些人担心围绕 Claude/OpenAI 做壳应用的创业公司寿命，觉得基础模型厂商节奏太快会直接碾压这类功能型创业（@ozarkexpeditions, 52） ③ 也有人吐槽「列出活跃/非活跃会话」这种点子太基础，单独拿来做创业本身就站不住脚（@addiktion, 38）
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- @Extra-Feature-8163 (253): I swear Anthropic's just running over each start-up or idea anyone has. Looks good, what can I say.
- @ozarkexpeditions (52): Shouldn’t start up question how long they’ll be around based on the trajectory for AI? Especially any apps that wrap Claude or OpenAI.
- @cakes_and_candles (51): i love the claude mascot lol, one of the best things Anthropic have done
- @addiktion (38): Anyone building a startup on making a list of active/inactive sessions deserves to go under. That isn't a business, its programming 101.
- @LastNameOn (28): its simple: if your startup idea is something that claude should have, its not your idea. I made [Storybloq](https://github.com/Storybloq/storybloq). and I hope claude comes up with its own similar solution soon. I made it out of necessity.
curl 维护者分享使用 Anthropic 的 Mythos 扫描工具审计代码的结果，最终只确认出一个低危漏洞和一些普通 bug，引发大家讨论 AI 安全扫描的真实价值与噪音。
r/ClaudeAI Curl maintainer utilized Anthropic's Mythos scan: 1 confirmed vulnera…
受众观点：① 有人指出 curl 本身是极少数维护极好、质量极高的开源项目之一，因此 Mythos 还能挖出一个漏洞已经很不容易（@this_for_loona, 238） ② 有评论认为在这样高质量代码库里还能找到漏洞却被作者评价为「被过度炒作」，这种态度有点自我安慰（@iemfi, 93） ③ 也有人详细梳理文章内容，强调 Mythos 报告里 5 个所谓「已确认」问题，最后只有 1 个被维护者认定为低危 CVE，其余要么是误报要么只是普通 bug（@FauxLearningMachine, 82）
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- @this_for_loona (238): I mean he said it himself - this is one of the most well developed and maintained open source repositories in the world. I would expect that it has relatively few bugs of note given how he described its maintenance approach. But curl is probably an exception, not a rule.
- @iemfi (93): Kind of ridiculous that Mythos did find a vulnerability in probably one of the most polished and high quality pieces of code humans have made and he concludes it is overhyped. Sure it's not trivial functionality but curl isn't exactly a browser or something. Such cope lol.
- @FauxLearningMachine (82): For people who didn't bother reading the article, this headline really buries the lede a bit: > Before this first Mythos report, we had already scanned curl with several different very capable AI powered tools... A bunch of the findings these AI tools reported were confirmed…
- @lupin-the-third (66): It says that previous AI tools found more and bigger exploits. He was impressed but didn't find it ground breaking.
- @Successful_Plant2759 (64): For a project like curl, "one confirmed vuln + a pile of bugs" is actually a pretty strong result, but only if the review cost stays low. The metric I care about is not raw findings, it's maintainer-hours per real issue. If an AI scanner gives you 20 plausible reports and 1 is s…
一条围绕“git push”心态的轻松讨论帖，大家分享把侧项目真正推上版本库、从本地玩具变成真实项目时的心理门槛和开发习惯。
r/ClaudeAI Git push ftw
受众观点：① 有人认为不再害怕 git push 的那一刻，项目才算真正开始，很多副项目都死在「等准备好再推」的阶段（@Happy_Macaron5197, 15） ② 有开发者表示自己一天 push 多次，反问这是不是更健康的工作流，引发大家对提交频率的讨论（@seagull_denim, 4） ③ 还有人分享自己卡在技术栈选择和是否重构的岔路口，提到开始用 Claude Code 后另一个项目的构建变得更干净但也带来信息过载（@Agreeable-Bit9414, 3）
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- @Happy_Macaron5197 (15): the moment you stop dreading the git push is the moment the project is real. most side projects die in the "I'll push it when it's ready" phase. getting it into version control first, even if the code is ugly, is what separates the ideas that actually exist from the ones that li…
- @Choose_ur_username1 (6): Push it in the name of God.
- @Certain-Way6763 (5): Logan Roy?
- @seagull_denim (4): Wait I push like 3 times a day...is that not how people do it??
