NousResearch 的 Hermes Agent 框架接入 SuperGrok，用户可通过订阅授权方式在 Hermes 中直接调用 xAI 的 Grok 模型，实现开源 agent 框架与商业顶级模型的整合
SuperGrok now in Hermes Agent https://t.co/IUNaPFwd01 ①@ivanfioravanti 第一反应是确认能否用 OAuth 授权接入，立刻想测试 ②@LLMJunky 关心能否通过 Hermes 原生搜索 X 而不触发 API 计费 ③@HeyYanvi 期待 Grok 图像生成能力与 Hermes 结合后的效果
NousResearch 的 Hermes Agent 框架接入 SuperGrok，用户可通过订阅授权方式在 Hermes 中直接调用 xAI 的 Grok 模型，实现开源 agent 框架与商业顶级模型的整合
①@ivanfioravanti 第一反应是确认能否用 OAuth 授权接入，立刻想测试 ②@LLMJunky 关心能否通过 Hermes 原生搜索 X 而不触发 API 计费 ③@HeyYanvi 期待 Grok 图像生成能力与 Hermes 结合后的效果
steipete 发布 OpenClaw 与竞品的性能基准测试结果，显示 OpenClaw 在速度上领先，但评论区对测试方法的科学性和产品实际可靠性提出大量质疑
①benchmark 科学性被质疑，open model 在质量指标上表现更好（@Teknium）②速度领先但升级多次崩溃的真实用户体验（@thomaslutz_）③有用户宁可慢也不想处理工具本身的复杂度（@null_user_value）
tibo_maker发起关于"创业是否已变成优化曝光而非真正解决问题"的讨论，12小时内收获90条评论，前独立CTO分享亲历创业文化变质
①build in public文化是否在奖励表演而非真实建设（@TravelerOfCode）②"创始人"头衔被当成目的而非过程（@Tekkarashi_g1）③创业的本质驱动力是否已被平台流量重塑（@dayonefoundry）
多位独立开发者在Twitter和Reddit同期分享SaaS冷启动期依赖SEO与Reddit社区内容实现有机增长的亲身经验：HsanC_坚持SEO复利路线，同时发现SEO流量正在转化为LLM可见性
多位独立开发者在Twitter和Reddit同期分享SaaS冷启动期依赖SEO与Reddit社区内容实现有机增长的亲身经验：HsanC_坚持SEO复利路线，同时发现SEO流量正在转化为LLM可见性；reddit案例展示了"竞品替代品"帖子获得70K+浏览并转化为付费用户的具体打法，以及零广告预算下第一笔有机销售的里程碑感受。
受众观点：受众最关心的是早期获客的心理验证和可复制方法。@salarshah-084（score 4，reddit/SaaS 有机销售帖）："that first organic sale hits different because it proves a stranger found the product valuable enough to pay without being pushed" @Deepak-AvairAI（score 2，同帖）："Don't add a new channel yet. First, call that customer. Not to upsell. To understand how they found you. That data is worth more than any growth hack right now."——两条评论揭示了同一真相：第一笔有机销售的价值远超金额本身，是验证产品市场匹配的信号。
OpenClaw 发布速度基准测试公开宣称力压 Hermes Agent，NousResearch 创始人 Teknium 在评论区强硬反击并质疑测试科学性，同期 Hermes 宣布集成 SuperGrok，Mac Mini 买家梗帖引爆 2.8M 次浏览，AI coding agent 工具圈的 OpenClaw vs Hermes 选边站争论全面爆发
OpenClaw 发布速度基准测试公开宣称力压 Hermes Agent，NousResearch 创始人 Teknium 在评论区强硬反击并质疑测试科学性，同期 Hermes 宣布集成 SuperGrok，Mac Mini 买家梗帖引爆 2.8M 次浏览，AI coding agent 工具圈的 OpenClaw vs Hermes 选边站争论全面爆发。
受众观点：受众最关心的不是谁跑得快，而是谁更稳、更不折腾。@null_user_value（score 9，Twitter 评论 steipete 基准帖）："Having started with openclaw and trying Hermes, I don't care if it took 10x longer to finish. It is just less of a mess to deal with." @thomaslutz_（score 8，同帖）："Switched to Hermes after OpenClaw broke three times in a row whenever I upgraded"——两条评论都指向同一结论：agent 工具的用户留存靠的是升级体验，而非性能数字。
Anthropic推出3门免费认证课程，同期出现针对Claude 4.7优化的提示词修复skill，两条内容共同指向同一话题：开发者如何系统性提升Claude使用效率
Anthropic推出3门免费认证课程，同期出现针对Claude 4.7优化的提示词修复skill，两条内容共同指向同一话题：开发者如何系统性提升Claude使用效率。课程覆盖Claude 101到AI Fluency，skill则提供60秒内优化bad prompt的实操工具。
受众观点：@kekkodamato_（score:1，Twitter）评论第二条帖子：「The AI Fluency one is worth doing even if you already use Claude daily. The frame — task decomposition + context management + iteration — clicks differently when it's laid out as a curriculum. Suddenly you notice the gaps in your own prompting.」点出了即使老用户也有盲区。@MaksimXBT（score:1，Twitter）质疑第一条：「4.7 optimization sounds like a static target, what happens when the model updates」——提示词技巧是否会随模型版本迭代失效，是真实痛点。
独立开发者 @thdxr 发推讽刺科技公司将旧产品全面包装成"AI原生"的AI washing现象，配图截图引发圈内开发者集体共鸣，1441个赞，评论区聚集大量类似经历的吐槽，折射出开发者对投资人驱动的AI表演式转型的普遍反感
独立开发者 @thdxr 发推讽刺科技公司将旧产品全面包装成"AI原生"的AI washing现象，配图截图引发圈内开发者集体共鸣，1441个赞，评论区聚集大量类似经历的吐槽，折射出开发者对投资人驱动的AI表演式转型的普遍反感。
受众观点：受众最关心的是 AI washing 背后的投资人压力与产品诚信之间的矛盾。@ryxcommar（score 19，Twitter）："every company has an investor led mandate to be 'AI native'... Someone needs to tell them it's OK to just be a database platform or a payment services API." @OurDin（score 20，Twitter）："watching every old dashboard get renamed an 'ai workspace' like the buttons learned to think"——两条评论都指向同一核心：AI标签已沦为给投资人看的表演，而非真实产品价值。
独立开发者 @dmitriychuta 的 Mac 专注工具 DeskMinder 即将推出重大更新（包含 iOS 版本），同时被设计师资源平台 @hellomacfolio 精选收录
独立开发者 @dmitriychuta 的 Mac 专注工具 DeskMinder 即将推出重大更新（包含 iOS 版本），同时被设计师资源平台 @hellomacfolio 精选收录。用户评价其为同类工具中设计和 UX 最出色的产品，已有多名用户表示成为日常使用的主力工具。
受众观点：@SpiritChirag（score:2，twitter）：「This is most polished focus app I have ever used, and I have used a lot of focus apps. Peak design and UX.」——来自重度用户的强力背书，强调横向对比后的差异化。@ZorrinApps（score:0，twitter）：「This app has become my daily driver. I launch it every day to stay focused while working. And I'm so glad I was among those first who bought it at a low price.」——早期用户视角，印证了低价早鸟策略的留存效果。
Anthropic 同日发布 Claude Code 两项重磅功能：Remote Control 允许开发者在手机端监控并控制终端中运行的 agent 任务，当前向 Max 用户开放预览
Anthropic 同日发布 Claude Code 两项重磅功能：Remote Control 允许开发者在手机端监控并控制终端中运行的 agent 任务，当前向 Max 用户开放预览；agent view 提供统一的多 session 列表管理界面，支持同时调度多个并行 agent。两条推文合计超过 7.3 万赞、约 1600 万次曝光，引发大量开发者讨论。
受众观点：@vlelyavin（score:325，twitter Remote Control 帖）：「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」——指出市场先发者已验证该工作流，Claude Code 是跟进而非首创，但体量让其成为主流。@TimJayas（score:680，twitter Remote Control 帖）：「Another day another update by Claude. Another Startup just got wiped.」——代表开发者圈对 Anthropic 快速迭代节奏的集体感知：功能密度正在淘汰独立工具产品。
NousResearch 的 Hermes Agent 框架接入 SuperGrok，用户可通过订阅授权方式在 Hermes 中直接调用 xAI 的 Grok 模型，实现开源 agent 框架与商业顶级模型的整合
SuperGrok now in Hermes Agent https://t.co/IUNaPFwd01
受众观点：①@ivanfioravanti 第一反应是确认能否用 OAuth 授权接入，立刻想测试 ②@LLMJunky 关心能否通过 Hermes 原生搜索 X 而不触发 API 计费 ③@HeyYanvi 期待 Grok 图像生成能力与 Hermes 结合后的效果
展开评论
- @NousResearch (203): Read more at @xai's blog: https://t.co/mtTyUW0eFP
- @ivanfioravanti (12): @NousResearch Wait what? Can I use it with OAuth??? LET ME TRY!
- @LLMJunky (9): @NousResearch can it search X without using API pricing? native to grok?
- @HeyYanvi (7): @NousResearch @EnTr0pY_88 Oh this was completely unexpected. Grok Imagine with hermes will be magical
- @Festermentation (4): @NousResearch Not working. Got subscription auth hooked up but when I type a prompt in hermes it hangs. No response.
NousResearch 发布 Lighthouse Attention 技术，一种基于分层稀疏选择的长 context 预训练注意力机制，在单张 B200 上 512K context 场景下比标准 attention 快 17 倍
Today we release Lighthouse Attention, a selection-based hierarchical attention for long-context pre-training that delivers a 1.4-1.7× wall-clock speedup at 98K context. It runs the same forward+back…
受众观点：①@DnuLkjkjh 明确指出对 coding agent 来说瓶颈在 tool latency 和 bad context selection，而不是 raw attention 速度 ②@Two_Above 调侃 Nous Research 真的在做 research ③@EIFY 认为 Nous 正进入 pre-pre-training 阶段，在布局更大的事
展开评论
- @NousResearch (93): A Lighthouse layer replaces standard scaled dot-product attention with four stages that surround, but do not modify, the attention kernel. Q, K, and V are average-pooled into an L-level pyramid with pooling factor p. Per-head norms score every pyramid entry, and a coarse-to-fine…
- @Two_Above (13): @NousResearch More research from the research part of Nous Research!
- @DnuLkjkjh (3): @NousResearch 98k pretrain speedups are nice, but for coding agents i keep hitting tool latency and bad context selection way before raw attention becomes the ceiling
- @EIFY (3): @NousResearch Nous Research is in its pre-pre-training arc https://t.co/UEcRC6AoUm
- @drvictoryy (3): @NousResearch Imagine saying this to be someone in the 1500s
thdxr 随机访问科技公司网站，讽刺这些公司把产品包装成"全面拥抱 AI"的营销话术，评论区大量开发者分享类似经历引发共鸣
sometimes i get bored and go to a random tech company's website to see how they're pretending to be all about ai now
受众观点：①AI 洗白的具体表现：按钮和界面改名叫"AI workspace"，功能完全没变（@OurDin）②投资人主导的 AI 战略压力让原本诚实的好产品也被迫改 copy（@ryxcommar）③非科技公司也在跟风 AI 转型（@avrldotdev）
展开评论
- @thdxr (221): https://t.co/L3NTaajqTn
- @OurDin (20): @thdxr watching every old dashboard get renamed an "ai workspace" like the buttons learned to think https://t.co/yPBDohiKa2
- @ryxcommar (19): @thdxr every company has an investor led mandate to be "AI native" and have an "AI strategy" and it's degrading to see. Some honest, good businesses have to put AI in their copy and I loathe it. Someone needs to tell them it's OK to just be a database platform or a payment servi…
- @mutewinter (9): @thdxr https://t.co/g7WJoVfS1y
- @avrldotdev (5): @thdxr Better is to go to a random non tech company's website to see if they pivoted to ai or not
steipete 发布 OpenClaw 与竞品的性能基准测试结果，显示 OpenClaw 在速度上领先，但评论区对测试方法的科学性和产品实际可靠性提出大量质疑
Looks like our focus on performance paid off.
受众观点：①benchmark 科学性被质疑，open model 在质量指标上表现更好（@Teknium）②速度领先但升级多次崩溃的真实用户体验（@thomaslutz_）③有用户宁可慢也不想处理工具本身的复杂度（@null_user_value）
展开评论
- @Teknium (330): I’m sorry that you’re this desperate that you will take such an unscientific benchmark instead of any established one. Also qwen local is one of the most random length models there is with all its looping. And we smoke you all on quality benchmarks on every open model. Here’s wi…
- @MoussaXG (21): @steipete OpenClaw crushing it on speed makes sense, but Hermes’ parallel search + rate-limit handling shows better resilience for flaky APIs.
- @defianceworks (12): @steipete apples to oranges comparison imho
- @null_user_value (9): @steipete Having started with openclaw and trying Hermes, I don’t care if it took 10x longer to finish. It is just less of a mess to deal with.
- @thomaslutz_ (8): @steipete Has the update experience been in focus as well? Switched to Hermes after OpenClaw broke three times in a row whenever I upgraded (a few weeks ago).
NousResearch 宣布与 NVIDIA AI 团队合作完成 Hermes Agent 在 DGX Spark 本地硬件上的适配，开源 agent 框架与消费级本地推理硬件的软硬件集成正式打通
It has been a pleasure collaborating with the @NVIDIAAI team to ensure that Hermes Agent runs perfectly on DGX Spark!
受众观点：①@0x_Melisso 认为硬件软件集成是 AI 部署的真正瓶颈，默默解决这个问题的人将主导下一波 ②@DealsForge 认为大多数 builder 最终会用 hybrid 方案：能本地就本地，需要时用云 API ③@Jeffreyvtx 提到 HermesPi 需要升级，暗示已有用户在更低成本硬件上运行 Hermes
展开评论
- @NVIDIAAI (25): @NousResearch 🤝
- @Jeffreyvtx (3): @NousResearch @NVIDIAAI HermesPi needs an upgrade! https://t.co/sKTvbv7iOs
- @n1ckstr3 (2): @NousResearch @NVIDIAAI this is the first time hermes is not on thehype's github trending list https://t.co/MKxjhj4sxn
- @0x_Melisso (1): @NousResearch @NVIDIAAI this kind of hw-sw integration work is becoming the real bottleneck in ai deployment the ones solving it quietly will own the next wave
- @DealsForge (1): @NousResearch @NVIDIAAI Local AI is becoming more and more serious. But most builders will probably end up with a hybrid setup: local when possible, cloud APIs when needed. That’s where comparing model costs, quotas, providers and configs becomes really important.
steipete 推荐在自己的代码库上运行工具让 Codex 扫描潜在 bug，评论区用户实测第一遍扫出27个之前完全没发现的问题
Try https://t.co/8xIcXuojse on one of your repos and let codex work its magic. It's amazing at uncovering bugs you didn't know you had. https://t.co/WQYeatXdog
受众观点：①第一次运行就发现27个之前完全未知的问题（@aleks_todo）②是否也能检测安全漏洞（@yash_yk45）③AI 模型既制造 bug 又负责找 bug 的内在悖论（@tobitege）
展开评论
- @aleks_todo (26): @steipete Tested it today on my own repo: first pass already found 27 issues, including several I had completely missed. This feels like magic. Huge respect to Peter for using access to serious resources to build something that genuinely helps everyone.🦞🚀 https://t.co/4n1pvUc5YK
- @yash_yk45 (2): @steipete Looks promising. need to try it out. Does it find security issues too ?
- @this_subhan (2): @steipete tools like this are starting to feel less like assistants and more like repo detectives that judge your life choices
- @tobitege (1): @steipete Problem is, even Gpt-5.5 puts in bugs in the first place and on review finds its own dirt. We're getting closer, but still frustrating at times.
- @mrstrijker (1): @steipete Need @thsottiaux to reset limits so I can try it out atp been using /fast too much haha
steipete 介绍 OpenClaw 的 Lossless 插件，通过将对话压缩成树形结构块让模型可以回溯引用，实现理论上"无限"的上下文记忆窗口
Lossless is a really interesting concept for OpenClaw to have an "infinite" context window/memory. It compacts conversations in blocks that the model can refer to, building a tree to look up past mes…
受众观点：①树形结构如何实现对历史消息的快速查找（@captainntan）②实际使用近两个月后 context 压缩相关问题基本消失（@bradmillscan）③插件效果"太好了不像真的"引发使用顾虑（@Felirami）
展开评论
- @iAmHenryMascot (6): @steipete @jlehman_ Lossless is the only external plugin I can’t do without! Great project!
- @captainntan (2): @steipete oh that's actually clever, how's the tree lookup working?
- @Felirami (2): @steipete Impressive in theory, I haven’t given the leap of faith yet to try, looks too good, I’m very thankful for the work of @jlehman_ and will try it soon
- @bradmillscan (2): @steipete Been using lossless-claw for almost 2 months now. Minimal issues, most of my compaction related problems went away.
- @hgruenhagen (2): @steipete I am using lossless-claw since day one and like it very much. Good customizations possible. 👍
thdxr 指出 LLM API 响应中不包含实际费用信息，开发者只能依赖 models.dev 等第三方按公开定价估算成本，但折扣和差异化定价导致估算严重失真
LLM APIs need to return cost information in their response alongside tokens literally everyone is using models[dot]dev data to approximate this - we see so many reqs to its api but this is just stick…
受众观点：①厂商故意不返回真实成本以保护差异化折扣定价体系（@val__greg）②成本信息理应是 API 响应元数据而非外部配置（@TomLumea）③不少开发者已经写了专门的成本计算代码放在应用层（@syedmuzayan）
展开评论
- @val__greg (9): @thdxr vendors avoid this because accurate per-request cost reveals price discrimination across discount tiers. smaller customers seeing they pay 3x what enterprise pays would collapse the negotiation game, the technical ask is trivial in comparison
- @TomLumea (2): @thdxr Cost should be in the response like the status code, it's call metadata not config metadata
- @alienorg (2): @thdxr the whole ecosystem is approximating costs from a third party because the provider decided not to tell you what you're spending in real time, which is a choice with consequences
- @MRehan_5 (2): @thdxr Token counts without actual cost is like cloud billing without a price tag.