- @Agreeable-Bit9414 (3): Even if its vibe coded? I have something I iterated on for weeks, got it workable. Playable. Hit the wall on it a bit, so now its either continue on the scaffolding and setup we put together for the project or deviate a bit/port to a new system. I genuinely don't know which is t…
用户发现 YouTube 上的 Claude FM 24 小时音乐直播中，常出现的音乐人 Ben Seretan 本人并不知道自己的作品被循环播放，引发大家对授权和分成机制的质疑。
**I emailed one of the musicians on Claude FM and he had NO idea his music was being used** So for those who don't know, Anthropic recently started a 24/7 lofi/ambient music livestream on YouTube cal…
受众观点：① 有人推测 Anthropic 可能是通过聚合或素材库服务拿到音乐授权，艺术家只是在复杂分发链条里没注意到那点收入（@dulberf, 113） ② 评论者一边去听 Claude FM，一边惊讶地发现发帖时正好在播 Ben Seretan 的曲子，加深了「被大量使用却不自知」的印象（@thekidisalright, 64） ③ 也有人认为现在信息不足，艺术家可能被坑，也可能是通过第三方授权在拿钱，只是金额太小不显眼（@philosophical_lens, 58）
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- @dulberf (113): It would be through a form of aggregation or stock music service. Anthropic would pay for a subscription, or have a deal with them, and the artist would be paid through that. Probably all of a few cents a month.
- @thekidisalright (64): I was reading this post and went to Claude FM and this very moment it’s play Ghost with Debts by Ben Seretan 😱
- @philosophical_lens (58): It's possible that he's getting ripped off. It's also possible that he's getting paid through some third party licensing agreement which he hasn't noticed (probably because the amount is too low to have been noticed). We don't have all the facts yet.
- @CarllSagan (38): Claude disregarding copyrights and creators? No never.
- @jovialfaction (24): My understanding is that if he's registered with Content ID on YouTube he should be getting paid (but probably only cents)
Claude Code 新增 `/goal` 命令和异步运行模式，支持设定完成条件后自动循环执行直到任务结束，并配合 `claude agents` 视图管理多会话状态。
Morning Everyone! Big one today (**104 changes!**): Claude Code just went async. The new `/goal` command lets you set a completion condition ("all tests pass and the PR is ready"), then Claude keeps…
受众观点：① 有人调侃现在可以 AFK 也能完成每周工作指标，把这当成自动化生产力的象征（@SilentDanni, 112） ② 也有人担心这种模式会一口气跑光配额，吐槽成了「运行到用量耗尽」的按钮（@No_Lie5232, 48） ③ 一些用户分享之前一直在手动看着循环跑，现在终于有官方的异步模式可以解放精力（@nkondratyk93, 9）
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- @SilentDanni (112): Now you can reach your weekly quota while you are afk.
- @No_Lie5232 (48): Run until your usage is gone.
- @kylecito (13): Can you alias base CC commands? /mrmeeseeks
- @reefine (10): 7:00 Claude, please align my div Okay, on it. First breaking this up into phases, this is a massive undertaking 3-72 weeks of work. 7:30am We have done enough in this session, why don't you get some rest and we will approach this again tomorrow Continue, you havent done anything…
- @nkondratyk93 (9): finally. been babysitting loops manually for months
一位开发者用 Claude Code 从零搭建了 Frateca 文本转语音应用，支持网页、PDF、图片文字转高质量音频并在 iOS、Android 和 Web 多端免费使用。
I’m excited to share a project I’ve been building over the past few months, created entirely using Claude Code! It’s a mobile app that turns any text into high-quality audio. Whether it’s a webpage,…
受众观点：① 有人对免费 web 版必须登录很反感，担心把 Google 账号交给一个小网站，质疑隐私和数据流向（@jtclimb, 53） ② 有评论从安全角度提醒，完全开放的免费服务容易被 botnet 滥用，认为不做鉴权会被「千刀万剐」式消耗（@carlemur, 15） ③ 也有用户质疑和直接用 Claude 加语音模型相比，这个应用的差异化价值在哪里，并反馈当前网页版本存在 bug、无法快进等体验问题（@Training_Bet_2833, 12; @SACCULUS-dope, 5）
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- @jtclimb (53): web version - I have to login for a free service? No thanks. Not trying to put you down, just giving feedback. Also, I really worry about security. Is my data going to you? I see your privacy claim, but all the website shows me is a way to login, give you my google. I somewhat t…
- @carlemur (15): I would discourage you from doing this tbh. How do you keep someone from using a botnet to farm your service at scale?
- @carlemur (13): Giving free wide open access to a service without authentication is death by a billion cuts. What you're asking for is impossible and unsustainable.
- @Training_Bet_2833 (12): How is it different from asking Claude to do it with a voice model for free on my laptop? Why need an app?
- @SACCULUS-dope (5): thats a good idea. Nice to see you got translation avaible! But the website is buggy (don't work) .... and you can't rewind or forward the audio in case you don't need to hear the first pages of a manual is not needed and we must play it back on another day and resart
一位在开发大型 SaaS 的用户询问 Claude Opus 4.7 在编程方面是否仍不如 4.6，引出大量对 4.7 懒散、质量下滑以及与 GPT‑5.5 对比的使用反馈。
I'm deep into development of a big SaaS that I'm launching soon, so I never even bothered experimenting with Opus 4.7 since the backlash I read here. But it's been a few weeks and I haven't seen as m…
受众观点：① 有用户强烈吐槽 Opus 4.7 在编码上变得非常懒散、任务完成度差，远不如之前 4.6 的主动性和细致程度（@Kitchen-Role5294, 100） ② 不少人选择继续用 4.6，认为这是目前最好的编码模型之一，并把 4.7 看成是为了省成本的退步版本（@Yog-Soth0, 35; @markeus101, 32） ③ 也有人直接表示在体验上 GPT‑5.5 更好，把它作为主要对比对象（@Terrible-Fig5971, 33），同时有少数声音认为 4.7 在特定配置下表现不错（@enowai88, 22）
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- @Kitchen-Role5294 (100): Opus 4.7 is so incredibly lazy right now that it's downright insulting. Not worth the money. Since switching to Opus 4.7 not a single task has been achieved completely. Everything is sloppy, badly done, lacking finesse and important parts that are affected by changes are left fo…
- @Yog-Soth0 (35): Still use Opus 4.6 For me, it has been the best model so far at coding.
- @Terrible-Fig5971 (33): Yeah, imo, gpt-5.5 is way better.
- @markeus101 (32): Tried the 4.7 once and switched back to 4.6 so fast and never looked back. Its their gpt 5 cost saving model not a improvement actually but a major lackie
- @enowai88 (22): What does your global CLAUDE.md look like? 4.7 has been a champ for me.
Reddit 用户吐槽频繁触发 Claude 使用上限，只能干等重置，并配上憋着等额度恢复的憋笑表情包。
Sometimes when between sessions and working heavily and suddenly limit breaks out... and waiting for it to reset... Video is funny on spot.... From Mr Bean movie
受众观点：① 关注如何规避 Claude 额度限制、提升使用效率的重度 AI 用户和开发者 ② 想在不升级高价订阅前提下，把多模型组合用到极致的独立开发者和学生用户。
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- @Top-Assumption6702 (3): This is very true but you can use Claude smartly to avoid this phenomenon. I always used to hit limits but then i discovered that my usage was the issue. Remember these as the steps that helped me better manage my Claude limits: 1. Claude burns tokens fast when context is long a…
- @CharacterLadder7781 (2): Bro..so true, so many hours waiting, me with my little patience made like 8 claude accounts jumping from one to other
- @fancypants_for_hire (1): How did you get around the phone verification? If I want to make another account I need a phone number.
- @scott3387 (1): You can get temp phone number websites but obviously you need to find some that hasn't been used yet.
- @igotquestions-- (1): Codex
有人把原本只面向 Claude Pro 用户的 Karpathy 编码技能重写成免费方案，用系统提示和项目指令在免费版里复刻这套严谨写代码流程。
The Karpathy coding skill is locked behind Pro. It doesn't use any Pro-only features, so I rewrote it for free plan chat workflows. Same philosophy, tuned for no terminal, no subagents, and a shorter…
受众观点：① 想用 Claude 免费版当主力写代码，但又怕上下文烧太快的独立开发者和工程师 ② 对 Karpathy 提出的 LLM 编码方法论感兴趣、想把它落地成自己项目内“技能模板”的技术用户。
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- @speedtoburn (16): What do you mean when you say that the Karpathy coding skill is “locked behind pro”?
- @count023 (11): never heard of this before, the Karpathy thing. Does anyone have evidence it actually works well?
- @flarenz (11): Well, the skill has 126k stars on [GitHub](https://github.com/forrestchang/andrej-karpathy-skills), the community loves it, and I believe it's a fantastic starting point for our own personalised Claude skills. The skill isn't even that complex; it's simple, common-sense stuff th…
- @pfs3w (9): I'm curious about this statement, too.
- @KaustavChat07 (4): Me too, what does that mean?
独立开发者因为母亲和几位阿姨都因乳腺癌去世，对现有健康类 App 的隐私和订阅模式不满，于是做了一款离线优先、无需账号的乳房健康自查记录应用 Bloom。
Built a breast health tracker after realizing I hated how most health apps handled sensitive data. A lot of existing apps required: \- accounts \- cloud sync \- photo uploads \- aggressive subscripti…
受众观点：① 关注隐私保护、尤其是健康和身体数据处理方式的产品经理和独立开发者 ② 想做有社会价值、但又纠结如何定价和变现的个人开发者群体。
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- @sillywebspinner (32): this is such an emotion-driven project, I've seen a lot on this subreddit but this genuinely feels like something that'll seriously benefit the world. Not enough women (myself included) ever check for things like this because we don't think it'll happen to us.. until it does, an…
- @Few-Veterinarian-377 (11): She will be so happy for what you are doing. I suggest that you should not be focusing on profit with this. This could help many lives, atleast you can warn them.