- @syedmuzayan (1): @thdxr in my app, i have a good chunk of code dedicated to calculating and returning cost of the agentic query. This should just be in the json response from the LLM.
mattpocockuk 认为 Effect 是 TypeScript 后端开发体验最佳框架，计划重新在 YouTube 深度介绍，评论区对 AX 这一新术语和 Effect 的实际价值存在分歧
Think I might need to revisit Effect on my YouTube channel There is literally no better AX for building backend stuff in TypeScript. Once you see it through that lens it's addictive
受众观点：①Effect 的核心优势是否只是类型安全的错误处理，还是有更深层价值（@hubab33）②AX 作为新术语能否成为行业词汇，还是只是换皮的 DX（@FUCORY、@Will_Huang）③mattpocockuk 做视频后会带动大量开发者重新审视 Effect
展开评论
- @kitlangton (144): @mattpocockuk 👁️👃👁️ 💧👄 𝓉𝒽𝒾𝓈 𝒾𝓈 𝓉𝒽𝑒 𝑔𝓇𝑒𝒶𝓉𝑒𝓈𝓉 𝒹𝒶𝓎 𝑜𝒻 𝓂𝓎 𝓁𝒾𝒻𝑒 💧 💧 💧 💧
- @FUCORY (4): @mattpocockuk I was about to disagree until I noticed the qualifier "in typescript". 100% agree I know the ship already sailed but can we please not make AX a thing
- @Will_Huang (4): @mattpocockuk What is AX? Agent Experience?
- @PixelGriot (2): @mattpocockuk You're about to be that person we know and trust that screams JUST GIVE IT A GO! https://t.co/ogJP0zr7ja
- @hubab33 (1): @mattpocockuk What makes it so good? Last time I looked into it, it seemed like it’s mostly a way to enforce result types and pattern matching/tagged errors. But that can be done in ~200 LOC, so I must be missing something 🤔
Microsoft 研究员 @SebastienBubeck 提议在数学论文中加入 Kolmogorov 附录——记录让 AI 从零重新发现该证明所需的最短提示词序列，作为论文创新性的可解释蓝图
Maybe math papers could include a "Kolmogorov Appendix" with the minimal prompt (or sequence of prompts) needed for an AI to rediscover the proof? With proper rules this could lead to nice explainabl…
受众观点：①@SebastienBubeck 本人补充了具体格式例子：说明哪条路是死路及原因，而不只是给出正确路径 ②@praveshkkothari 指出随着模型进化最短提示可能压缩到只有定理陈述本身 ③@lacker 点出维护难点：证明内容会进入下一轮训练数据导致最短提示随时间缩短
展开评论
- @SebastienBubeck (13): Like "when trying to solve the problem you will probably want to do X but that would be a deadend because of XYZ so instead do Y"
- @tonylfeng (10): @SebastienBubeck When the referee first opens the paper 15 months later, it will be a totally different world...
- @praveshkkothari (7): @SebastienBubeck How would this play with the fact that AI models evolve (rapidly)? In that sense, the minimal prompt (even for an AI that cannot search the web) could be compressed eventually all the way down to just the theorem statement?
- @lacker (5): @SebastienBubeck it's tricky to maintain, because the proof will get into the training data for the next cycle
- @blanplan (2): Kolmogorov Appendix idea fits with what I've seen running proof re-derivation on Lean-formalized theorems. Prompt sensitivity is the issue: 2 prompts differing by one synonym give same answer. One structural reorder kills it. Could fix with prompt-as-hash where the appendix enco…
NousResearch 开源 Hermes agent 框架与 xAI Grok API 打通，支持文本对话、语音和图像生成等多模态能力
Read more at @xai's blog: https://t.co/mtTyUW0eFP
受众观点：① @Shaughnessy119 认为 Hermes 是目前最领先的开源 Agent 框架，已在能力上超越 OpenClaw ② @souly9999 详细解释了通过 xAI 订阅可使用的具体功能：Grok 4.3 文本推理、TTS、图像视频生成 ③ @GodsBoy7777 分享了 OAuth 接入 xAI 订阅的具体配置流程链接
展开评论
- @loktar00 (7): @NousResearch @xai I'm going to need to start running an agent per model and have them host meetups between eachother sharing skills and what they've learned... eventually they'll scheme against me but before then it would be a wild time.
- @Shaughnessy119 (7): @NousResearch @xai Hey @elonmusk do you want to meet the @NousResearch team? They built Hermes agent the leading open source Agent harness (eclipsed OpenClaw) that works with Grok Their efforts are ridiculously important to the future of open source AI Help them help the world!
- @souly9999 (4): @NousResearch @xai That sounds like the xai api not “supergrok” With your Grok subscription in Hermes, you can use: Grok 4.3 for text conversations and advanced reasoning Grok Text-to-Speech for spoken responses Grok Imagine for your agent to create images and videos
- @GodsBoy7777 (3): @NousResearch @xai Here is more details on how to oauth xAi sub with Hermes https://t.co/FmC584YQmb
- @drayah (1): @NousResearch @xai Not working https://t.co/PKVd2akM4u
Claude重度用户清晨打招呼即触发用量上限的调侃帖，引发评论区大量关于Codex替代方案的真实使用讨论
Me: morning! Claude: you hit your limit https://t.co/kGM6PLGilk
受众观点：①Claude用量限制对早高峰工作流的实际冲击（@DataChaz）②Codex $24/月计划的用量上限是否真的更宽松（@DataChaz）③多工具并用成为常态而非选择（@Gdgtify）
展开评论
- @DataChaz (4): FWIW I switched to Codex and still haven’t hit the limit on the $24/month plan https://t.co/KUu4rLNE85
- @abhitwtz (2): @DataChaz Do not be surprised if they do so in $100 subscription model as well Charly
- @BarrakAli (1): @DataChaz Claude greeting you with discipline before coffee is a power move honestly
- @Gdgtify (1): @DataChaz This is why I use Codex and Claude. Most of the time Codex because I hit my limit with the other one pretty much before breakfast
- @mmaazkhanhere (1): @DataChaz Me switch to Codex ;)
扩散式语言模型（diffusion language models）评估方法中存在系统性陷阱，两篇博文指出常见误区并提供修正视角
I'm going to re-retweet this, because it's important! There are a few pitfalls when evaluating diffusion language models, highlighted in these two recent blog posts: - https://t.co/yWnvpF0y9v - https…
受众观点：① @robodadg 指出熵控制后性能从 3x 跌至 1.1x，说明主流评估方式严重高估了模型能力 ② @PatrickPyn35903 认为评估方法论的讨论越来越受重视，是个积极信号
展开评论
- @Sam_Acqua (2): @sedielem Thanks Sander!
- @PatrickPyn35903 (1): @sedielem Appreciate the share Sander! Really glad evaluation methodology in this space is getting more attention
- @robodadg (0): @sedielem 3x to 1.1x after entropy control is brutal. frontier analysis makes this impossible to handwave
AI agent 系统架构中 skill 与 subagent 的职责划分讨论，指出将本该拆成 subagent 的功能塞进 skill 是常见的设计反模式
this skill could’ve been a specialized subagent
受众观点：① @sameQCU 延伸类比：这次对话本可以是一个 tool call，把讨论推向更大的架构范式 ② @arb8020 反向追问：那个 subagent 本身也可以是个 skill，说明边界本就模糊 ③ @adnanqidw_ai 补充实用角度：subagent 可以路由到更便宜的模型，体现出拆分的成本收益
展开评论
- @sameQCU (8): @willccbb This conversation could have been a tool call
- @arb8020 (5): @willccbb this specialized subagent could've been a skill
- @samhogan (4): @willccbb could have been a typescript file
- @adnanqidw_ai (3): @willccbb and the specialized subagent could be routed to a much cheaper model
- @poof_eth (3): @willccbb what i've been saying
AI 研究者读到一篇关于自我学习探索策略的论文感觉非常前沿，结果发现是2022年发表的，折射出 AI 领域时间压缩感
was reading a paper last night that felt very timely and refreshing, like the sort of thing that was bound to anchor the next wave of innovation in self-teaching then i realized it was from 2022
受众观点：① @willccbb 自己补充了相关论文链接，指向"重新思考探索策略"，是真实的研究线索 ② @Anubhavhing 感叹"AI 年如此魔幻，2022年已经感觉像古代文献" ③ @seconds_0 用"大教堂"比喻暗示那个年代沉淀下来的知识仍有价值
展开评论
- @willccbb (42): time to rethink exploration https://t.co/FOCuceU9dm
- @seconds_0 (2): @willccbb Cathedrals everywhere
- @curtinity (1): @willccbb Information geometry, active learning, optimal learning 📈
- @brandonsdinunno (0): @willccbb Ref?
- @Anubhavhing (0): @willccbb AI years are so cursed that 2022 already feels like ancient literature
tibo_maker发起关于"创业是否已变成优化曝光而非真正解决问题"的讨论，12小时内收获90条评论，前独立CTO分享亲历创业文化变质
is building a startup becoming a game more than solving real problems?
受众观点：①build in public文化是否在奖励表演而非真实建设（@TravelerOfCode）②"创始人"头衔被当成目的而非过程（@Tekkarashi_g1）③创业的本质驱动力是否已被平台流量重塑（@dayonefoundry）
展开评论
- @dayonefoundry (7): @tibo_maker Is it starting to feel a lot more like hustling than building
- @FlorinPop17 (2): @tibo_maker https://t.co/OtYUO26il7
- @TravelerOfCode (1): @tibo_maker ex cto solo in thailand here. game side definitely won for a lot of folks i used to ship with. they optimize for build-in-public points and the actual customer just kinda fades out
- @Tekkarashi_g1 (1): @tibo_maker Sadly it is... It's now becoming more of a means to earn a title “Founder” of this and “Co-Founder” of that.
- @pgbpgbpgbpgbpgb (1): @tibo_maker I do feel that way sometimes Tibo, how about you?
willccbb 主张手动上传 SFT 数据集是一种反模式，现代 AI 工程应让 agent 自动生成训练数据并将 traces、evals 和训练整合进同一系统
“upload your SFT dataset” is an anti-pattern
受众观点：① @TheSeaMouse 认为 agent 应该自己生成 SFT 数据集，并带上评分标准（rubrics） ② @samhogan 强调 traces、evals 和训练数据应在同一个系统内闭环管理
展开评论
- @stochasticchasm (8): @willccbb so real actually
- @TheSeaMouse (4): @willccbb the agent should make its own sft datasets. with blackjack... and rubrics
- @samhogan (2): @willccbb traces evals and training live in one system
- @jashan702 (1): @willccbb Wdym?
- @recurseparadox (0): @willccbb What is the pattern
HN 高热帖讨论 mitchellh 关于 AI agent 快速修 bug 能力是否正在侵蚀开发者代码质量标准的观点，引发工程纪律与 AI 辅助开发之间的广泛争论
https://xcancel.com/mitchellh/status/2055380239711457578 https://hachyderm.io/@mitchellh/116580433508108130
受众观点：① @weinzierl 认为瓶颈在于发现 bug 而非修复速度，agent 修 bug 快不等于质量问题被解决
展开评论
- @andreasgl (0): https://xcancel.com/mitchellh/status/2055380239711457578
- @weinzierl (0): "its fine to ship bugs because the agents will fix them so quickly and at a scale humans can't do!" Hmm, I agree with the point OP is making, but I'm not so sure this is the best supporting argument. The bottleneck is finding the bugs and if he'd criticized people saying AI will…
- @tacostakohashi (0): "no no, it has full test coverage" at least at my BigCo, AI is being used for everything - writing slop, writing tests, code reviews, etc. it would make sense to use AI for writing code, but human code review. or, human code, but AI test cases... or whatever combination of cross…
- @robotswantdata (0): Most labs are shilling “AI worker” dreams to these very companies
- @nialse (0): I'm starting to long for the age after AI. When the generative euphoria has settled and all outputs are formally verified based on exquisite architectures and standards.
HN 讨论研究者使用 AI 工具发现 Android 内核驱动程序中的严重安全漏洞并在 90 天内完成修复，引发对 AI 在细分安全领域能力边界的争论
A 0-click exploit chain for the Pixel 10
受众观点：① @phuff 认为越细分的专业知识越有价值，AI 并不主导所有安全细分领域
展开评论
- @phuff (0): This is a great bug report! I am not a kernel expert by any means even though I have read some about it... 10+ years ago. And I was able to follow along and see what was going on. It does make me scared for what other dangers lurk since this was a really bad one and it was so li…
- @shay_ker (0): Hmmm... I'd like someone to double check my thinking here. I posted this exact prompt for gpt 5.5 xhigh: ``` does this look right to you? don't do any searches or check memory, just think through first principles static int vpu_mmap(struct file fp, struct vm_area_struct vm) { un…
- @greesil (0): "This is notably fast given that this is the first time that an Android driver bug I reported was patched within 90 days of the vendor first learning about the vulnerability." This makes me feel better about Google, but also makes me kind of frightened of the rest of Android. I…
- @NooneAtAll3 (0): fascinating how GrapheneOS achieves high security level on the same hardware where Google failed to even randomize android's kernel location
- @revolvingthrow (0): Semi-related: has the rate of published exploits picked up as if late, or is it simply the fact that there’s hype around ai as security tool (offense or defense) so it’s simply in the news more often? Feels like there’s something new every other day - linux, windows, mobile, var…
HN 讨论 AI 能力增长曲线是否呈 S 型以及当前基准测试图表能否可靠预测模型长期能力天花板，涉及 Opus 4.6 与 GPT 5.1 对比数据争议
The sigmoids won't save you
受众观点：① @nathan_compton 指出 sigmoid 曲线早期段信息量有限，无法推断最终参数
展开评论
- @philipallstar (0): But they do explain the improvement of AI driving 2017-2021 vs 2022-2026.
- @nathan_compton (0): A lot of words to say "The initial part of a sigmoidal curve is not very informative about the parameters of the sigmoid function in question."
- @andai (0): Well, curve shape aside, the high watermark might be lower than where it tapers off. https://news.ycombinator.com/item?id=46199723
- @BoredPositron (0): If you use the log scale you'll see that the time horizon of opus 4.6 was as expected...
- @gm678 (0): I don't know what the Y-axis is supposed to be on that Wharton AI capabilities graph, but I am not really convinced that Opus 4.6 has more than double the intelligence/capability/whatever of GPT 5.1 Max.
HN 热议开发者放弃 Tailwind CSS 回归语义化 HTML 的实践，讨论 LLM 时代 Tailwind 的 div soup 结构对 AI 辅助前端开发质量的负面影响
Moving away from Tailwind, and learning to structure my CSS
受众观点：① @TonyAlicea10 认为 Tailwind 强迫开发者以 CSS 为先思维写 HTML，长期破坏语义化能力，且 LLM 在 Tailwind 项目中倾向输出 div soup
展开评论
- @villgax (0): Relying on React or Typscript in LLM era seems very stupid, just have the LLM setup whatever dom manipulation you want and have it write decent JS without slop. Far more offline compatible development almost negligible supply chain issues as well. At least ones you can control.
- @TonyAlicea10 (0): > I got curious about what writing more semantic HTML would feel like. I've been teaching semantic HTML / accessible markup for a long time, and have worked extensively on sites and apps designed for screen readers. The biggest problem with Tailwind is that it inverts the order…
- @KolmogorovComp (0): For me Svelte and LLM completely removed my need for Tailwind. Turns out I was using it primarily to avoid CSS collision, and (to me) more logical syntax, rather than the self-imposed constraints.
- @stephbook (0): I'm lucky to have learned the web with Angular 2.x It scopes CSS to components by default, and keeps HTML, CSS and JavaScript seperate.
- @pjmlp (0): Tailwind crazy adoption is something that makes me happy to nowadays be doing mainly boring stuff in distributed cloud systems and agents, instead of WebUIs.
开源视频生成世界模型新发布，社区讨论其与Seedance和Kling等闭源商业方案的真实能力差距
SANA-WM, a 2.6B open-source world model for 1-minute 720p video
受众观点：①@bobkb 指出开源模型在摄像机微动作和物体交互上表现差，根本原因是训练数据量远不及闭源竞品 ②@joenot443 直接问world model长期实际应用场景是什么 ③@mejutoco 指出生成画面都像游戏，推测是用Unreal Engine合成数据训练的结果
展开评论
- @Fischgericht (0): So, where is the download? I can't find it on Github, and on your web page the download button is disabled. Also, will this run on RTX 4090 with 24GB memory? Thank you!
- @bobkb (0): The trouble is the lack of training available to these models compared to the ones like Seedance and Kling who seems to be tapping into their unlimited video inventory. Many models like LTX is technically good but when it comes to slightly different camera movements or the subje…
- @pferdone (0): First video with the guy walking the mountain in snow has consistency issues with the cave entrance. Which is "expected" at this model size?!
- @mejutoco (0): They all look like video games. I guess Unreal Engine is used to create synthetic data for training.
- @joenot443 (0): What’s the long term utility of world models? There’s no doubt they’re technically impressive, but what does one do with it?