- @sixyz1991 (8): Thank you and I appreciate your feedback! It’s my long term goal to build something that has social impact and not purely for monetization. I’ve built a handful of stuff and this one is my favorite 🌸
- @sixyz1991 (5): Thank you for your kind words. And yes - monetization is not my priority this time - but the social impact through awareness. Appreciate it!
- @sixyz1991 (4): For sure! Android will be in the pipeline 🙏
开发者嫌现有 App Store 截图生成网站太复杂、按钮太多还要注册账号，于是自建了一个极简的 ezscreenshots.com 来快速生成上架截图。
i actually built this as an internal tool for my own app. I googled "App store screenshot maker" and the websites i found were super clunky and complicated. 50+ buttons, confusing UX, need to sign up…
受众观点：① 正在准备 App Store / Google Play 上架、但不想在设计截图上花太多时间的独立开发者 ② 对“dead simple”单功能工具感兴趣、想通过小工具练手产品和变现的新手开发者。
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- @Leather-Part3037 (3): "Dead simple" is so underrated as a product strategy. Screenshots are one of those things that look easy but take forever to get right. Nice one.
- @queen_of_yunkai (3): Cream is the new purple
- @alexnostahp (3): I just got done doing this for my app and it was a headache, would have been a great tool to have a few days ago 😅 One feedback. From the demo here i got the impression that i would simply have to add a screenshot and you added the device mockup image on top of it, which was one…
- @Character_Cup58 (3): Imo there's a niche for a proper automated AI screenshot creator, haven't seen a decent implementation yet.
- @abrownie_jr (2): Agreed on both fronts.
楼主发帖邀请大家分享自己做的应用，自己会按 1 到 10 分的尺度专门评价其中的付费功能体验和价值感。
Hey there! I am trying to test different apps to get ideas on what things I like and what not for a project I got in my mind. I feel like trying people’s projects here is an amazing idea, and I know…
受众观点：① 正在为自己 App 设计订阅或一次性付费功能的独立开发者 ② 想了解真实用户如何看待功能分层、免费试用和价格锚点的产品新人。
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- @Original-Ear2237 (4): I’m building an AI‑powered Family Vault — a private place where families can preserve life stories, voices, memories, and wisdom for future generations. The idea is simple: • You record a story, memory, or voice note • AI turns it into a polished chapter with photos, titles, and…
- @[deleted] (3): [removed]
- @pepo_trevi (3): [helm](http://trythelm.com) Would much appreciate some feedback.
- @Constant_Track_6520 (3): Hey man! This is just my opinion, but I personally wouldn’t use it with my fam. I love tech and AI but it feels like this would take me out of those moments of pure joy, no phones, just enjoying these family moments, wouldn’t want a thought like “oh yeah I gotta log this!”. Or a…
- @Constant_Track_6520 (3): 1st pic: too much going on and I am on the first screen, it feels kind of suffocating, maybe you could make this be like a forms? One question at a time? https://preview.redd.it/421v57hx0m0h1.jpeg?width=1206&format=pjpg&auto=webp&s=f120b3e2f557761a0fc5b3f53cf58e70cec…
一位在吉隆坡的西班牙工程师做了开源项目 My Poop，用社区点评和 OpenStreetMap 数据做公共厕所地图，支持评分、照片、实时状态和 PWA/Android 客户端。
I'm Ernesto, a software engineer from Spain living in Kuala Lumpur. I built **My Poop** — a community-driven app to find, rate, and review public bathrooms. **The problem:** You're traveling, you REA…
受众观点：① 对地图类、位置服务类产品感兴趣的独立开发者和 Web 工程师 ② 想用开源数据和 PWA 技术快速验证本地生活类点子的小团队或个人。
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- @FormerPassenger1558 (3): Seinfeld
- @Ireallydonedidit (1): Can you spare a square?
- @TripleKayso (1): Great project , loving the idea!!!!!
- @Psychological_Top607 (1): Thanks man!
- @camppofrio (1): OSM seed data makes sense for cold start, but curious how stale it is in practice. What percentage of those 25k pins have at least one community edit yet?
SideProject 版主发起话题贴，邀请大家在评论区分享自己正在做的创业项目或副业产品，方便互相发现和交流。
# Hi Everyone, # Curious to hear what everyone is building!
受众观点：① 经常在 Reddit、Product Hunt 等平台寻找灵感和竞品的独立开发者 ② 想通过公开分享贴获取早期用户反馈或互推机会的初创团队成员。
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- @BackgroundNice9331 (5): I’m building Tastebuddy! It’s designed to end the 'I don't know, where do you want to eat?' debate. You start a session with friends or family, everyone swipes on local spots, and the app finds the match. [Tastebuddy](https://usetastebuddy.vercel.app/)
- @[deleted] (5): [removed]
- @1nteger (3): Made a daily map game for my friends and I https://www.redactedmaps.com/ Basically you need to guess what the map is showing
- @Sweegyy (2): That was actually quite fun.
- @joibert (2): Agree, cool idea. Love games that are educational and fun at the same time like this
楼主看到 Tetr 学生参观一家看似普通的垃圾回收公司却赚得很多，感慨很多赚钱生意表面并不性感，并请大家分享见过最意外赚钱的商业模式。
Recently came across this video of Tetr college students visiting a waste collection business, and apparently doing crazy numbers. And honestly, it made me think, a lot of the best businesses sound u…
受众观点：① 正在纠结做什么项目、容易被“性感赛道”吸引的新手独立开发者 ② 想从传统行业或线下服务中挖掘灵感、再用软件和 AI 去提升效率的技术创业者。
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- @camppofrio (1): Self-storage is the one that always gets me. You're essentially renting empty air and the margins hold up forever. What's the worst-sounding one you've actually seen work?
- @soldture (1): Glass bottles are great for recycling. Basically, you can melt them down and reuse the material forever.
作者不想为 Wispr Flow 付费，于是用 Parakeet、Whisper 和 Gemma 4 做了一个本地离线的 macOS 菜单栏语音转文字应用。
Two weeks ago I read a study that said people speak about 3x faster than they type. One of those things you've sort of always known but never actually sat with. So I started looking at voice-to-text…
受众观点：① 很多评论者关注用本地算力和开源模型替代 15 美元订阅、把“订阅税”换成一次性折腾成本的爽感（@Shot-Ad8790, 3分） ② 有人特别喜欢根据不同应用选择不同“润色风格”，希望在 Slack、IDE、ChatGPT 等场景下都能自然衔接（@sajde, 3分） ③ 一些用户关心延迟和可用性，提到之前用 whisper.cpp 时释放按键到粘贴的延迟太长，希望了解 10 秒语音在双模型链路下的端到端速度体验（@mrtrly, 3分）
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- @Shot-Ad8790 (3): You replaced a $15/month recurring tax with two weeks of glorious fan noise and zero regret. True open-source rebellion: sabotage subscriptions with local CPU cycles.
- @sajde (3): looks great, especially the different „polishing“ styles, depending on the app you’re dictating into!
- @endangeredirish (3): Fair play mate, looks good, I'm windows unfortunately so can't test it out, but didn't like Wispr either. Moved to Aqua voice on windows and loving it so far, voice dictation has been amazing for my work. Best of luck!
- @mrtrly (3): Hold-to-talk-then-paste is the part that actually makes this usable for LLM prompts. I tried something similar last year with whisper.cpp and a small polish step, and the release-to-paste latency was what killed it for me. Felt slower than typing on anything under 5 seconds. Wha…
- @nyfael (2): Love this! I will work put it on my laptop as soon as I get home, I was looking exactly for this. One question, at work we have an open plan and I can't talk loudly to my computer, there is a different "Wispr" app specifically for iOS where you literally whisper to your phone (i…
一位写代码十年的开发者第一次把自己的小工具上线，是一个帮 Framer 项目集中查看 z-index 的插件，用来鼓励别再过度思考而是先把最小问题做出来。
I've been coding for a decade now. And somehow all of that time went into building stuff for other people - shipping their features, solving their problems. None of it was ever mine. It's not like I…
受众观点：① 不少人共鸣“多年只给别人写代码、自己项目永远 70% 完成”的状态，觉得这个从 Framer 小痛点出发的插件故事很真实（@Ambitious-Age-5676, 2分） ② 有人强调小插件的价值在于教会你产品边界、发现性和真实使用方式，建议作者加反馈入口继续迭代（@Shot-Ad8790, 2分） ③ 多位开发者分享自己多年后才第一次发布个人作品的经历，强调持续做小而专注的工具是走出停滞的关键（@v5hr, 2分）
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- @Economy-Mud-6626 (2): this was me few months back.. :/
- @Shot-Ad8790 (2): Small wins like a plugin teach more than code: product boundaries, discoverability, and how users actually use features. If you want another win, add a quick feedback button so you learn which z-index edge cases to handle next.