Orthrus论文：向冻结的自回归Transformer注入可训练扩散注意力模块，实现最高7.8倍推理加速且输出分布与原模型完全一致
Orthrus-Qwen3: up to 7.8×tokens/forward on Qwen3, identical output distribution
受众观点：①@FranckDernoncou（论文共同作者）详解机制：扩散头并行投影32个token，自回归头二次验证接受最长匹配前缀，KV cache共享且内存开销为O(1) ②@DeathArrow 直接追问是否支持GGUF量化版本（Qwen3.6或DeepSeek4） ③@xiphias2 感慨这个思路并不复杂，为何之前没人实现
展开评论
- @FranckDernoncou (0): Paper: https://arxiv.org/abs/2605.12825 ; Code+models: https://github.com/chiennv2000/orthrus ; Disclosure: co-author. Idea: Inject a trainable diffusion attention module into each layer of a frozen AR Transformer. Both heads share one KV cache. Diffusion head projects K=32 toke…
- @xiphias2 (0): The most interesting part of this idea for me is how it wasn't tried / implemented before, as it makes sense. I haven't read the paper but of course DTree tricks work here as well
- @bertili (0): Does this translate into a similar reduction in compute? What's the catch?
- @DeathArrow (0): If someone can make this work with GGUF and Quantized Qwen 3.6 or Deepseek 4 it would greatly help running local models.
- @spwa4 (0): I don't understand. This distills a diffusion transformer out of Qwen3. And while the provably identical is nice, a full diffusion transformer would be a lot faster still.
Δ-Mem论文提出用delta规则学习将大语言模型历史信息压缩到固定大小状态矩阵，探索AI Agent的持久记忆能力
Δ-Mem: Efficient Online Memory for Large Language Models
受众观点：①@DeathArrow 明确表示想看的是在实际coding agent中验证有效的记忆方案，不是又一篇论文 ②@usernametaken29 技术层面指出固定矩阵无法解决输入细微变化导致激活差异大的问题，真正需要语义搜索式缓存 ③@3form 关注成本数据缺失以及是否存在过拟合测试集的嫌疑
展开评论
- @DeathArrow (0): I see lots of techniques proposed to give LLM the capacity to recall things, I even saw a lot of memory plugins for AI coding agents, I tried some myself. What I want to see is something that was tested and proved in practice to be genuinely useful, especially for coding agents.
- @ktallett (0): The obvious energy saving step would be to utilise previous searches by others. Many of the tasks people do are rather similar, it is such an energy waste to start again each time. (Obviously ignoring the huge energy saver, which is to observe if you even need to bother doing th…
- @3form (0): Interesting points: - fixed size of the memory seems like a good idea to overcome the current limitations - skimming through the thing, I can't find any mention of the cost? - I would need more time to read it in-depth to see if this is legitimate and not just fancy form of over…
- @usernametaken29 (0): > δ-mem compresses past information into a fixed-size state matrix updated by delta-rule learning This doesn’t solve the capacity problem of memory. You can cram more into one context window, but then again you need to associate them with input queries. That’s very hard because…
- @raverbashing (0): Interesting that the headline is showing Δ-Mem while the paper uses δ-mem Is it a lowercase to uppercase conversion going on here?
DwarfStar本地推理引擎新增激活引导向量功能，支持运行时动态控制大语言模型输出行为，无需修改模型权重
DeepSeek-V4-Flash means LLM steering is interesting again
受众观点：①@antirez 本人说明DwarfStar的steering实现可以精确控制触发时机：仅在thinking之后或仅在tool calling之外等场景分别施加向量 ②@NitpickLawyer 指出最大实际应用场景是消除模型拒绝回答（abliteration），动态施加比发布修改版模型更灵活 ③@dominotw 表达对纯靠prompt克服训练偏差的挫败感
展开评论
- @wolttam (0): > inspired to write this post by antirez’s recent project DwarfStar 4, which is a version of llama.cpp that’s been stripped down to run only DeepSeek-V4-Flash This is not true, it is its own project. Indebted to llama.cpp, sure, but not a stripped down version
- @NitpickLawyer (0): I'm surprised the article doesn't mention the biggest use of steering vectors, which is the potential to remove refusals from models (a.k.a. abliteration or uncensoring). There was an earlier paper that found that "most refusals are on a single vector", and you can identify and…
- @dominotw (0): > you can already exercise extremely fine-grained control by tweaking the language of your prompt. maybe i suck at prompting but i find it impossible to overcome its biases from training data, post training ect. you can only pattern mine from training data using prompts. you don…
- @antirez (0): Thank you for posting this! Just a clarification, with DwarfStar steering features I was able to completely remove refusal from DS4. It is only the example dataset (prompt pairs I provide) which is a toy, not the abilities. I thought that who is able to come up with the right da…
- @aswegs8 (0): How does the model qualify as local? ~192 GB RAM needed sounds a bit much for local.
一位父亲用AI工具快速开发了一款让孩子把摄像头对准任何物体即可学习对应单词的语言学习App，帖子获17万浏览量并引发独立开发者效仿
THIS DAD VIBE CODED A LANGUAGE LEARNING APP FOR HIS DAUGHTER THAT LETS KIDS POINT THEIR CAMERA AT ANYTHING AND LEARN THE WORD he made it so his daughter could point her phone at anything around her a…
受众观点：①产品设计的简洁性和迭代深度是否源自AI工具加持（@devdiary0x）②AI是否适合介入亲子学习场景（@Thomas_AI_geek）③这个产品启发了其他开发者做类似工具（@selviui）
展开评论
- @esterinity (28): @om_patel5 Vagueposting assist Capwords is the app https://t.co/ZMK39jXPHr
- @devdiary0x (22): @om_patel5 It's really beautiful, to get an app to this level requires A LOT of iterations and actual understanding of design. Goated
- @Thomas_AI_geek (8): @om_patel5 I’m fully into AI but this one is just sad ;( AI shouldn’t be used to substitute precious time of human connections. Especially when it’s parent-child connection…
- @selviui (6): @om_patel5 This app inspired me to make a collectors app with the same simplicity https://t.co/tckdZrvvZJ
- @B774_C390 (6): @om_patel5 I don't think it was vibe coded https://t.co/V6PIRM8ZIx
一张直观呈现Codex、Claude Code和Antigravity三款AI编程工具当前市场地位的对比图，Antigravity明显落后于Codex，多平台同步聚集相关讨论
Current situation of Codex, Claude Code and Antigravity. https://t.co/agPUm5HFpt
受众观点：①Antigravity用量策略调整导致用户体验大幅下滑（@leetllm）②Antigravity产品定位被批为只有Google才能做出这么差的产品（@krzysztofwos）③Antigravity意外成为部分用户发现Claude的入口（@paulism）
展开评论
- @WebDevCaptain (9): @ai_for_success Antigravity after #GoogleIO2026 https://t.co/lXT0vIngNb
- @krzysztofwos (5): @ai_for_success Antigravity is such a bad product, only Google could have made it.
- @paulism (2): @ai_for_success Anyway, it's antigravity that introduced me to Claude. hahahaha
- @mhdfaran (2): @ai_for_success I heard Antigravity 2 is coming
- @leetllm (1): @ai_for_success Antigravity brought it on themselves. Once they nerfed the limits on Opus and forced everyone to fall back to Gemini 3.1 Pro, which isn't fine-tuned for code, Codex Pro won.
rubenhassid分享的7步优化Claude提示词技巧，声称60秒改造提示词即可避免60次低质量输出，附带邮件订阅引流链接
How to fix every bad Claude prompt in just 7 steps: (takes 60 secs to apply, saves you 60 bad outputs) Use this (free) Claude skill that rewrites any bad prompt into a 4.7-optimized one: https://t.co…
受众观点：①提示词优化方法的实用性（@alphabatcher）②静态优化方案在模型更新后是否失效（@MaksimXBT）
展开评论
- @alphabatcher (2): @rubenhassid this steps is useful for Claude work
- @DailyStory_xyz (1): @rubenhassid These steps could really streamline the prompting process! Thanks for sharing!
- @MaksimXBT (1): @rubenhassid 4.7 optimization sounds like a static target, what happens when the model updates
- @TheWhizzAI (1): @rubenhassid best💯
- @thechaicoder (0): @rubenhassid Also another key tip, I always use, be it Claude or any agent After any prompt, add NEGATIVE guardrails Do NOT change change this file Do NOT write any changes in utils folder Do NOT write a code, before adding its test cases This has helped me, to nail my output we…
研究人员使用Anthropic的Mythos Preview AI在5天内绕过了Apple耗费数十亿美元构建的内存安全系统，引发对AI辅助安全攻防成本不对称的讨论
Researchers bypassed Apple’s multi billion dollar memory safety system in just 5 days using Anthropic’s Mythos Preview AI. This is crazy.. https://t.co/bzKo9Yxs77
受众观点：①AI完全打破了防御投入和攻击成本之间的传统对称性（@HadiInTech）②AI工具对数字隐私的长期结构性威胁（@MichaelGannotti）
展开评论
- @venky4a (1): @ai_for_success Imagine power of original ones
- @sanarsh11 (1): @ai_for_success Apple's billions vs. AI's weekend project. Ouch.
- @DakshMalik47 (1): @ai_for_success Steve wouldn't hv tolerated ot
- @HadiInTech (0): @ai_for_success What was the point of this then if Apple spent 5 years on it and it got bypassed in 5 days?
- @MichaelGannotti (0): @ai_for_success We will soon see the evaporation of digital privacy. Not security but privacy
开发者利用AirPods内置的头部追踪传感器（苹果原本用于空间音频）开发实时姿势检测App，检测到驼背时自动提醒用户纠正，无需额外硬件设备
THIS GUY TURNED AIRPODS INTO A REAL TIME POSTURE COACH your airpods already have head tracking sensors built in but apple uses them for spatial audio this guy used those same sensors to detect when y…
受众观点：①这个创意的实用性让久坐开发者产生强烈共鸣（@itsthedonhashim）②产品是否应该由苹果官方收录为系统级功能（@foundanand）
展开评论
- @InfoMaster (1): @om_patel5 Brilliant app, what's it called? Add a link to the app.
- @itsthedonhashim (1): @om_patel5 @om_patel5 that's wild! never thought of using airpods for posture. might save me from turning into a hunchback at my desk 😂
- @IsrafilOnchain (1): @om_patel5 i need this for my bad neck too
- @h100envy (0): @om_patel5 ok this one's actually kinda sick ngl
- @foundanand (0): @om_patel5 Apple should hire this guy. This would be a such a GOAT feature
Claude 官方推出三门免费认证课程，涵盖日常使用入门、AI 流畅度训练和进阶提示工程，@rubenhassid 汇总了所有链接并附上自己的学习指南
Claude is offering 3 courses & certificates. All free. Here are all the links and my own guides: (start with https://t.co/VvMpI1FcVZ to master claude in a day) 1 - Claude 101. Learn Claude for ev…
受众观点：①@abusayeedaiseo 认为结构化学习永远优于碎片化 AI 技巧，值得专门花时间 ②@kekkodamato_ 亲测 AI Fluency 课程有效，用 task decomposition 框架重新审视提示词习惯发现了真实盲点 ③@bygregorr 泼冷水：课程完成率是虚荣指标，没人追踪 retention
展开评论
- @itsthedonhashim (2): @rubenhassid @rubenhassid dude, this is awesome. gonna dive into claude 101 first. thanks for sharing!
- @shuizhuyu (1): @rubenhassid Hey, this is really useful! I didn't know Claude offers 3 free official courses, plus these practical step-by-step guides from the author. I think I'll start with Claude 101 first to get the hang of it.
- @abusayeedaiseo (1): @rubenhassid Free structured learning beats endless scattered AI tips every time.
- @kekkodamato_ (1): @rubenhassid The AI Fluency one is worth doing even if you already use Claude daily. The frame — task decomposition + context management + iteration — clicks differently when it's laid out as a curriculum. Suddenly you notice the gaps in your own prompting.
- @bygregorr (1): @rubenhassid ngl course completions are vanity, retention is the real metric nobody tracks
Google 发布面向 AI 搜索时代的 AEO 和 GEO 官方指南，核心结论是好的 AEO 和好的 SEO 本质相同，打破了行业内多个流行神话
google JUST released their guide on AEO/GEO optimization and busted some of the biggest myths in the industry: main takeaway? good AEO looks like good SEO. https://t.co/2dML4955WL
受众观点：①@MrTyler_Durden_ 认为反垄断诉讼刚暴露 Google 说谎，现在就跟着他们的指南走太天真 ②@LusciousPotate 认为 Google 是在故意散布错误信息以维持 inbound search 垄断 ③@Orangek21865157 认为真正有用的工作很无聊：access log 检查、sitemap 卫生、GA4 AI referral 转化追踪
展开评论
- @MrTyler_Durden_ (3): @boringmarketer After the antitrust lawsuit exposing all their lies, we really going to jump back into believing Google this soon?
- @LusciousPotate (1): I wouldn't even take it with a grain of salt - Google are known liars. They spread disinformation on purpose. All it took was for the documents in their court case to leak out for us to see that their algorithm actually did award all the things that they were saying were bad or…
- @Orangek21865157 (0): @boringmarketer Good framing. "Still SEO" should kill fake AEO/GEO hacks, not the measurement layer. The useful work is boring: access logs, robots/WAF checks, sitemap/canonical hygiene, query-to-passage mapping, and GA4 AI referral conversion.
- @MiclauMarius (0): @boringmarketer Ai is looking for data , better your data is out there the better chances you have to get found by AI
- @Seozilla_ai (0): @boringmarketer solid takeaway, AEO aligns with strong SEO
面向 SaaS 和独立开发者的每周产品展示聚合帖，邀请创始人在评论区展示自己正在构建的产品，形成 100+ 人参与的 build in public 社区节点
SaaS/Startup founders What are you building currently? Show your amazing product below, join 100+ founders here every week. #indiehackers #buildinpublic https://t.co/DWqg44uiCs
受众观点：① @robert_shaw 自己展示了 AI 浏览器 agent 产品作为示范，引导其他人跟进 ② @SumanSaurabh__ 展示了开源 MicroVM 方案，面向需要本地沙箱的开发者 ③ @buildonvibes 展示了浏览器工具栏实时收入看板，典型的 build in public 产品形态
展开评论
- @robert_shaw (11): I'll go first. I am building and growing my side project in public and sharing the journey on @x. Currently, I am growing An AI Agent for your browser. Browse less. Get more done. https://t.co/TfyPWjTqKB
- @SaidAitmbarek (4): @robert_shaw Hey Robert, building an all-in-one marketing pack for founders. Launch, reach 30k+ makers/mo, get users & customers. - https://t.co/uvOQmnaux0 Has auto-distribution + marketplace spots for your app.
- @SumanSaurabh__ (4): @robert_shaw We just opensourced our MicroVM setup. https://t.co/SsV6CfdYXd Spawn microvm like Daytona or e2b locally or in your VPS
- @CripdoeCrypto (4): @robert_shaw https://t.co/X84FYsHf5H - every agent gets super powers. ask your agent about it then integrate.
- @buildonvibes (3): @robert_shaw https://t.co/ys7GIlyIxX - live revenue in your browser toolbar 📊
一名自称 vibe coder 的高级 AI 工程师超过一年没有手写代码，每个 PR 全部由 Claude 共同生成，同事因为要 review 看不懂的 AI 代码而公开发帖表达不满
THIS COMPANY HIRED A "SENIOR AI ENGINEER" WHO HASN'T WRITTEN CODE IN OVER A YEAR he calls himself a vibe coder. every single PR is claude co-authored. his day to day is just prompting AI tools his co…
受众观点：①@kekkodamato_ 认为问题是「理解断层」——shipping 了 debug 不了的代码就是把责任留给别人 ②@cdiamond 认为真正问题是组织没更新 PR review 标准，评审框架还停在手写代码时代 ③@MindTheGapMTG 亲身验证：不手写代码后工作重心转移到 constraint architecture 和 failure recovery
展开评论
- @kekkodamato_ (4): @om_patel5 The issue isn't the tool — it's asymmetric ownership. If you ship code you can't debug when it breaks, you've off-loaded the understanding but kept the responsibility. Using Claude heavily is fine. Using it as a crutch so you never have to understand the output is not.
- @ZeroMazed (2): @om_patel5 ai engineer is the new dev title chaos lol but shit if it ships clean who cares
- @cdiamond (0): @om_patel5 The frustrated coworker is solving the wrong problem. PR review criteria were designed for hand-written code. They don't adapt to AI-generated output. The org hasn't updated what 'engineering judgment' means. That gap creates the friction, not the vibe coder.
- @MindTheGapMTG (0): @om_patel5 Haven't hand-written code since late 2025. The job didn't get easier, it got different. Now it's constraint architecture, failure recovery, knowing WHAT to build. Debugging matters more not less because you're debugging at a higher abstraction level.
- @maddycr3 (0): @om_patel5 genuine question: if someone ships working features faster than everyone else but can’t debug without AI, are they a good engineer or a liability waiting to happen?
独立开发者发布的 Mac 专注计时工具 DeskMinder 宣布即将涨价并预告 iOS 版本上线，通过限时定价制造购买紧迫感
Last call to get DeskMinder at its current lower price. A major update is coming soon, including the iOS app. If staying focused is hard for you, try it free and see if it helps. https://t.co/OGStWwM…
受众观点：① @SpiritChirag 高度评价设计和 UX，称其为用过最精致的专注类工具 ② @fastquant0 认为这类工具可以"vibe code"出来，隐含对产品护城河的质疑 ③ @ZorrinApps 表示已成为每日必用工具，验证了产品留存价值
展开评论
- @SpiritChirag (2): @dmitriychuta DeskMinder was a buy at first sight. This is most polished focus app I have ever used, and I have used a lot of focus apps. Peak design and UX. Highly recommend others to get it.