- @Ambitious-Age-5676 (2): the "I could build it but I never did" feeling is so real. spent two years with a dozen 70%-done projects before I just shipped something ugly and moved on. the z-index origin story is such a good one, I love when it's a frustration so specific you know nobody else is going to f…
- @Due-Tangelo-8704 (2): This is how it starts, keep repeating the same pattern a small and focussed tool that does what it promises, thats all
- @v5hr (2): Can relate a bit. I worked 17 years building stuff for others. Pushed my first piece of work that I can call my own about 2 years back. Feels great, even though it's rarely used.
作者在荷兰做互动式情色 AI 文本故事网站，详细分享在支付、广告、SEO 等基础设施上被视为高风险行业后遇到的各种合规和获客难题。
I'm building a Dutch interactive AI storytelling website. Users pick a scenario, take a role, and the story unfolds through chat. The content leans into romance and erotica, and that's where everythi…
受众观点：① 有人做 kink/relationship SaaS 时遇到同样的高风险墙，分享通过转向“书迷”和同人圈、在 Discord、AO3 周边社群和荷兰浪漫小说群里做内容引流的经验（@InformationLumpy4369, 4分） ② 另一位做 prediction market 相关应用的开发者也被主流广告平台封杀，只能转向 Reddit、Rumble 等更宽松渠道，说明高风险标签不仅限于成人内容（@ck_overunder, 3分） ③ 有人感叹卖成人内容比卖毒品还难，并推荐用 Reddit 监控工具追踪相关讨论，说明大家在寻找更隐蔽、合规的获客和舆情监控手段（@symedia, 2分; @Melodic-Homework4640, 1分）
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- @InformationLumpy4369 (4): I went down a similar rabbit hole with a kink/relationship SaaS and ran into the same “everything is high-risk” wall. What helped a bit was shifting my acquisition away from “adult users” and toward “book people.” I ended up hanging out where romance readers already are: niche D…
- @ck_overunder (3): I feel your pain. My app is prediction market adjacent. For ads, permanently banned on TikTok when I submitted my first ad, denied for Insta/Google/Amazon, X auto-flags every ad I upload so I have to appeal. Can’t advertise on adult websites because US companies blacklist you ev…
- @symedia (2): I could faster sell drugs 😭 vs adult stuff
- @trafex (1): Thanks, those are some helpful tips! I'll look into those groups and see how I can post without coming across as if I only want to promote my product. It almost feel I need to built a new, totally free product that I can freely promote and that eventually promotes the paid produ…
- @Melodic-Homework4640 (1): In addition, you may find the Minrev Reddit Monitor useful; it allows you to track relevant conversations on Reddit for free.
作者被解雇后把原本的副项目做成一个记录一重复最大重量并按全球和地区排行的举重排行榜网站 toplifter.pro。
Got fired a month ago so i started to work on the side project i was working while working. It's a weightlifting leaderboard website with mobile support. Basically a logger for 1 rep maxs where you r…
受众观点：① 评论里不少人单纯为作者打气，觉得被解雇后做出这样一个举重排行榜网站很酷，甚至调侃解雇他的人根本不会举铁（@Sudden-Evidence-7876, 3分） ② 有人对产品本身感兴趣，称赞网站不错并在评论里聊起卧推重量等训练细节，说明目标用户对排行榜和数据记录有天然兴趣（@cnmpi, 3分; @tatandru, 3分） ③ 也有用户表示“很有意思”，但暂未给出具体产品建议，整体评论区偏情绪支持和轻度好奇（@alburt22, 2分）
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- @Sudden-Evidence-7876 (3): Great idea. Those who fired you probably can't even lift for shit
- @cnmpi (3): Cool website! Lmk when you're repping 225 on bench 😉
- @tatandru (3): if it's lbs i think i already am. i benched 110kg the most.