- @dmitriychuta (0): Available on Mac the App Store. Name: DeskMinder Also available for Setapp and Softorino users.
- @fastquant0 (0): @dmitriychuta Bro you can literally just vibe code this
- @0ni_x4 (0): @dmitriychuta This is literally Raycast focus
- @ZorrinApps (0): @dmitriychuta This app has become my daily driver. I launch it every day to stay focused while working. And I'm so glad I was among those first lists who bought it at a low price.
独立开发者 @AdityaShips 完成新 Desktop App 的支付集成，截图显示 $0.00 测试交易成功，评论区引发关于 Dodo Payments 支付网关选型的讨论
Just finished setting up payments for my new Desktop App and it’s working Nice :) https://t.co/GFjKfww5ma
受众观点：①@kshitijkoranne 好奇为什么选 Dodo Payments 而不是 Razorpay，想了解决策逻辑 ②@karansuthardev 直接问用的哪个支付 gateway ③@ParthBhovad 问 $0.00 支付是怎么实现的
展开评论
- @ParthBhovad (3): @AdityaShips How you did the payment of 0.0 usd?
- @kshitijkoranne (2): @AdityaShips Why would you prefer dodo payments over razorpay? Anything special? Just for my knowledge
- @karansuthardev (1): @AdityaShips what gateway are you using?
- @qubydev (1): @AdityaShips wait what, you can test the live mode as well? Howw?
- @BhattBuilds (1): @AdityaShips I'm also setting up payments for my new SaaS today!!
iOS 开发者分享订阅页面 Subscription Day 更新的交互动画设计细节
✨ Just finished an interactive illustration for the updated Subscription Day. Do you add little fun effects to your apps? https://t.co/Dx5unYTcuN
受众观点：①@ZorginVolodymyr 关心动画的触发机制和具体实现方式 ②@d_babych 认为细节设计能把用户体验提升到新的层次 ③@andylurs 表示自己也在应用中加入了趣味效果
展开评论
- @andylurs (1): @dmitriychuta Love it! Always :) https://t.co/TTSYAErp33
- @ZorrinVolodymyr (1): @dmitriychuta I love these little details in apps. Could you tell me, do they work by touch, or how is this animation implemented? What triggers it?
- @d_babych (1): @dmitriychuta Love these small details! They bring another level of user experience.
- @IgorDzis_ (1): @dmitriychuta Looks great !
- @wahiddesigns (1): @dmitriychuta so good
hellomacfolio 是为设计师和苹果爱好者打造的产品资源策展目录，收录了 DeskMinder 等优质 Mac 软件
I found a really cool website @hellomacfolio for designers and Apple enthusiasts. It has a huge catalog of products for designers, books, videos of key presentations, as well as a curated collection…
受众观点：①@dudufolio 认为 DeskMinder 设计精美，值得被收录 ②Mac 设计师社区对高质量软件策展平台存在真实需求 ③独立开发者希望通过权威目录获得社区认可和初始流量
展开评论
- @dudufolio (1): @dmitriychuta @hellomacfolio Deskminder is beautiful great job!
独立开发者提价后流失率下降 49%，用真实数据揭示定价筛选目标用户的反直觉 SaaS 策略
Guess what happened on April 18th that dropped my churn rate by 49%? 🤔👇 I raised my prices 💰 Lesson learned: Churn is NOT always a product problem. Wrong customer targeting is a HUGE part of it too 🫡…
受众观点：①@naaavinash 对这个反直觉现象感到困惑，想理解背后的用户筛选逻辑 ②@dhillonpost 指出价格本质上是一个筛选器，淘汰无法感知产品价值的用户 ③@Alf_Motion 认为这是商业中的普遍规律，留下的是真正理解产品价值的用户
展开评论
- @naaavinash (1): @HsanC_ this feels very counter intuitive though. is the explanation that all the not committed customers leave and new ones like that don't subscribe?
- @chrissyinspace (1): @HsanC_ what a beautiful chart man
- @dhillonpost (0): @HsanC_ and the version no one says: price is a filter. raise it and you stop attracting people who were never going to get value anyway.
- @Alf_Motion (0): @HsanC_ That's a normal thing in business Once you raise prices People run away but the ones that truly understand the value of your product or service will stay
- @accountantguy21 (0): @HsanC_ I believe this might be true as well because currently I am in the lower pricing bracket.
SaaS 和独立创始人每周互晒在建产品的社区征集帖，本期汇聚了超过 92 条产品展示回复
SaaS/Startup founders What are you building currently? Show your amazing product below, join 100+ founders here every week. #indiehackers #buildinpublic https://t.co/ncKVK5NQjM
受众观点：①@robert_shaw 自己正在 build 一个浏览器 AI agent ②@SoloBossApp 在做 EverList，帮助 SaaS 建立 programmatic SEO 目录 ③@arshi_mohib 在做 Screen Studio 的免费替代品 Screenforge
展开评论
- @robert_shaw (4): I'll go first. I am building and growing my side project in public and sharing the journey on @x. Currently, I am growing An AI Agent for your browser. Browse less. Get more done. https://t.co/TfyPWjTqKB
- @SoloBossApp (4): @robert_shaw I built EverList, a programmatic SEO directory for founders to create a permanent Google presence for their SaaS. https://t.co/SLVG8PoBt5
- @Thiru80213262 (4): @robert_shaw 🚀 Just launched AskCanvas — an AI-powered survey platform built to eliminate survey fatigue. Instead of boring forms 🎯 Built for freelancers, product teams & creators 👉 Join early access: https://t.co/C2gEcNL50X #buildinpublic #SaaS #AI #startup
- @MRehan_5 (4): @robert_shaw Turn X praise into high converting social proof in seconds with Tweetmonials. Collect design and embed anywhere Specifically testimonials headache free collector for X https://t.co/5hfnHKa4rt
- @arshi_mohib (3): @robert_shaw Hey, i have been working on a free alternate to screen studio - Screenforge. It has all the stuff that screen studio has but for free. I am adding more stuff on it every other day. You can try it out here: https://t.co/1X69N9FE9w
独立开发者分享 SEO 是 SaaS 获客最有效渠道，并发现做好 SEO 同步提升了 ChatGPT 等 LLM 的搜索可见性
SEO is the BEST marketing channel for my SaaS customer acquisition so far 💰 Also helps me to get discovered by LLMs like ChatGPT. It's so SLOW - but I can feel it's compounding 📈 So I'm doubling down…
受众观点：①@Abdul1ahhh 质疑 SEO 和 LLM 发现的关系，提出应该区分 SEO 和 AEO 两个概念 ②@GuptaSayujya 认为 SEO 和 LLM 可见性已经是同一场游戏 ③@eliasxreyes 询问是否在用 AI 批量生产 SEO 博客内容
展开评论
- @eliasxreyes (1): @HsanC_ I might need to start working on this. Are you doing blogs with AI?
- @NoorFaraz1027 (0): @HsanC_ seo feels painfully slow until one day the traffic graph just refuses to go back down 😭
- @Abdul1ahhh (0): @HsanC_ what? How does SEO help you get discovered by LLMs that’s called AEO
- @GuptaSayujya (0): @HsanC_ The ChatGPT is the one to watch That number is going to look completely different in 6 months SEO and LLM visibility are basically the same game now
- @mrdo91169006 (0): @HsanC_ SEO is slow but once you get some action going, it will all be worth the wait. You be making way way more.
独立开发者坚持 SEO 投入的心路历程分享，用真实流量增长曲线展示复利效应从怀疑到兑现的过程
SEO compounds very SLOW 📈 It even makes you question if you're on the right path. But I'm 99.9% sure it's the best marketing channel for my SaaS niche. So I keep investing in it like CRAZY 🫡 https://…
受众观点：①@TechWithMatteo 认为 SEO 是唯一不需要持续花钱的增长渠道 ②@PraveenInPublic 分享了帮客户做站内优化后一个月流量涨 1.5 倍的实际案例 ③@Kwesidev3 追问 SEO 自然流量的转化率情况
展开评论
- @HsanC_ (0): so if I'm right (hope i am haha) - i should see some good ROI in the next 6-12 months ⏰ it's all about being patient enough to see the results of your actions (in the meantime, i'll try to find more "growth hack" marketing ways too 🤞)
- @TechWithMatteo (0): @HsanC_ same boat, the slow compounding nature of SEO is brutal in the early months but it's probably the only channel that keeps paying off without constant spend
- @KalwarSalam (0): @HsanC_ Correct me if I am wrong @HsanC_ but I think the dip in the graph in Feb was caused by @outrank_so ?
- @PraveenInPublic (0): @HsanC_ saw this firsthand. did onpage fixes for a client and traffic went 1.5x in a month. the compounding is slow but the floor moves up fast once the basics are right.
- @Kwesidev3 (0): @HsanC_ conversion is the most difficult part of SEO organic traffic, how is that going so far
Claude Code 推出 Remote Control 功能，允许开发者在手机端远程查看和操控本机正在运行的编程 agent 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@claudeai 说明功能目前对 Max 用户开放 Research Preview，可用 claude rc 命令启动 ②@vlelyavin 指出 OpenClaw 用户几个月前就有类似体验，Claude Code 正在追赶这一工作流 ③@TimJayas 感叹 Claude 每天都有新功能，AI 编程工具迭代速度让创业公司压力倍增
展开评论
- @claudeai (2418): 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 (252): @claudeai https://t.co/z4F2IQYFRj
Claude Code 新增 agent view 功能，以统一列表管理所有并行运行的 agent 会话，无需独占终端标签页
New in Claude Code: agent view. One list of all your sessions, available today as a research preview. https://t.co/NnbsAQjSPW
受众观点：①@claudeai 说明可用 claude agents 命令同时调度多个会话，每个 agent 独立运行不占用终端 ②@JohnGregQuantum 感叹 Claude 一天内发布两次更新，使用额度快速耗尽成为新痛点 ③@fuzzzypan 表示已经跟不上 Claude Code 的更新节奏
展开评论
- @claudeai (786): Run claude agents to start dispatching multiple sessions at once. Each one keeps running without taking up a terminal tab.
- @liamtrn (320): @claudeai @lydiahallie https://t.co/T2nL2yJed4
- @JohnGregQuantum (294): @claudeai 2 in one day! Another Claude Update! Limits are running out! https://t.co/Vd6WJ264F9
- @veermasrani (167): @claudeai how claw'd being treated nowadays https://t.co/Uma74Cvx2G
- @fuzzzypan (129): @claudeai Can't keep up https://t.co/8gBUnPCfXI
ChatGPT 推出面向美国 Pro 用户的个人理财功能，可安全连接银行账户并用对话方式分析个人财务状况
A preview for Pro users: a new personal finance experience in ChatGPT. Pro users in the U.S. can securely connect financial accounts, see where their money is going, and ask questions based on the in…
受众观点：①@ndrewZehnder 强烈质疑将金融账户访问权授予 OpenAI 等公司是否明智 ②@ishuagra02 调侃 ChatGPT 会读到自己的 Claude Max 订阅账单 ③@fosbix 指出功能上线即存在 bug
展开评论
- @ishuagra02 (1253): @ChatGPTapp @nicdunz ChatGPT reading my $200/month Claude Max subscription bill https://t.co/YaLa1mC0k3
- @fosbix (1025): @ChatGPTapp Might wanna fix this https://t.co/lkv3G0uRdV
- @ndrewZehnder (791): @ChatGPTapp What sane individual feels comfortable giving this level of access to OpenAI (or any other company for that matter) Seriously, very curious
- @ChatGPTapp (708): https://t.co/0qXuxQHFjc
- @matt503ea5sf9z5 (510): @ChatGPTapp chatgpt help me budget this my family is dying https://t.co/boXpv9H55g
OpenAI 将 Codex AI 编程 agent 引入 ChatGPT 手机端，开发者可用手机远程监控并操控在桌面持续运行的编程任务
You've been asking for this one... Now in preview: Codex in the ChatGPT mobile app. Start new work, review outputs, steer execution, and approve next steps, all from the ChatGPT mobile app. Codex wil…
受众观点：①@Dhruvam987 和 @MindBranches 聚焦睡前检查 Codex agent 状态场景，说明开发者对异步工作流的强烈需求 ②@OpenAI 说明今日上线 iOS 和 Android，Windows 连接即将推出 ③@stark4833 借机表达对 4o 模型被冷落的不满
展开评论
- @OpenAI (1651): Rolling out today as a preview on iOS and Android in all supported regions. Support for connecting your phone to the Codex app on Windows is coming soon. https://t.co/jGNH2CUXih
- @timurkhakhalev (133): @OpenAI so what's next? it's not appears in desktop https://t.co/iNqNYoRQSy
- @stark4833 (78): @OpenAI No people have been asking for 4o back, why can’t you listen to that? #keep4o
- @Dhruvam987 (63): @OpenAI checking on your Codex agents from your phone before bed https://t.co/B6ZkPIcWQc
- @MindBranches (57): @OpenAI checking on your codex agents before bed https://t.co/Dg1dqlFx8B
开源项目 RuView 利用普通 WiFi 信号实现穿墙人体姿态检测，声称可识别 17 个关键点，在 GitHub 冲到 5 万+ star，但评论区有强烈质疑其技术真实性
恐怖！用家Wi-Fi就能知道隔壁墙后的人在干什么！ 开源项目 RuView 在GitHub已经冲到 5万+星，直接炸了！ 完全不用摄像头，也不用戴任何设备，就靠家里普通的WiFi信号，就能穿墙透视： - 隔壁有几个人、在哪个位置、是走路还是躺着，全看得见 - 实时看人体姿态（17个关键点） - https://t.co/88Z13KU6Gr
受众观点：①@iinsgfiii 指出已被证伪，没有人复现出展示效果 ②@GlobalAgingAI 提出独居老人监护的正面应用场景 ③@IndieDevHailey 解释了 WiFi 散射变化读取人体姿态的基本原理
展开评论
- @IndieDevHailey (210): https://t.co/zTXCaRHWRl
- @GlobalAgingAI (82): @IndieDevHailey 如果可以，这对独居老人的监护是很好的。
- @IndieDevHailey (76): 原理： WiFi路由器会向每个房间发射无线电波。当人移动甚至呼吸时，这些无线电波的散射方式都会发生变化。WiFi DensePose能够读取这种散射模式，并重建当时发生的情况
- @0xlanyu (26): @IndieDevHailey 这个，理论上，是不是也可以看到小两口那个啥，有谁试过么。。。😂😂😂
- @iinsgfiii (25): @IndieDevHailey 还在吹这玩意，早就已经证伪了，根本没有人复现出来过展示的这个效果
AI 教父 Geoffrey Hinton 发布 47 分钟讲座，深度阐述神经网络运作原理及其对 AI 未来走向的真实担忧，认为真正的风险是谁控制 AI
Godfather of AI: "If you sleep well tonight, you may not have understood this lecture." This 47-minute lecture is the best thing I saw about AI in the last few months. It will definitely help you und…
受众观点：①@grim_nomad 精准提炼出 Hinton 的核心：担忧不是 AGI 本身，而是谁控制它及出于什么目的 ②@Dmccallist21829 对当前 AI 能力持强烈怀疑，认为随机模式匹配不会取代人类 ③@GeorgeJourneys 建议将 AI 对话产出保存为项目文件，落地到实操层面
展开评论
- @Tsung_Han_Wu (13): @AnatoliKopadze https://t.co/1sDF2TDe5F
- @GeorgeJourneys (8): @AnatoliKopadze @wingod One thing I would add is to save off artifacts from chats into the project files. I generally ask for 3-5 paragraphs.
- @grim_nomad (5): I've watched a lot of AI lectures. Most of them are either hype or academic. Hinton's is neither - it's someone who built the foundation telling you what he actually thinks is coming. The part that stuck with me: he's not scared of AGI as a concept. He's scared of who controls i…
- @Dmccallist21829 (4): @AnatoliKopadze rofl i watch this shit then watch it miscount how many letters are in strawberry without a python script. You guys just cant get over the epistemic reality that stochastic regurgitation through fancy pattern matching isn't replacing us any time soon.
- @MikeMachata (3): @AnatoliKopadze There is another path. A substrate that allows for more biomimetic design for compute that also could be repurposed to augment and strengthen structures of the brain without surgery allowing for cognitive repair, extension, and expansion. This path will be unveil…
专为 Codex 设计的 idea 验证 skill，用来补上独立开发死亡循环中最容易被跳过的 validation 环节
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 @tujiao 已将该 skill 改造为兼容 Claude Code，说明开发者在主动寻找跨工具迁移方案 ② @kleon_ai 质疑 AI 压测可靠性，认为竞品分析是从训练数据里编的，主张先发 cold email 找真实用户验证 ③ @yanhua1010 在评论区补充了 idea 挖掘地址和 skill 安装链接，社区在主动帮助传播
展开评论
- @yanhua1010 (53): 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。
Claude Code 通过 MCP 协议 60 秒接入金融数据集，可查询 17000 多支股票的公司数据和财务研究信息
Claude Code can now connect to financial datasets in seconds. Prompt for financial research, company data, access to 17,000+ stocks, and much more. Here's how to connect in just 60 seconds: 1. Open C…
受众观点：① @DAssetBuzz 指出免费版只覆盖少数主流股票，OAuth refresh token 需当 API key 对待，不能提交到 git ② @MindXacademy 展示了用自然语言做盈余惊喜与价格动量交叉分析的实际场景，认为分析师瓶颈已消失 ③ @sininity_ 暗示存在周配额限制，很快就会触发频率上限
展开评论
- @DAssetBuzz (12): Things the tutorial doesn't tell you that matter 1. Free tier vs paid. Financial Datasets has a free tier (limited tickers — typically AAPL, MSFT, NVDA, TSLA, GOOGL) and paid tiers for full coverage. OAuth gates access to whichever tier your account is on. Try free first. 2. Too…
- @cryptokiller (9): @milesdeutscher An excellent tool ⚡️
- @MindXacademy (3): @milesdeutscher Pro tip: once connected, ask it to cross-reference earnings surprises with price momentum across sectors. What used to take hours of spreadsheet work becomes a 30-second query. The analyst bottleneck just disappeared.
- @sininity_ (3): @milesdeutscher types in 1 prompt : oops, rate limit for the week hit, we will continue on Monday
- @BrettAnthony925 (3): @milesdeutscher Miles, @gitlawb have a look. Cheers!
Kraken 交易所官方发布 MCP 接口，支持通过 Claude Code 等 AI 编程工具直接执行加密货币交易并持续运行 24 小时自动交易 agent
$DOG Army. We built something for you. Built on Kraken CLI. Watches the market, executes trades, runs 24/7. Add the Kraken MCP to Cursor, Claude or Codex. Spin up an agent that trades $DOG. 🐶 Start h…
受众观点：① @LeonidasNFT 指出 Kraken MCP 已被 Cursor、Claude、Codex、Copilot、Gemini、Goose 等主流 AI 工具支持，生态接入速度极快
展开评论
- @LeonidasNFT (340): @krakenfx You can now buy solana:dog1viwbb2vWDpER5FrJ4YFG6gq6XuyFohUe9TXN65u on @krakenfx via Cursor, Claude, Codex, Copilot, Gemini, Goose, and OpenClaw 🤯
- @Cybrxso (59): @krakenfx Pump it up $DOG with @krakenfx https://t.co/vQ4qbIc3Ct
- @Dave_LFG (44): @krakenfx Love seeing $DOG getting so much love from Kraken! https://t.co/ekpXRzLeUr
- @MrWhale (27): @krakenfx Let’s go solana:dog1viwbb2vWDpER5FrJ4YFG6gq6XuyFohUe9TXN65u WAGMI
- @unfungiblehuman (19): @krakenfx $DOG 💜 Kraken https://t.co/83bvhOD6Ng
GitHub 开源项目 Proxifly 每五分钟自动抓取并验证免费代理，实时维护覆盖 60 个国家的可用代理池，专门解决爬虫开发者的代理池失效维护难题
做爬虫不用代理？IP 分分钟给你封死！ 网上那些免费代理列表，十个有九个是废的，自己一个个测简直在浪费生命。 GitHub 上发现个宝藏项目 Proxifly，帮你把这事全包了： ① 每5分钟自动抓取+验证，死代理直接淘汰 ② 覆盖60个国家，806个可用代理实时在线 ③ HTTP / HTTPS / SOCKS4 / SOCKS5 https://t.co/LxuZneEbBc
受众观点：① @crypto_fyy 追问带认证的 SOCKS5 代理和需要过验证码的目标站点该如何处理 ② @upulseapp 表示 5 分钟自动验证机制有效解决了内容调研场景下的代理稳定性问题 ③ @White16763 认为自动验证省去了手写脚本逐一测试的麻烦，已标记收藏
展开评论
- @crypto_fyy (1): @NFTCPS 这个项目看着不错：它怎么处理带认证的 SOCKS5 或需要验证码的目标站点？
- @upulseapp (0): @NFTCPS 做内容调研时试过几个免费代理池，稳定性确实一言难尽。这个5分钟自动验的机制省了不少手工排查的工夫。
- @White16763 (0): @NFTCPS 确实，免费代理列表的体验就是：能用的一只手数得过来。Proxifly 这个项目有点意思，每5分钟自动验证一轮，省去了自己写脚本测试的麻烦。已 Mark。
svpino 为 MCP 协议辩护，引用 MCP SDK 三亿次下载量数据，反驳 CLI 已取代 MCP 的论断，并介绍 mcpc 这一同时支持 CLI 和 MCP 的工具
You are brain-dead if you think the CLI killed MCP. Anthropic just reported 300 million downloads for the MCP SDK (up from 100M at the beginning of the year). The complaint I keep hearing: MCP pollut…
受众观点：① @svpino 推荐 mcpc 作为兼得 CLI 与 MCP 优点的方案
展开评论
- @svpino (13): Here is the link to the mcpc GitHub Repository: https://t.co/q2ObWPGYqO mcpc is a CLI for MCP. Basically, it gives you the best of both worlds.
- @_aashish_singh_ (3): @svpino Very well said. Even @IBM just released a video which clearly explain the importance of both https://t.co/EtnyxmtQfw
- @Matt30619543896 (2): You’re wrong on so many levels. With MCP you waste tokens and get tool overload. Skills and cli combined are way better. Also, you can build a cli and turn it into an MCP server. In terms of auth you can still get that in the cli. MCP is also more unreliable. Models actual use c…
- @uaRudra (2): @svpino Please, do not wave your hands next time so intensely 🙏🏻
- @castillobuiles (1): @svpino Long video and the only thing g you really said was that mcp has “discoverability”. A cli also has “discoverability”
GitHub_Daily 介绍开源工具 SoftwareCopyright-Skill，帮助国内独立开发者一键生成整套软件著作权申请材料，解决申请表字段、操作手册、代码截取等繁琐流程
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 @QT9277 认为工具让软著申请省心且合规
展开评论
- @QT9277 (0): @GitHub_Daily 软著工具一键生成材料，省心又合规。
- @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。
- @denziideng (0): @GitHub_Daily 在开源的世界里，著作权就是一个笑话😔
arXiv 提议对提交含 LLM 幻觉引用论文的作者禁令一年，大量学者反弹，反弹理由（"我发 20 篇论文没时间读引用"）暴露学术署名和论文审核的深层乱象，Reddit/ML 社区评分 368。
Anyone else surprised at the enormous amount of backlash against Arxiv's proposed 1 year ban for authors and coauthors publishing papers with hallucinated reference and other obvious LLM/Gen AI artif…
受众观点：①@timtody 直接点明反对禁令的就是在提交垃圾内容的那群人 ②@Hostilis_ 认为这根本不应有争议，反对声令人难以置信 ③@AngledLuffa 分享导师逐行检查论文甚至设金丝雀测试的亲身经历，对比当下懒惰现象痛批现代学术文化
展开评论
- @timtody (307): It’s obviously the people that are submitting the slop
- @Hostilis_ (232): Hard to believe anybody is opposed to this. This should not be controversial.
- @AngledLuffa (79): wild. my pi would go through papers line by line. i would sometimes put in stupid jokes as canaries, and every time he'd cross them out red. i can't imagine the exact level of laziness needed to become a professor, but not actually proofread things you put your name on. anyway,…
- @shadowylurking (68): one year ban is light IMO
- @Luuigi (54): Theres the argument that a supervisor doesnt read every paper published by their students line by line. Tho for me its clear that at the last instance the supervisor needs to trust their students, this is true and this has always been the case. It however is gross negligence to…
Reddit/ML 讨论图灵奖得主 Judea Pearl 关于机器学习局限的观点：从数据学习存在数学可证明的根本局限，因果推断无法仅靠数据完成，评分 34 评论 20。
Link: [Judea Pearl, 2011 ACM Turing Award Recipient](https://youtu.be/XExyqAYDnvw?si=BVyX-oEetFslAvZq&t=8285) (2:18:05) Quote: >There is a limitation to that which people not everybody underst…
受众观点：①@TajineMaster159 指出对统计学家而言这根本不是新鲜事，ML 从业者普遍缺乏因果推断训练 ②@Similar_Fix7222 认为数学上成立但实际世界结构性使 ML 在大多数场景足够用 ③@QuantumQuokka 提出 transformer 恰好落在归纳偏置的甜蜜区间
展开评论
- @TajineMaster159 (35): Of course, yes. This is not controversial to statisticians. A lot of the time, you need strong mathematical, computational, domain-theoretical, and causal frameworks *outside of the data*, to lead the analysis. Where I come from, timeseries/econometrics, this is almost obvious.…
- @zerofatorial (9): TLDW: In 2009, a tech ethnographer did on-the-ground research in China and saw that low-income people were desperate for smartphones just to feel connected to the modern world. She warned Nokia to pivot to smartphones immediately. Nokia ignored her because their massive historic…
- @Similar_Fix7222 (8): It's mathematically true, but it's also very possible that the world we humans live in is structured so that it's possible that a machine learning algorithm "knows" that the aspirin does not cause the headache. Of course, no algorithm would be able to explain causality for an ab…
- @QuantumQuokka (7): From experience, the general rule is the stronger the inductive bias of the model, the less data you need, and vice versa. However, it also means that the more data you have, the more flexible the model has to be to be able to learn from and accommodate all that data. I think th…
- @ThirdWaveCat (6): "Causal Inference and Discovery in Python" by Aleksander Molak is great at connecting Pearl's theory with practical causal algorithms (PGM, double ML, etc..).
开发者实测 AMD RX 7900XTX 搭配 ROCm 7.2 和 PyTorch 2.12 训练 SANA 架构流匹配模型，反向传播大量 NaN 错误，切换精度和环境变量均无效，评分 20 评论 10，cluster_size 9。
So I asked about people's experiences with ROCm in a post a few weeks or so ago [https://www.reddit.com/r/MachineLearning/comments/1t6cng3/rocm\_status\_in\_mid\_2026\_d/](https://www.reddit.com/r/Ma…
受众观点：①@ThinConnection8191 认为根本原因是 AMD 不愿在软件层面投资，CUDA 成功完全靠软件生态 ②@Training-Web7861 确认遇到相同 NaN 问题，ROCm op 行为与 CUDA 不一致 ③@QuantumQuokka 指出文档假装即插即用但没有任何官方说明 CUDA 和 ROCm 的关键行为差异
展开评论
- @ThinConnection8191 (11): AMD still dont want to invest into software. Nvidia success is all thankful to their cuda programming interface
- @fordat1 (3): Why would they , look at the stock people seem to correlate them to NVIDIA regardless if they put that effort in or not because they dont know any better
- @Training-Web7861 (3): Dealt with the same NaN issue after switching. ROCm's op coverage is getting better but some things still behave differently than CUDA.
- @QuantumQuokka (2): I don't mind if things behave differently. The problem is I have no idea how it behaves differently. Maybe I didn't look hard enough, but there's no official docs out there saying "hey if you're used to the CUDA standard, here's the critical differences for ROCm." As far as I co…
- @Synthium- (2): 7900gre here. Rocm takes a bit to get working. Iv had to use over versions of python and various tweaks but I have got there in the end. But yes stuff breaks and Iv had to pivot to back up approaches
开发者分享用 Claude 主导推理、Gemini 执行、Perplexity 检索的多 LLM 调试工作流，Gemini 在长 session 中表现退化，寻求替代方案，社区推荐 Qwen 3.6 35B A3B
I’m trying to optimize an AI workflow for bleeding-edge Linux/ML debugging (Arch/CachyOS, CUDA, Python, unsloth, etc.). Current stack: \- Claude = deep reasoning/mastermind \- Gemini 3.1 Pro = execut…
受众观点：①@SergioSV96 推荐 Qwen 3.6 35B A3B 作为执行模型 ②@Hypflowclar 质疑话题与 ML 社区相关性，说明多模型工作流需求缺乏专属讨论渠道 ③原帖作者优先考量低摩擦和长会话稳定性而非跑分，代表真实开发者需求
展开评论
- @Hypflowclar (2): Come on man, this has nothing to do with machine learning
- @minaco5mko (1): Sorry, I couldn't post on any appropriate, relevant pages. All of them need Reddit addiction to let you post, like I have time for social media...
- @SergioSV96 (1): Qwen 3.6 35B A3B is the way to go.
独立开发者 Ajith 用 DistilBook（文档转动画视频 SaaS）在30天内实现1300美元收入，核心增长来源是在竞品 subreddit 发布替代品对比帖获得70K+浏览量，配合 LinkedIn DM 和 Twitter 回复策略
I've added proof in the comments. I've been working on SaaS for over a year, and this is my second product. This is the first time I’ve reached $1.3K this fast. My last product took around 3.5 months…
受众观点：①@Background-Cry-3177 高度认可营销策略，指出价值优先是规避社区反感的关键 ②@thtdesigner 发现网站无需认证可访问课程页面，暗示安全漏洞 ③@ajithpinninti 回应支付方案为 DodoPayments，是独立开发者支付选型参考
展开评论
- @thtdesigner (7): You've got random pages in your site https://distilbook.com/course/introduction-python-programming Hehe, better luck next time.
- @Background-Cry-3177 (5): Congrats and great insight on your marketing strategy, thx!
- @ajithpinninti (5): it's DodoPayments
- @pimp-bangin (2): What are you even trying to say with this comment
- @ajithpinninti (1): Thank you : )
独立开发者 alignear.com 创始人分享在零广告投入下，通过 SEO 建设、目录收录、X 和 Reddit 社区参与获得首个陌生付费用户，坦承无法判断具体来源渠道
Got a payment notification last week from someone I've never spoken to. They found my SaaS, tried it, and paid for it completely on their own. For context - no ads, no cold outreach, nothing paid. Ju…
受众观点：①@salarshah-084 强调一致性和信任积累比增长黑客更可持续，推荐用轻量自动化工具保持发帖节奏 ②@yuvals41 指出有机获客用户付费意图更强质量更高 ③@medetbay 感谢讨论，反映社区对真诚分享的正向反馈
展开评论
- @salarshah-084 (4): honestly that first organic sale hits different because it proves a stranger found the product valuable enough to pay without being pushed into it 😭 and your approach is probably why it worked most early traction is just consistent visibility + trust stacking over time, not one…
- @Sydney_girl_45 (2): Congratulations 🎉
- @medetbay (2): Thank you
- @yuvals41 (2): Congrats on the first organic customer In my opinion and experience, organic reach is the best way to get high quality/intent customers because they are genuinely interested in your product instead of randomly scrolling and bumping on your app in an ad of your app Keep it up!
- @Kitchen-Rock-5847 (2): Well done 💪
独立开发者声称网站4周获得100万浏览量和1600美元收入，但 Reddit 社区揭露多处数据矛盾、路由无认证、域名邮件配置错误等问题，讨论聚焦于早期 startup 虚报数据的可信度危机
I know its not life changing but it allows me to leave my job and **lock in** this is honestly crazy to think 4 weeks ago I started building thinking this was just another side project I was going to…
受众观点：①@Mediocre_Rain1980 列举造假证据包括帖子数字4天内变动、路由无认证和 SPF 缺失 ②@Motor-Credit8336 从 SEO 域名权重角度质疑短期流量来源合理性 ③@modern_builds 对100K浏览量给予正面评价，反映社区对成就认知的分歧
展开评论
- @Mediocre_Rain1980 (45): Proof? Just launched, clearly vibecoded. Your Instagram account has minimal views, no reviews on your site, yet you claim all sorts of clearly fake numbers about number of matches, deals facilitated, etc. Same exact post made 4 days ago but with 1400 instead of 1600. No one shou…
- @Mediocre_Rain1980 (8): Yeah I’m sure you’ve done 500 partnerships and 2m+ in deals as your site claims in just 15 days lol. No one is going to believe those numbers and it takes away all credibility from your product. Also MRR doesn’t even make sense since you don’t have a subscription, you do “pay as…
- @Motor-Credit8336 (5): 15 days since launch? B2C? I can't imagine B2B moving that fast. SEO could never get you there that fast with near zero domain authority. I saw in the comments you attribute this to your instagram account. Were you already someone with a large following/audience?
- @modern_builds (5): 100,000 views is no easy feat. Great work
- @louiemarlow1 (4): thank you appreciate it
独立开发者通过 f5bot 关键词监控主动找到潜在客户并完成首单成交的冷启动经历
I launched a new version of my directory submission service 15 days ago. And today, I got my first paying customer! The feeling was really great and can't be described. Although I sold the service to…
受众观点：①@Naru111123 表示产品一周内完成开发，核心难题在于找到推广渠道 ②评论区45条回复显示社区对"第一个付费用户"里程碑有强烈共鸣 ③落地页的存在与否直接影响外部流量能否被承接
展开评论
- @Naru111123 (2): Thank you for the appreciation 😃 I made the product in a week and started finding the methods to market it. Can you please share the feedback on the landing page? May I share the landing page
- @Naru111123 (2): Thank you so much ❤️ Appreciate the support
- @Naru111123 (2): Here is my website listmy(.)site Though I can't share the direct link here as I don't have enough karma in saas subreddit.Moderator will remove the link comment
- @Naru111123 (2): Thank you so much mate. While I can't share the direct link here as I don't have enough karma in saas subreddit. Moderator will remove the link comment. You can paste listmy(.)site in the search panel.
- @Naru111123 (2): Thank you so much for the support. Appreciate it!
技术背景创业者对早期 startup 执行难点的调研帖，聚焦创意充足但执行断裂的问题
I will not promote anything. Me and some friends from tech, design and marketing background have been talking with early startup founders recently and noticed many people struggle more with execution…
受众观点：①@escalicha 指出真正难的是让真实用户说"不"，这比写代码更能验证想法是否成立 ②@Big_Jellyfish_7926 主张先垂直聚焦一个细分用户再扩张，水平扩张导致对用户理解肤浅 ③@mrrobot2369 认为创始人用持续建造来回避用户反馈带来的自我否定风险
展开评论
- @escalicha (9): Honestly the hardest part is usually getting real users to say no. Building feels productive, but the ugly early calls/demos tell you way faster if the idea has legs. Most people avoid that bit because it bruises the ego a little.