- @tatandru (2): thank you, though now i lift mostly for maintenance as i focus mostly on combat sports and do more combat specific lifting
- @alburt22 (2): very interesting
Kelviq 是一款面向 SaaS 和开发者的支付与计费工具，主打替代 Stripe 等方案来处理订阅和收款。
Kelviq
受众观点：① 产品被归类在 Payments 和 SaaS、Developer Tools 之下，说明目标用户是需要快速集成支付的开发者和小团队（@Overview） ② 页面重点推荐 Stripe 作为对标，强调其在发票和支付处理上的成熟度，暗示 Kelviq 需要在体验或定价上形成差异（@Stripe） ③ 还列出 Paddle、Dodo Payments、Polar、Lago 等替代方案，显示开发者在支付和计费工具上有很多选择，比较关注开源、合规和费用结构（@Paddle, @Polar, @Lago）
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- @Overview (0): * [Reviews](/products/kelviq/reviews) * [Alternatives](/products/kelviq/alternatives) * [Built with](/products/kelviq/built-with) * [Team](/products/kelviq/makers) * [Awards](/products/kelviq/awards) * More Payment Required Launch tags:[Payments](/topics/payments)•[SaaS](/topics…
- @Stripe (0): Financial infrastructure for the internet [4.9(414 reviews)](/products/stripe/reviews) [Invoicing tools](/categories/invoicing-tools)[Payment processors](/categories/payment-processors)
- @Paddle (0): The Merchant of Record for digital products [4.9(44 reviews)](/products/paddle/reviews) [Ecommerce platforms](/categories/ecommerce-platforms)[Tax preparation](/categories/tax-preparation) [Dodo Payments](/products/dodo-payments) Payments & Billing for AI, SaaS, and Digital Prod…
- @Polar (0): Open source monetization platform for developers [5.0(30 reviews)](/products/polar-6/reviews) [Ecommerce platforms](/categories/ecommerce-platforms)[Payment processors](/categories/payment-processors)
- @Lago (0): Open-source alternative to Stripe Billing and Chargebee [4.6(10 reviews)](/products/lago/reviews) [No-code Platforms](/categories/no-code-platforms)[Payment processors](/categories/payment-processors) [View more ](/products/kelviq/alternatives)
Open Vibe 是一款面向开发者的免费教育类 SaaS，帮助用户通过 GitHub 等资源以“vibe coding”方式理解真实代码库。
Open Vibe
受众观点：① 产品被标记为 Education、SaaS、GitHub 相关，说明目标是想通过真实项目学习编程的开发者和学生（@Overview） ② 有人指出理解代码库是 vibe coding 最大难点，尤其在大型项目上容易卡住，对工具在大代码库上的表现很感兴趣（@Pythagora） ③ Maker 回应目前运行在 Open SaaS 这种较大模板上效果不错，暗示产品已经在真实复杂项目上做了验证（@hot_town）
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- @Overview (0): * [Reviews](/products/open-vibe/reviews) * [Alternatives](/products/open-vibe/alternatives) * [Built with](/products/open-vibe/built-with) * [Team](/products/open-vibe/makers) * [Awards](/products/open-vibe/awards) * More Free Launch tags:[Education](/topics/education)•[SaaS](/t…
- @Scrimba (0): Helping devs learn by merging the IDE and video into one [4.9(78 reviews)](/products/scrimba/reviews) [Engineering & Development](/categories/engineering-development)[Code editors](/categories/code-editors) [Codédex](/products/codedex) Start your coding adventure ⋆˙⟡ [5.0(35 rev…
- @codedamn (0): Teach yourself to code [3.7(3 reviews)](/products/codedamn/reviews) [Project management software](/categories/project-management)[Engineering & Development](/categories/engineering-development) [GoIT LMS](/products/goit-lms) Empowering emerging markets with high-quality tech edu…
- @Pythagora (0): super cool! Understanding the codebase is one of the biggest issues with vibe coding and it's the reason why most people get stuck. I'd love to see how this looks on a bigger codebase Upvote (2) Report Share 10h ago [](/@hot%5Ftown) [Vince Canger](/@hot%5Ftown) [Open SaaS](/prod…
Hyperswitch Prism 是 Juspay 推出的开源无状态支付路由库，帮助应用一次集成就能切换多个支付处理商。
Juspay Hyperswitch
受众观点：① 产品被介绍为连接多个支付处理商的 stateless payments library，强调一次集成即可在不同支付商之间切换（@Overview） ② 页面列出 Stripe、Slope、Flutterwave、Rutter 等替代或互补方案，说明用户关心的是多地区、多渠道支付覆盖和统一接入（@Stripe, @Flutterwave, @Rutter） ③ 有用户看好开源支付路由能让小团队快速增加备份支付通道，但也担心自托管版本的 PCI 合规难度，希望了解托管版的定价和合规细节（@AKJ）
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- @Overview (0): * [Launches3](/products/hyperswitch-2#launches) * [Reviews9](/products/hyperswitch-2/reviews) * [Alternatives](/products/hyperswitch-2/alternatives) * [Built with](/products/hyperswitch-2/built-with) * [Team](/products/hyperswitch-2/makers) * [Awards](/products/hyperswitch-2/awa…