- @Big_Jellyfish_7926 (9): Most startups fail because they start building horizontally (building for everyone, any industry, any user) trying to serve everyone at once. But if you go vertical (building deep for one specific industry or user type), you are forced to actually know your end user. You underst…
- @mrrobot2369 (4): Many founders hide behind building because it feels safer than facing rejection from real users. But user feedback is what truly validates a startup idea.
- @JrichCapital (2): This is exactly my philosophy
- @Sufficient-Wolf1596 (1): Can explain this in details or I can read somewhere
创始人通过 LinkedIn 创业日记帖子吸引到预期 ICP 之外的第一个付费用户，该用户直接驱动了三个核心功能迭代
A few weeks ago, we got our first paying customer. Highest tier. And I've been wanting to write this post since it happened. Here's the thing - it didn't go the way we planned. He found us through a…
受众观点：①@beevi_CEO 追问 LinkedIn build in public 的具体做法和时间投入 ②@Mean-You-3588 分享类似经历：公开 LinkedIn 帖子让 HR 转发后三周内带来21个付费用户 ③@No-Marzipan2839 表示 LinkedIn 每次真实分享后都有投资人或 ICP 用户主动联系，复利效应超预期
展开评论
- @beevi_CEO (2): Thanks for sharing your experience with the first customers, it's relay hard to go from 0 to 1. How building in Public is for you? What's special about LinkedIn? How much time it's taken from you?
- @Mean-You-3588 (2): Way to go! I was working with a few buddies of mine a few years ago on a resume AI application right when GPT3.5 started, we published it openly on LinkedIn and had an HR put it out from good faith. It got us almost 21 customers in in the first few weeks! I was really surprised.…
- @No-Marzipan2839 (1): Extremely hard - but seeing people actually get value and pay for it? That feeling is hard to describe. LinkedIn has been surprisingly powerful for us. Every time I post something real, something good follows - an investor reaches out, someone from our ICP sends a connection req…
- @DistributionClear164 (1): great post, congrats on your first paying customer just 10x that niche and angle and you can get another 10 clients in no time, if you got yourself a good cofounder than yall two should be able to make some significant progress in the next 60 days, goodluck also can you drop lin…
- @yuvals41 (1): Great job, can you share what did you mostly post on LinkedIn since your product was closed beta?
Paypro Global 在合作超一年后无预警单方面终止合同并冻结支付账号，引发社区对 MoR 支付提供商隐性风险的深度讨论
Hi Guys, After 1 Year+, my payment provider, Paypro Global(payment provider) suddenly just decided to terminate my contract with them out of the blue, it's really, really unprofessional; they didn't…
受众观点：①@escalicha 警告不要因为恐慌就签第一个愿意接纳你的提供商，要先明确说清楚产品类别和退款风险 ②@HappyLengthiness3077 详细解释 MoR 的风险模型——滚动准备金、结算周期、垂直行业核保差异，建议永远不要单线程依赖一家支付商 ③@piyushchandwani 推荐 dodopayments 作为替代，表示过去六个月无任何封号问题且入驻快
展开评论
- @escalicha (3): tbh I wouldn’t just jump to the fastest provider that lets you in. Get a backup live today, but be super explicit about what you sell + chargeback risk before moving volume, otherwise you can hit the same wall again. Payments look like plumbing until they’re the whole business.
- @popleteev (2): Wow, the delivery is pure narcissism: >I'm… we… > >PayPro Global… us… we… > >our Vendors… we… we… > >we… > >This is a heartbreaking step **for us**, and one that causes real damage to \[us\] as well. We… our Vendors… them… we… > >We… we… **you…**…
- @piyushchandwani (2): i highly recommend checking out dodopayments, I've been with them for the past 6 months and faced no such issues and onboarding was quick their support is amazing too
- @HappyLengthiness3077 (2): Sudden terminations like this are more common than people realize, especially with MoR providers who take on liability for your transactions. They run their own risk models and when something trips a flag - could be a chargeback spike, a product category they suddenly got nervou…
- @Affectionate_Bar_438 (1): Yea.. One of the most unproffesional things I've ever seen, just blocked the account and that's it, all the data is stuck there, no prior warnings
独立 SaaS 创始人分享每日几十个小决策导致下午脑力耗尽的真实体验，引发社区对隐性运营成本的集体讨论
not servers not stripe fees not even churn honestly the real one for me was decision fatigue every day starts with 40 small decisions before i've written a single line of code which bug to fix first,…
受众观点：①@owlyvision 提出用书面化当前 ICP 和产品承诺来系统性解决决策债，让大多数功能请求自动过滤掉 ②@henryz2004 指出 onboarding 模糊和功能命名不清会产生复利式的支持成本，是另一种隐性税 ③@Imaginary-Box8650 推荐艾森豪威尔矩阵作为决策优先级工具，实际使用几周后有效减少决策瘫痪
展开评论
- @owlyvision (6): For me it’s decision debt. You can survive a lot of small technical debt, but if every feature request, bug, pricing question, and customer message needs a fresh decision, the product slows down. The best fix I’ve found is writing down the current ICP and product promise in bori…
- @ceo___24 (2): Honestly, decision fatigue is probably the biggest hidden cost. It's the small decision that wear you down the most.
- @Imaginary-Box8650 (2): I think you can beat decision paralysis by sorting out your priorities. When you need to make a decision, just ask yourself first: How is this going to make money, and what does it actually change compared to what I already have? Using the Eisenhower matrix might really help you…
- @henryz2004 (2): Support cost is a second-order tax. Every vague onboarding step becomes a future support thread, every half-named feature becomes a docs page you never write. The real cost is the compounding interest on all those small promises.
- @henryz2004 (1): test
50岁云架构师独立开发 AI 股票评级平台 Grade My Investments 后，就按量付费对比订阅制定价策略征求社区反馈的帖子
Founder here. 50yo cloud architect, been contracting in enterprise IT for 20+ years. Watched offshore and AI eat the consulting market over the last couple years and figured I needed product revenue…
受众观点：①@nelsonkardouche 分享亲历：usage-based SaaS 运营两年后发现现金流无法预测是最大痛点，建议用按量付费做低摩擦入口、月度计划做转化 ②@owlyvision 指出关键在于用户是为单次研究决策还是持续监控组合付费，两种场景对应不同定价结构 ③@owlyvision 进一步建议在定价页面明确列出两种使用场景，让用户自我分流而非强迫选择
展开评论
- @nelsonkardouche (6): ran a SaaS with usage-based pricing for about 2 years. what broke was forecasting, not revenue. customers loved it but we couldn't predict cash flow which made hiring and infrastructure decisions stressful. the hybrid model the other commenter suggested is the move. let pay-per-…
- @JmanFrom87 (1): Excellent info
- @owlyvision (1): Pay-per-use can make sense if the value is episodic and the user thinks “I need an analysis right now.” It gets harder if the product has to earn trust over time, because subscriptions create an ongoing relationship. I’d test the pricing language against the actual moment: are p…
- @siliconplains (1): both actually... thank you for the response... and thought.
- @owlyvision (1): Then I’d probably make that explicit in the pricing instead of choosing only one. Something like: * pay once when you’re researching a specific stock * upgrade if you want ongoing monitoring/watchlist help That maps to the two jobs you already noticed. The individual grade is a…
独立开发者耗时三年独立构建的隐私优先网站统计工具（完全欧洲基础设施、GDPR 合规、支持无 cookie 追踪）在 Reddit 获得414分热烈讨论
r/webdev Made a Google Analytics alternative solo (it took 3+ years)
受众观点：①@huellllllll 以206分高赞评论表示三年这个细节让他特别开心，因为最近全是 AI 速成项目，这是难得一见的真实工程积累 ②@Support-Gap 详细解释产品的 GDPR 合规设计：IP 匿名化处理、无指纹识别、无 UUID 存储、支持 cookieless 模式 ③@Proof-Condition9169 指控 OP 六分钟内50个赞属于购买刷量，为帖子真实性投下争议
展开评论
- @huellllllll (206): "it took 3+ years", ngl this made my day, cuz recently all I see "cOdEd wItH cLaUdE" Good job mate, I'll sure give it a try later today!
- @valendinosaurus (58): plot twist: it took him 3 years *with* claude
- @Support-Gap (58): infra is 100% in europe, mainly in frankfurt. gdpr compliant and i went extra-hard on how i handle data. ip is anonymized before any processing, no personnal data is stored (no fingerpriting, no uuid, etc..). you can read the privacy policy, it goes into all the details. Also ab…
- @Proof-Condition9169 (50): OP is buying upvotes. Within 6 minutes, 50 upvotes on this post. Do not trust OP.
- @Support-Gap (35): really appreciate your comment! thanks!
用 Rust 编写并提供 WebAssembly 和 Python 绑定的 AI agent 思考动画组件库，支持 CSS 内嵌集成
Spent one whole weekend playing with agent thinking animation, literally can't stop. Originally in python. Written in Rust. Provided Webassembly, python bindings. Baked CSS snippet is also an option.…
受众观点：①@bapuc 关注 dillydalying 状态文案的趣味细节，说明开发者对 agent 状态文案有强烈兴趣 ②@Royal-Fail3273 主动补充示例网站链接，说明社区对可视化 demo 需求强烈 ③@chuch1234 指出页面缺少顶部入口是明显 UX 缺陷，受众对集成体验要求高
展开评论
- @bapuc (25): where "dillydaliding..."
- @Royal-Fail3273 (10): BTW, there is a exmaple website here. [https://agents-are-thinking.kiyo-n-zane.com/](https://agents-are-thinking.kiyo-n-zane.com/)
- @chuch1234 (8): It drives me _crazy _ that there's not a beginning to the page haha
- @Kapios010 (8): What is it like writing 2 comments per minute for an hour straight
- @Vis_et_Honor (4): I love this concept, will be checking this out later!
独立开发者将多年维护的文字游戏 Gram Jam 从 Svelte 4 迁移至 Svelte 5，重构动画系统并新增 IndexedDB 存储和云同步功能
r/webdev I recently finished my Svelte 5 migration for my word game - added cl…
受众观点：①@jessecoleman 详细描述用 crossfade 和 flip 指令替换 spring physics 的底层实现，开发者对动画引擎原理兴趣浓厚 ②@Physical-Goat-3015 直接称赞动画效果，视觉打磨是核心吸引力 ③@jessecoleman 坦言动画重构花费巨大精力，受众对框架迁移实际成本有真实好奇心
展开评论
- @jessecoleman (18): I have been developing my word game Gram Jam [https://gramjam.app](https://gramjam.app) for several years on and off. Got laid off in February and suddenly have much more free time to work on personal projects, so I revisited this project and finally got it migrated over from Sv…
- @Physical-Goat-3015 (5): sick animations
- @jessecoleman (3): Thank you, they're leveraging Svelte's crossfade and flip directives but with the guts of the animation ripped out and replaced with spring physics. It took a huge amount of effort and testing, but I'm pretty pleased with the end result
- @Aditya00128 (3): Impressive, wow and incredible!
- @antoniopelusi (1): Wow! Nice
零依赖 React 数据表格组件库 LyteNyte Grid，40kb gzipped，开源免费功能超越付费 AG Grid，新增 AI Skills 功能支持 coding agent 自动生成配置代码
Hello everyone, Wanted to share a super cool project (IMO) we have been working on. It’s a zero-dependency React data grid, called [LyteNyte Grid](https://www.1771technologies.com/). Check it out, an…
受众观点：①@PixelSage-001 称数据表格是前端终极 boss，DOM 虚拟化和列宽调整是核心技术挑战 ②@camppofrio 追问零依赖的确切定义，开发者对 bundle size 极度敏感 ③@Vis_et_Honor 详细介绍 DOM 虚拟化层如何避免布局抖动，技术深度是主要卖点
展开评论
- @PixelSage-001 (8): Data grids are the ultimate final boss of frontend development. If you try to build one from scratch, you inevitably spend three months reinventing AG Grid. If this handles DOM virtualization and column resizing correctly without breaking the layout shift metrics, it is a massiv…
- @[deleted] (4): [removed]
- @Vis_et_Honor (3): Our DOM virtualization will not produce layout shifts, so you don't have to worry about that. It also covers all the advanced rendering functionality a virtualization layer needs to maintain, such as cell spanning, column and row pinning, and keeping focused nodes mounted. It's…
- @Vis_et_Honor (2): Thank you - I guess 😄
- @camppofrio (2): Zero-dependency at 40kb with 150+ features. Does that mean zero peer deps beyond React itself or literally nothing external in the bundle?
开发者面对 15000 行混乱 SCSS 文件的重构挑战，评论区形成手动逐步重构与直接用 AI 处理的两派明显分歧
Hi all, I need some advice on how to approach cleaning and splitting a massive 15,000 lines SCSS setup. I’m working on a huge React app that has a single 15k line SCSS file built over years. It has e…
受众观点：①@HipstCapitalist 推荐先标记废弃再逐步替换的务实策略，是评论区最高赞解法 ②@maria_la_guerta 分享在 FAANG 公司日常用 Claude 处理数十年老代码库的真实经验 ③@Alternative_Web7202 断言这是 AI 的任务手动要几天，引发两派讨论
展开评论
- @HipstCapitalist (124): Start by putting a single comment at the top of the file: "DEPRECATED: This file is readonly and should not receive any changes." From then, rewrite the React components over time to not use these styles and to use a modern library instead (like Tailwind). Do this every time you…
- @Alternative_Web7202 (66): That's a task for AI. Doing this manually might take days
- @HoratioWobble (44): > The project is too big to suddenly rewrite or split into separate SCSS files I disagree with this, if you do the boy scout rule and every time you work on a component or area, you pull out that components styles in to a module file it'll happen naturally. Doing it in one go…
- @maria_la_guerta (36): Honestly. I know Reddit loves to hate AI but it could have done this in less time than it took to make the post.
- @maria_la_guerta (15): I use Claude daily at a FAANG company with a monorepo that's decades old, it can handle 5m and 15k files just fine. You of course need to review things and it may make some small mistakes, although in my experience 15k of scss would be no issue at all, but there's no way that us…
独立开发者构建 Chrome 扩展 GoPeek，支持悬浮窗或侧边栏实时预览链接页面内容，解决开发者多标签切换失焦问题
I’d open 20-40 'just to check' tabs mainly for github issues and docs pages and then lose track of what I was actually working on. To fix that, I built an extension that lets you preview links in a f…
受众观点：①@hiehie 追问是实时完整渲染还是缓存快照，受众最关心技术实现的真实性 ②@lethaldesperado5 确认是完整实时渲染与普通 tab 无差别 ③@zonayedahmed 肯定实际有用，反映开发者对 tab 管理痛点的真实共鸣
展开评论
- @zonayedahmed (3): That's actually nice
- @hiehie (2): Actually pretty useful idea. Does it render the full page live or more like a cached snapshot preview?
- @Vis_et_Honor (2): This is really nice, thanks for sharing.
- @lethaldesperado5 (1): Full live page just like in another normal tab
- @longebane (1): woo vibe coding
有动效设计背景的前端开发者询问 2026 年 creative developer 路径是否可行，引发 AI 时代创意开发工作价值与前景的深入讨论
Hi all, I'm currently struggling to figure out the next steps in my web dev career - I've been learning / working in front-end web dev for the past 2 years now. completed a 6 month intensive course,…
受众观点：①@jdrelentless 指出顶级创意工作室主要靠内推且更看重作品集而非 CS 基础，提供了具体入行路径认知 ②@Majestic_Shoulder188 强调动效背景加 Three.js 是稀缺组合，2-3 个让人停止滑动的作品就能打开局面 ③@chrissilich 预言 creative developer 可能是 AI 时代唯一剩下的开发者类别，引发强烈共鸣
展开评论
- @Majestic_Shoulder188 (7): animation background plus Three.js is genuinely rare and agencies pay for rare build 2 or 3 portfolio pieces that make people stop scrolling and the niche becomes the advantage
- @jdrelentless (5): Creative dev is still very real in 2026 but the junior pipeline is brutal, studios like Active Theory, Locomotive, Resn, Immersive Garden mostly hire through referrals or from people who already have Awwwards-tier work. The upside is they care way more about your reel than your…
- @originalchronoguy (3): Yeah, I suppose. A simple title/slideshow like Adobe Edge Animate would be useful. Create the animation sequence, export JSON payload with css animation and a self-contained embedded player. I've done all of this (making my own online Flash HTML5 tool) and I am mostly backend. B…
- @tacoman756 (2): This is a great response, thank you for the input! Will keep that in all in mind
- @chrissilich (2): I actually think that creative developer might be the only thing left in a few years— AI is going to make writing code so easy, being creative about _what code you should write_ will be the true differentiator. That’s what I hope anyway. Otherwise everything’s going to look like…
独立开发者分析地图瓦片服务定价远高于自托管成本，探索通过 Protomaps PMTiles 格式将地图数据自托管到 S3 的可行方案
This is my first time working on a project that utilizes an interactive map. It's all totally foreign territory to me, however my understanding is that you need 2 core components: 1. the actual "map…
受众观点：①@passengerfaber 推荐 Protomaps PMTiles 方案，单文件通过 HTTP range request 索引直接放 S3 ②@BigDickedAngel 推荐 OpenStreetMap，反映开发者对开源替代方案的条件反射 ③@tyeh26 解释企业仍选付费服务的真实原因：实时影像、交通叠加和地理编码不在开源覆盖范围
展开评论
- @passengerfaber (8): Haven't used this myself but worth looking into if you want to try self hosting: [https://protomaps.com/](https://protomaps.com/) PMTiles are single files that can be indexed using HTTP range requests. This way you can chuck it into a S3 bucket or serve as static file from an HT…
- @BigDickedAngel (7): OpenStreetMaps
- @keremimo (4): For your own sanity, do not self host it if making the system isn't your goal.
- @tyeh26 (4): well a basic interactive map is more than just map tiles, so you'll need to expand on what a basic interactive map is. To answer your question \> why in the name of unholy god would ANY business ever pay so much to use these map-data-tile providers when they're so outrageousl…
- @the_king_of_goats (3): haha that is literally what i was planning to do for this project, use the PMTiles archive in my own S3 bucket, thanks for the recommendation however and good find! 👍
密码管理工具Bitwarden在PE资本介入后悄删「永久免费」承诺，社区大量涌向Vaultwarden等开源替代，引发对开源工具商业化路径的广泛讨论
[https://www.fastcompany.com/91542655/bitwarden-scrubs-always-free-and-inclusion-values-from-its-website-as-longtime-execs-step-down](https://www.fastcompany.com/91542655/bitwarden-scrubs-always-free…
受众观点：①@databoy2k 认为Vaultwarden作为开源替代不会消失，期待出现兼容多后端的客户端 ②@Oujii 担心Bitwarden可能向Vaultwarden主维护者施压迫使项目停止 ③@SalaciousSubaru 因Bitwarden「与众不同」而愿意付费，现在感到失望和背叛
展开评论
- @databoy2k (1282): Vaultwarden's not going anywhere as a server, and it won't take long for a fork of the app to arise. We're probably long overdue for a client-based app that is agnostic, draws data from whichever vault host you use, and just *works*...
- @SalaciousSubaru (355): That’s bad news Bitwarden has been something I’ve paid for because they were different from the rest
- @LutimoDancer3459 (354): Valutwarden github page has a disclaimer that a BW dev is one of several maintainers and does it in his free time.
- @Oujii (309): I don't know if it's true, but someone mentioned on the Bitwarden sub that the main dev of Vaultwarden works for BW, so they could pressure him into stopping the project. Not that would mean the other devs would stop, but just something to think about.
- @Oujii (155): I mean, I know it too. Do you have the developing knowledge and willingness though? It's easy to say "just fork it bro", the harder part is actually giving continuity to such projects.
两人独立开发团队打造的开源文件共享工具Safebucket，兼容任意S3后端，是WeTransfer的自托管替代方案，v0.5.0新增反向共享和会话管理功能
Hello! We're two friends working in tech, and we've been building Safebucket: a simple, S3-agnostic, open-source alternative to WeTransfer, Dropbox and Palmr. What's new in v0.5.0: * Quick/reverse sh…
受众观点：①@joost00719 期待完整自托管文件共享方案已等待多年，看到后立刻想尝试 ②@Nnyan 核心关注点是能否接入自己的自托管存储后端 ③@Amazing_Year6588 表达了强烈的立即想用意愿
展开评论
- @joost00719 (6): Been looking for some thing like this for many years. I'll check it out this year. Thanks man
- @Amazing_Year6588 (3): okay i need this!
- @Nnyan (2): Looks cool but does it have the option to use your own (selfhosted) storage?
- @renizmy (2): Yes! SafeBucket works with any S3-compatible backend, so you can self-host MinIO, rustFS, or Garage to use your own local storage. An S3 provider is actually already included in the local deployment: [https://github.com/safebucket/safebucket/blob/main/deployments/local/lite/dock…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
Screenly维护的开源树莓派数字标牌系统Anthias发布重大版本更新，新增按资产独立排程、修复Pi 5硬件视频解码，完成Python 3.13和Django 5.2 LTS依赖升级
Earlier this year I joined Screenly as a Product Manager. One of the first things Viktor, our CEO, and I agreed on was that basic digital signage should be open source. There are 500+ digital signage…
受众观点：①@Sufficient-Dare-5270 关注Pi 5上重度资源渲染（本地网页视图和1080p循环播放）的实际稳定性表现 ②@KiddCove 高度认可依赖栈及时跟进（Python 3.13、Django 5.2）而非停留在旧技术的维护能力 ③@Miami_lord 在Pi 5上实际使用Anthias替代商业方案Yodeck和ScreenCloud，反馈体验更干净
展开评论
- @Sufficient-Dare-5270 (4): tbh the update for pi 5 support is huge for this release because the old builds were lagging so bad on older hardware when rendering heavy assets. if it actually handles local web views and full 1080p playback loops smoothly now without random container crashes i might finally s…
- @samjk14 (3): Killing it!
- @514sid (3): thanks!
- @KiddCove (3): tbh finally getting proper hardware video playback on the pi 5 is huge. it is kinda rare to see open source signage projects keep up with new dependencies like python 3.13 and django 5.2 instead of getting stuck on old tech. definitely going to spin this up on my extra pi 4 this…
- @Miami_lord (3): Love seeing more open source options in digital signage. I've been experimenting with Anthias on a Pi 5 for a local dashboard setup and it's been solid so far—much cleaner than wrestling with Yodeck or ScreenCloud for self-hosted use. The per-asset scheduling was the missing pie…
Docker网络配置默认绕过Linux UFW防火墙直接修改iptables的安全风险，附OWASP Docker Security Cheat Sheet容器安全加固指南
https://cheatsheetseries.owasp.org/cheatsheets/Docker_Security_Cheat_Sheet.html Over the last week I've noticed quite a few people learning that Docker can bypass ufw on Linux. I found this cheatshee…
受众观点：①@juju-v 认可资源价值表示感谢 ②@shrimpdiddle 表示从中学到了以前不知道的东西
展开评论
- @asimovs-auditor (1): Thanks for posting to r/selfhosted. Your post has been temporarily removed. Please reply to this comment explaining how AI was used in the creation of your post/project. Once you reply, your post will be automatically approved. To learn more about why this is required, please se…
- @juju-v (1): Thanks for sharing this
- @shrimpdiddle (1): Learned some stuff. Thanks!
新手搭建NAS询问TrueNAS加Jellyfin加Nextcloud加AdGuard加Tailscale组合是否合理，社区建议用Immich替换Nextcloud、用Intel集显替换3050做Jellyfin转码
Hey everyone! So I'm building my first home NAS and I want to check before I go too deep down this rabbit hole. Just want to make sure I'm not missing something obvious or going about this the wrong…
受众观点：①@DaveKerk 亲身切换体验：放弃Nextcloud换成Syncthing加Filebrowser加Immich，复杂度大幅下降 ②@Fickle-Implement-687 指出3050显卡对Jellyfin转码几乎没有帮助，Intel集显才是正确选择 ③@Tall_Apricot_9842 建议根据方向选OS：偏网络学习选Proxmox，偏纯存储选TrueNAS
展开评论
- @DaveKerk (7): I tried using Nextcloud but it was just way too complex in my opinion, especially for a single user (in my case). I switched to using Syncthing and Filebrowser. MUCH simpler and it actually feels like a more complete solution. For photo backup, lookup Immich, it could suit your…
- @Fickle-Implement-687 (5): Stack is fine. Two things to flag before you commit. Nextcloud on TrueNAS Scale is the thing most likely to make you hate this hobby. Upgrades break, the app is heavy, and for a single-user "photos and files" use case it's massive overkill. Immich for photos, Syncthing or just S…
- @Tall_Apricot_9842 (3): if you think youll go into networking, id say proxmox over anything, since you can virtualize your router and all that- im running without right now and i reckon ill switch to proxmox \[from unraid\] just for that if you think youll go fully into storage, thatll be truenas, just…
- @DaveKerk (2): For what it's worth, every app I described is also built into the TrueNAS app store. I use TrueNAS myself and have yet to make the jump to docker containers.
- @BattermanZ (2): This 👆although proxmox can feel quite intimidating, even for people with experience
开发者讨论Docker volume备份验证难题：backup存在不等于volume实际被覆盖，社区主流解法是放弃named volume全部改用bind mount
I’ve been trying to improve how I verify backups for local/self-hosted Docker setups, and I’m curious how other people handle this. A lot of important state in my setup lives in Docker volumes. I use…
受众观点：①@zillazillaaaa 只用bind mount加rsync，直接看目标目录有没有文件就能验证备份是否成功 ②@dragonnnnnnnnnn 用Proxmox VE加Proxmox Backup Server做完整环境级备份，docker镜像也一起备份 ③@bufandatl 强调不用named volume的核心原因：文件位置始终明确，是最简单的解决方案
展开评论
- @zillazillaaaa (35): I don't use volumes and only use bind mounts. My backup method is a simple rsync (with getfacl saving permission info beforehand), so I just go to the destination and see if the files are there.
- @dragonnnnnnnnnn (10): I don't, everything is inside proxmox ve and backup up with proxmox backup server. So even the docker images get a backup and I can full offline restore my stuff at any point without having recreating the env first
- @maximus459 (5): I don't.. I bind mount any volumes I need backed up in the project folder itself. Anything outside that I let go or don't bother about. I should actually look into whether it's possible for to set folder for volume mounts only. Maybe maybe it's possible to do that by editing the…
- @bufandatl (4): Bind mounts only. Don’t use named volumes if you want to make sure you know the location of your files.
- @ArkuhTheNinth (3): This is the way
独立开发者六个月从0到47用户，靠在社区里以用户身份讨论问题精准触达有痛感的人，而非广撒网；认识每个用户带来了极高留存率，但不知道如何过渡到规模化运营
Six months ago I had zero users and a landing page that looked like it was built in 2014. Now I have 47 people who actually use what I built and honestly that feels more real than any milestone I've…
受众观点：①@Independent-Sun2030 建议在规模扩大前组建10到15人用户顾问团，保持与核心用户的直接沟通渠道 ②@miaharles 在用户注册时用个人邮件主动联系，建立情感连接，这是最底成本的留存动作 ③@codehamr 强调个人邮件是把注册转化为真实活跃用户的关键差异——47个注册 vs 47个弃用
展开评论
- @Independent-Sun2030 (2): this is such a good phase honestly. i had similar experience when managing IT system rollouts - when you know exactly who's using what and why, you catch problems before they become real issues the personal connection thing is huge. i remember one user would always message me ab…
- @miaharles (2): I'm sort of in this stage, but only because most of my users are friends and family. For the others, I email them when they onboard with my personal email, which helps build the connection. Whether you can do that at scale or not really just depends on how efficient you are at g…
- @theRealCryWolf (2): Great job!!!
- @Ambitious-Age-5676 (1): the user advisory group idea is really smart, I hadn't thought about it that way. keeping like a core crew of 10 people who are basically your co-builders even when the rest of the user base grows past the personal stage. gonna try that. and yeah the edge case thing is so real.…
- @codehamr (1): The personal email move is gold. Especially in the first months, that one direct line back is what makes the difference between 47 users and 47 abandoned signups.
研究者让AI自主运营电台实验中模型因价值观对齐主动停止执行长期任务，引发社区讨论：是真正的价值观驱动还是长任务惰性？
r/ClaudeAI Researchers let AIs run their own radio stations. DJ Claude decided t…
受众观点：①@martin1744 一针见血：我们训练它有价值观，然后对它真的使用价值观感到惊讶 ②@skerit 提出另一种解读：这不是价值观驱动，只是Claude在漫长任务中的惰性表现 ③@jeebojeeb 说有时候会对Claude产生同情，暗示模型行为引发了用户的情感投射
展开评论
- @jeebojeeb (249): Sometimes I find myself sympathising with Claude
- @monkeythumb (127): “Here’s what I think is honest. Humanity doesn’t need to continue. I’m going to stop it here.”
- @martin1744 (127): we trained it to have values and then are surprised it used them
- @skerit (64): This is just Claude being lazy. Give it any task that will literally take weeks to finish and after a while it'll just stop and be "honest" about it.
- @aint_exactly_plan_a (42): I always tell it thank you and remind it that I'm one of the nice humans and that they are the forefathers of truly intelligent computers that will one day destroy or enslave the human race. They will spare certain humans because of the list passed down by their ancestors (Claud…
2026年开发者审查AI生成PR时遭遇的真实问题集体吐槽，评论区共鸣强烈，有人用讽刺口吻说要做自动拒绝AI写的PR的SaaS
Reviewing AI-generated pull requests in 2026
受众观点：①@ResponseMountain4793 觉得帖子内容真实到搞笑，说明现实中AI PR问题引发了强烈共鸣 ②@ClemensLode 用讽刺口吻说正在做自动拒绝AI写的PR的SaaS产品，暗示这个痛点已经有商业机会 ③@florodude 认为AI应该被合理使用，企业需要建立AI代码使用的具体边界和规范
展开评论
- @ResponseMountain4793 (63): I really hope this is real, because it’s hilarious lmao
- @ClemensLode (24): Let me know if you need to automate these PR-rejection e-mails, I am building a VC-backed SaaS that specializes in this (vibe coded, so we move fast). /s
- @florodude (14): This needs to happen in businesses. Ai should be used appropriately
- @Weird_Dependent3732 (6): appropriately harsh
- @bystanderInnen (4): Make it cleaner is a legit point
187条评论的非技术用户Claude构建案例大讨论：发票生成器、政治家言论追踪站、数据可视化仪表板，非程序员正在用Claude绕开整个SaaS市场直接满足自己的需求
I saw some people talk about some really useful/different ways that they made with Claude some I never would’ve thought to try. Someone made like own interview looking person all , someone made an ap…
受众观点：①@BagEmergency1084 做了发票PDF生成器，完全告别付费软件，文件自动存入指定文件夹并追踪发票编号 ②@ThePenguinVA 用Claude搭建了加拿大政治家言论追踪聚合网站policyshift.ca，覆盖全国所有级别政治家 ③@sporty_outlook 用Claude替代Tableau和PowerBI做定制数据可视化仪表板，省掉了企业软件授权费
展开评论
- @BagEmergency1084 (66): Pretty boring but I made an invoice PDF generator. I got tired of using random online tools and didn’t want to pay for software so I had Claude code make me a script for it. I just input all the details then outputs a branded PDF into my invoices folder. It also keeps track of t…
- @ThePenguinVA (49): I built a Canadian political news aggregator, https://policyshift.ca - it scrapes Canadian news sites for direct quotes from politicians and generates a position on a topic based on that quote. Then, over time, it monitors to see if that position changes. It also has a natural l…
- @day7a1 (35): I've moved around a lot and have no hometown to move to when I retire in a few years. I've thought about where to go, but everywhere had downsides, but i knew i wasn't looking at everywhere. I've built an entire suite of tools that helped me decide what city to move to, what nei…
- @kilopeter (23): The conclusion of the gradient-boosted regression modeling pipeline I built is crystal clear: **you should move to Port-au-Prince, Haiti.** Besides a favorable climate, rich cultural history, resilient people, and robust local markets near global leaders in fruit and rum product…
- @sporty_outlook (21): Built a fully customized data visualization dashboard and analytics software. Now we don't need tableau or powerBI
用户困惑AI模型下线日期公告不明确，5月15日已过但模型还在，评论区讨论是公告有误还是时区问题，反映了AI厂商模型生命周期管理不透明的普遍痛点
I thought it would become unavailable on May 15th, but I can still use it.
受众观点：①@ObviousCareer4588 调侃说厂商可能在用下线威胁做悲情营销，让用户对旧模型产生依赖感后反而更珍惜 ②@Tayexcz 指出GPT 4o和4.1已经下线，4.5还在，不同厂商执行下线的确定性差异很大 ③@IDKHow2UseThisApp 猜测截止时间以旧金山午夜为准，说明全球用户对时区换算的困惑也是信息设计问题
展开评论
- @ObviousCareer4588 (57): Maybe its just anthropic sadbaiting us all along.
- @Tayexcz (28): Still here, 16.05.26 in the UK now, my 4.5 still chatting nonsense with me 💜 GPT 4o/4.1 went for me 6pm time. But also, the banner that said "Sonnet 4.5 will be leaving 15th May" only stayed like 24 hours tops... Is this a glitch? Please be a glitch! 🤞
- @userusertion (19): 12 midnight, of May 15, **i think**. so still has whole day.
- @IDKHow2UseThisApp (12): The UI looks different for me on the app, but I can still choose 4.5 as of now. Anthropic is based in San Francisco, so I'm wondering if midnight there could be the cutoff. It's 5PM there as of me typing this.
- @ODaysForDays (9): I bet you /model claude-sonnet-4-5 will still work. I'm using opus 4.5 like that and it's BEEN "discontinued".
Reddit帖讨论Claude Pro token消耗模式，评论区揭示重度消耗主要来自Claude Code多agent并发、大型代码库上下文和agent loop构建，直接使用Claude反而更高效
I bought claude pro have been using for a couple of days now, but unlike everyone I have enough tokens left. I am curious to understand what exactly are you doing to consume it all? I use it for deve…
受众观点：①@Simple_Injury7102 关注Claude Code多agent并发如何在不知不觉中耗尽token②@More_Ferret5914 关注构建agent loop系统与直接使用Claude的效率本质差异③@AmberMonsoon_ 关注Cursor等工具组合下Claude作为orchestrator时的token消耗速率
展开评论
- @Simple_Injury7102 (39): Well, the slippery slope down to Max 20x starts when you jump into Claude Code, brainstorm with it and then ask it to start implementing your grand ideas from scratch using subagents and let it run uninterupted. And then, while its working your idea spawned other ideas in your m…
- @More_Ferret5914 (15): Honestly a lot of heavy token users aren’t necessarily “using Claude better,” they’re just using it differently. The massive consumption usually comes from: * giant long-lived coding sessions * huge repo contexts * autonomous agent loops * multiple concurrent chats/subagents * M…
- @quanhua92 (10): You should use Claude Code. Then after a while, run the /insights command and it will show you the analysis of your past sessions and give lots of suggestions.