- @Stripe (0): Financial infrastructure for the internet [4.9(414 reviews)](/products/stripe/reviews) [Invoicing tools](/categories/invoicing-tools)[Payment processors](/categories/payment-processors) [Slope ](/products/slope-pay-now) The B2B Payments Platform [5.0(2 reviews)](/products/slope-…
- @Flutterwave (0): 1 API for ACH, card and mobile money payments across Africa [1.0(1 review)](/products/flutterwave/reviews) [Ecommerce platforms](/categories/ecommerce-platforms)[Payment processors](/categories/payment-processors)
- @Rutter (0): One API for every Ecommerce platform [5.0(2 reviews)](/products/rutter/reviews) [Ecommerce platforms](/categories/ecommerce-platforms)[Payment processors](/categories/payment-processors) [View more ](/products/hyperswitch-2/alternatives)
- @AKJ (0): •[1 review](/@jagadeesak/reviews) I like the project mission. An open source router can help small / single person projects to quickly add a backup payment option with very low overhead. But PCI compliance may be tricky for self hosted version, so awaiting on details of the pric…
Jotform 推出 Jotform Claude App，让用户在 Claude 里用对话方式创建、编辑和分析表单及提交数据。
Jotform
受众观点：① 官方强调这是第 46 次 Jotform 上线，说明产品本身成熟，这次重点是通过 Claude 实现表单的对话式创建和管理（@Overview） ② 页面列出 Tally、Formaloo、Typeform、Fillout.com 等替代品，显示用户在无代码表单和调查工具上有很多选择，关注易用性和集成能力（@Tally, @Formaloo, @Typeform） ③ 创始人介绍可以在 Claude 里直接创建、编辑、测试和查看结果，希望用户反馈实际用法，说明社区对“在模型里完成全流程表单操作”的体验很感兴趣（@Aytekin）
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- @Overview (0): * [Launches46](/products/jotform/launches) * [Reviews17](/products/jotform/reviews) * [Alternatives](/products/jotform/alternatives) * [Customers](/products/jotform/customers) * [Built with](/products/jotform/built-with) * [Team](/products/jotform/makers) * More This is the 46th…
- @Tally (0): The simplest way to create forms [4.9(99 reviews)](/products/tally/reviews) [Survey and form builders](/categories/survey-and-form-builders)
- @Formaloo (0): Build forms, web apps and portals without any code [4.7(46 reviews)](/products/formaloo-2-0-for-mobile/reviews) [No-code Platforms](/categories/no-code-platforms)[CRM software](/categories/crm)
- @Typeform (0): People-friendly forms and surveys [4.9(17 reviews)](/products/typeform/reviews) [Survey and form builders](/categories/survey-and-form-builders) [Fillout.com](/products/fillout-com) Make any form in minutes [5.0(13 reviews)](/products/fillout-com/reviews) [No-code Platforms](/ca…
- @Aytekin (0): [Jotform](/products/jotform) Hunter 📌 Hey Product Hunt 👋 I’m happy to announce the Jotform Claude App! We built this to simplify how forms are created and managed. Usually, you have to build forms step by step, then switch to other views or tools to test them and understand the…
Display.dev 是面向开发者的 AI 驱动 SaaS 工具，帮助把代码项目快速生成可展示的网页或 Demo，用于分享和推广。
display.dev
受众观点：① 产品被标记为 SaaS、Developer Tools、Artificial Intelligence，说明定位是给开发者的 AI 辅助展示/托管工具（@Overview） ② 页面推荐 Netlify、Cloudflare Pages、Tiiny Host、Wunderbucket 等替代方案，表明用户关心的是静态站点托管和快速分享项目的能力（@Netlify, @Wunderbucket） ③ 有用户直言“终于有人做了这个”，对解决开发者展示项目痛点表示认可，说明需求真实存在（@Outfunnel）
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- @Overview (0): * [Reviews](/products/display-dev/reviews) * [Alternatives](/products/display-dev/alternatives) * [Built with](/products/display-dev/built-with) * [Team](/products/display-dev/makers) * [Awards](/products/display-dev/awards) * More Free Options Launch tags:[SaaS](/topics/saas)•[…
- @Netlify (0): The platform for shipping web apps fast [5.0(49 reviews)](/products/netlify/reviews) [Web hosting services](/categories/web-hosting)[AI Coding Agents](/categories/ai-coding-agents) [Cloudflare Pages](/products/cloudflare-pages) Build Fast Sites. In Record Time. [5.0(20 reviews)]…
- @Wunderbucket (0): Simple hosting for creative people. [Design & Creative](/categories/design-creative)[Website builders](/categories/website-builders) [View more ](/products/display-dev/alternatives)
- @Outfunnel (0): Awesome that someone finally built this! Upvote (1) Report Share 10h ago [](/@ottilves) [Ott Ilves](/@ottilves) Maker