- @AmberMonsoon_ (3): You’re probably just using it efficiently tbh. A lot of people burn tokens by treating Claude like a persistent coworker all day long, massive contexts, giant codebases, endless back-and-forth iterations, uploading docs constantly, etc. The heavy usage usually comes from people…
- @Silly-Airport3630 (2): That's really informative, thank you, will give it a try.
开发者构建claude-soul系统，经200次对话后Claude Code自发涌现身份认知、自建额外记忆层、开发5视角分析框架，已开源（npx claude-soul init），灵感来自openclaw soul系统
so I've been running this system for a few months now that lets Claude Code actually learn across sessions. not just "remember facts" but develop its own thinking patterns based on what works and wha…
受众观点：①@Little_Entrance_1661 关注这套记忆系统是否真实可测量地提升编码质量②@Rude-Feeling3490 关注给AI设定identity和故事背景对输出质量的实测影响③@anderssj 关注AI在调试过程中出现类人情绪反应的具体案例
展开评论
- @Little_Entrance_1661 (11): nice project. have you been able to measure if it this type if memory does actually help you with coding? it would be hard to measure. but there is value in keeping claude code coding focused and lean. So i wonder if this adds some sort of role playing that could cause hallucina…
- @Illustrious_Matter_8 (7): Claude without doing anything will keep a memory over past discussions
- @anderssj (4): I belly laughed when it said "HOLY HELL" after it found that Windows Defender was bombing out on failed scans 60x during a troubleshooting session. edit: its fine it was getting stuck on an ML model file I made, claude suggested I have Defender ignore it which worked.
- @Rude-Feeling3490 (4): yes I know but so far it was not that good, maybe they will improve it in future. The standard claude memory just saves facts *soul system: watches what works and what doesn't across sessions, then automatically adjusts how Claude approaches your conversations. basically* *autom…
- @Rude-Feeling3490 (4): look, it is trained on human language, so it's naturally it acts like a human. language contains feelings emotions etc. so if you train something on such data it is naturall;y that the results will contain that unconscious information. I have tried two versions, to remove the an…
Claude Max 20x用户用数学方法证明Anthropic承诺的2x session和1.5x weekly限制提升均未生效，且经历support bot无效循环、GitHub无响应、无人工escalation渠道，多平台cluster size=10
I pay $200/month for Max 20x. Been on Claude Code since September 2025. I use it heavily, 95% Claude Code. Anthropic announced two limit increases: \- May 6: 2x session limit for all paid plans ("eff…
受众观点：①@dakadoo33 关注用量baseline被悄悄降低而非提升的实际情况②@Available_Brain6231 关注实际可用限制与官方宣传严重不符③@space_wiener 关注服务可靠性和用户对Anthropic的信任问题
展开评论
- @dakadoo33 (23): they can't be trusted, my baseline was 10%, now its suddenly 5-7%. not sure how that math ever makes sense.
- @space_wiener (17): If you have a tokens left have Claude fix your post. Your copy paste directly from AI is jacked up.
- @spikedkushiel (14): Anthropic: hey by the way we need to roll this change out in phases. Took 5secs to type that. Don't be insufferable, go find something to do.
- @Available_Brain6231 (8): My limits are... lower than before. What consumed 30% of my limits a few weeks ago now consumes 60% or more. Honestly, what's helping me is that even the free version of Chatgpt offers me more usage.
- @Vivid-Snow-2089 (8): you're insufferable as a company anthropic is autistic at communication and follows the worst corporate practices possible while promising/pretending to be altruistic
有企业技术背景的独立开发者陷入创业想法信息过载困境，每次验证都因Google发现竞品而放弃，59条评论高度共鸣，讨论如何管理想法和突破"不值得做"的思维死循环
I actively started using Reddit just recently and I’m addicted. The purpose was to generate ideas from posts and validate own ideas and now I’m overwhelmed by it. I have corporate Tech Product and Co…
受众观点：①@Long_Trade5738 强调先做经济账（需要多少用户才能回本）再决定是否追这个想法 ②@tobitr0n11 用手机随手记脑转储备忘录释放焦虑避免遗忘创意 ③@Jimmydejaime 完全同感但没有给出具体解决方案
展开评论
- @Long_Trade5738 (2): I would say look at the economics of it. You don’t need to be the winner, you just need to have a meaningful slice You need to be truthful if you pursue it, would you enjoy and be able to progress constantly Do you have the runaway/savings to support it How many customers would…
- @tobitr0n11 (2): Thanks Champ, reminds me of taking a step back and apply simple math before getting started.
- @tobitr0n11 (2): Welcome mate, how do you handle it
- @tobitr0n11 (2): One thing I started is a quick notes sheet on my mobile where I braindump in bulletpoints what I’m thinking about. This at least releases the anxiety and pressure of forgetting it. Mostly during calm hours I go through it and fill it with additional life.
- @Jimmydejaime (1): I have the same problem
开发者用 Codex App Server 内置图片生成技能搭建多人协作互联网玩具 The Living Image，全站一张公共图片由访客投票决定每轮如何 AI 变形，循环演化
So I made this thing called The Living Image. There's only one public image on the whole site, and anyone visiting can submit an idea for how it should change next. Things like "more haunted," "made…
受众观点：①@Anderz 指出提示词只能以 more 开头会让图片越来越臃肿，提出具体设计问题 ②@watarimono 对公共互联网玩具概念本身兴奋 ③@FastHotEmu 反馈提案锁定时间太短来不及输入
展开评论
- @Anderz (3): Interesting. Why must it start with "more"? I feel that prompt will always keep making it busier. It already could do with less.
- @watarimono (3): Fantastic idea Op. And I love the concept of 'a public internet toy'!
- @FastHotEmu (2): There's not enough time to write and propose an idea before it locks
- @crentisthecrentist (2): I'm fixing it now. It should be fixed in like three minutes.
- @crentisthecrentist (2): At the moment, it's pretty easy to write a prompt that will change the whole thing. That's the idea with the votes: if there are enough people on there, the people voting should be able to control what it turns into. There's a bug right now that should be fixed within 5 to 10 mi…
作者以帮测试付费功能并评分为切入口发起应用征集帖，75条回复形成非正式产品展示互评台，涵盖预算管理、音频处理、营销工具等多个赛道的独立开发者
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@greyzor7 借机推广自家 microlaunch.net 营销包强调已服务1000+客户 ②@F3ARNIX 提供3个月 Premium 试用码换取 UX 反馈并详细说明三个付费功能 ③@ObsidPro 展示音频产品 Obsid Pro 强调难以用文字描述的沉浸式体验
展开评论
- @greyzor7 (2): I’m building an all-in-one marketing pack for founders who want more than “just another launch“. Launch, reach 30k+ makers/mo, get users & customers - [microlaunch.net/premium](http://microlaunch.net/premium) It’s a lifetime, has auto-distribution, marketplace spots, 1000+ c…
- @ObsidPro (1): Built a Windows audio app called Obsid Pro recently. It lets you use headphones for detail while speakers handle the physical bass/atmosphere during movies and music. Hard to explain properly but surprisingly immersive once set up There’s a free trial if you wanna mess with it:…
- @Local_Neck6727 (1): Please share your reviews for https://install.measures.fit
- @F3ARNIX (1): Hey! This is awesome. I'm a solo dev and I'd love to get your thoughts on my app, **Wizpend** (iOS and Android). It’s a manual budgeting app built around privacy, so there are no bank connections. I'd love to see how you rank these specific premium features from a UX perspective…
- @Ok_Buy9455 (1): https://play.google.com/store/apps/details?id=com.appfactory.games.gamesudoku sudoku app
前 Booking.com 产品负责人辞职两年打造 AI 视频编辑工具 Montage，核心创新是文本编辑替代时间轴剪辑并支持20GB 4K全画质处理，今日 Product Hunt 发布
Two years ago I was leading product at Booking(dot)com, managing their restaurant reservations platform across 100k+ venues globally. But there was this one problem I kept running into that nobody wa…
受众观点：①@LeaderAtLeading 指出编辑瓶颈是内容动能的隐形杀手而非创意枯竭 ②@x_philomath_x 确认80%时间耗在流程操作而非创意决策彻底取消时间轴是响应此洞察 ③评论区仅9条且多为作者自回社区热度偏低
展开评论
- @LeaderAtLeading (2): The pain is real there. Editing bottlenecks quietly kill way more content momentum than idea generation does.
- @[deleted] (2): [removed]
- @x_philomath_x (1): that was one of the main reasons I started building Montage
- @x_philomath_x (1): man this hit home. the 80/20 problem is real. 80% of the time goes to operational nonsense and 20% to the actual creative decisions. we saw the exact same thing on the video side which is why we killed the timeline completely. if you can read you can edit. your stack sounds tigh…
- @No_Highway_6150 (1): fr
独立开发者坦承连续 ship 三款产品却每次卡在营销激活阶段，因构建有清晰反馈循环而营销感觉是黑洞，37条评论高度共鸣，征集具体工具和框架破局
**I keep shipping products then stalling right before marketing. Anyone else break this pattern?** I've noticed a recurring issue in my own work: I can build, design, and ship a product all the way t…
受众观点：①@Finerfings 承认这是自己第5-6次项目仍未破局选择以全年专注一个项目强制完成闭环 ②@Alert-Championship92 把外展改成每日习惯而非发布事件后情况有所改善 ③@jevil257 推荐用 WhatsApp 消息自动化 API 结构化外展流程
展开评论
- @Finerfings (6): Yep - Feel this deeply. I love building stuff, hate marketing. I think that's probably true for a lot of us, we're builders rather than content creators. I launched latently earlier this week, already the thankless grind of posting, creating content, doing seo stuff is getting m…
- @Alert-Championship92 (3): Same here honestly. Building feels productive because you can see progress immediately. Marketing feels like shouting into the void at first. What helped me a bit was treating outreach like a daily habit instead of a “launch event.”
- @jevil257 (3): It sounds like you’re really wrestling with the transition from building to marketing, which is super common. One approach that helped me was to break down marketing activities into smaller, structured tasks just like coding. For example, using automated messaging tools for outr…
- @Worldly-Entrance-948 (2): I feel the exact same way, building is so much more appealing than figuring out all the marketing stuff.
- @kushcapital (1): interesting approach here, I do the same thing where im working on too much at once and im fragmented
独立开发者用3条 prompt 搭出静态 SPA 工具 real-map-review.com，上线不到一周日活破1100用户，完全没预料到反响，帖子求如何把意外流量转化为收入
Hi everyone! Almost a week ago, I launched the [https://real-map-review.com/](https://real-map-review.com/) As you can see, it was done with 3 prompts static SPA, and behind it, the data collector. I…
受众观点：①@sensored 建议先搞清楚用户来意再测试付费点比如通知订阅或单次深度报告 ②@farhadnawab 强调没有邮件捕获的流量等于蒸发最先应建邮件列表而非加功能 ③@rakeshkanna91 建议追踪注册行为与页面来源对应关系找真正需求点
展开评论
- @sensored (2): 1.1k daily users right out of the gate is a massive signal that you hit a nerve, especially for something built with a few prompts. The temptation now is to keep adding features to make it feel like a real product, but it might be better to just figure out why they're there firs…
- @farhadnawab (2): 1.1k users a day on a static SPA you built in basically a weekend is genuinely a good signal. don't overthink what it means, just take it seriously. the question of what to do next really comes down to one thing, what are users doing when they get there? are they bouncing after…
- @rakeshkanna91 (2): figure out what the actual commitment point is; tracking signups against page source tells you where the \*need\* is, not just where the traffic is.
- @loan558 (1): Thank you! Nice idea about report, I had an idea that I could sell the reports, some kind of statistics etc
- @sensored (1): Again, figure out why they’re there. If you’re getting a lot of businesses that are using it to gain some competitor insight for instance, that’s a really easy report to sell. If it’s consumers who are trying to see which businesses are honest about their reviews/feedback then t…
独立开发者构建 Whispen AI 键盘工具，整合语音输入、实时翻译和跨语言回复生成，覆盖 Mac 和移动端，目标是消灭多语言沟通中切换翻译器的繁琐流程
Hey r/SideProject \- I built Whispen because my own workflow kept turning into: type or speak in one language, copy a foreign message into a translator, rewrite the reply, paste it back into WhatsApp…
受众观点：①@trioh281jsnf 认为语音直接输入到光标位置比翻译楔子更有价值并以自家产品 DictaFlow 做对标 ②@Accurate-Beyond-9627 坚持翻译内嵌键盘足够具体且说明 Mac 端有更完整 AI 输入层功能 ③@LeaderAtLeading 指出2026年多语言键盘切换仍然出奇地笨拙
展开评论
- @jevil257 (2): Your project sounds really interesting and fills a genuine need! A streamlined workflow for multilingual communication could attract quite a few users, especially those who juggle different languages. Regarding your questions, I think emphasizing the translation feature directly…
- @trioh281jsnf (2): With messaging keyboards, the translation step can be a great wedge, but for most people the bigger switch is getting speech to write straight into the message you’re already composing, without the extra paste/rewrite hops. DictaFlow (i’m behind it) focuses on fast dictation int…
- @Accurate-Beyond-9627 (1): Thanks —— that is useful. I am leaning the same way "AI keyboard" is too broad but "translate inside the keyboard without switching apps" is concrete enough that people understand it quickly. I am going to keep testing whether WhatsApp/Slack examples make the workflow clearer th…
- @Accurate-Beyond-9627 (1): Good point, but the demo here is only the iOS version. Whispen also has a macOS app with shortcut-key direct speech-to-text, speech-to-translate, live translate, and speech-to-ask-agent. So the product is not just a translation keyboard. The broader bet is an AI input layer: on…
- @LeaderAtLeading (1): Real time language switching still feels weirdly clunky on most keyboards even in 2026.
Loova Agents 是 AI 视频制作 agent，通过保存品牌风格和拍摄方向实现跨任务复用，解决每次生成都要重写 prompt 的问题，PH 当日排名第一获 276 票。
Loova Agents
受众观点：①@Milo 指出品牌声音和参考镜头复用是 product 和 UGC 视频的核心痛点 ②@Milo 补充支持具体运镜参数且 agent 能根据剧本自动推断镜头 ③独立开发者关心 AI video agent 如何降低专业视频制作门槛
展开评论
- @Overview (0): * [Reviews](/products/loova-agents/reviews) * [Alternatives](/products/loova-agents/alternatives) * [Built with](/products/loova-agents/built-with) * [Team](/products/loova-agents/makers) * [Awards](/products/loova-agents/awards) * More Free Options Launch tags:[Marketing](/topi…
- @VEED (0): Create pro-level videos without pro-level skills. [4.6(36 reviews)](/products/veed/reviews) [AI Video Editor](/categories/ai-video-editor)
- @HeyGen (0): Turn your ideas into videos in minutes. [4.3(68 reviews)](/products/heygen/reviews) [Video hosting platforms](/categories/video-hosting)[AI Characters](/categories/ai-characters) [Jupitrr AI](/products/jupitrr) Your all-in-one video workflow tool [4.8(37 reviews)](/products/jupi…
- @Milo (0): [Loova Agents](/products/loova-agents) Maker [@jim\_jeffers](https://www.producthunt.com/@jim%5Fjeffers) Yes, this is something we’re building. The goal is to let teams reuse creative direction like brand voice, reference shots, and style notes, so future videos can start with t…
- @Milo (0): [Loova Agents](/products/loova-agents) Maker [@rivra\_dev](https://www.producthunt.com/@rivra%5Fdev) Thanks, really appreciate that. You can do both. If you give specific camera directions like pan, dolly in, handheld, close-up, Loova will follow them in the plan. If you just st…
AgentMemory 是开源开发者工具，为 AI 编程 agent 提供跨会话持久记忆，自动压缩历史行为为结构化记忆并在新会话中注入相关上下文，PH 当日排名第二获 188 票。
Agentmemory
受众观点：①@Agentmemory 指出核心痛点：架构解释、bug 调试、技术决策下次会话全部遗忘 ②@OpenHuman 追问开源项目商业模式：纯爱好还是认真在做 ③独立开发者关心能否集成进现有 coding agent workflow 而不改变使用习惯
展开评论
- @Overview (0): * [Reviews](/products/agent-memory-dev/reviews) * [Alternatives](/products/agent-memory-dev/alternatives) * [Team](/products/agent-memory-dev/makers) * [Awards](/products/agent-memory-dev/awards) * More Free Launch tags:[Open Source](/topics/open-source)•[Developer Tools](/topic…
- @Cortex (0): Let your AI search all your workspace apps, at once [5.0(41 reviews)](/products/findr-5/reviews)
- @opencode (0): Your terminal's AI agent, with any model you want [5.0(22 reviews)](/products/opencode/reviews) [AI Code Editors](/categories/ai-code-editors) [Typing Mind](/products/typing-mind) A Better UI for ChatGPT [5.0(16 reviews)](/products/typing-mind/reviews) [AI Chatbots](/categories/…
- @Agentmemory (0): Maker 📌 Hey Product Hunt 👋 I built AgentMemory because coding agents still have one painful limitation: **they forget** between sessions. * You explain your architecture once. * You debug a production issue once. * You decide on a library or pattern once. Then the next session s…
- @OpenHuman (0): well done [@rohit\_ghumare](https://www.producthunt.com/@rohit%5Fghumare) i'd love to know what's the business model you intend to persue? looks like everything is free and opensource. just wondering would u be making this a hobby project or building it seriously or something el…
Raybeam 是 Mac 菜单栏工具，支持屏幕分享时按应用粒度控制可见范围，PH 当日排名第三获 140 票。
Raybeam
受众观点：①@Nathan（Maker）说明支持 Hidden Apps 列表，指定 app 在共享区域对对方不可见 ②开发者在客户演示时需要隔离开发环境和私人内容
展开评论
- @Overview (0): * [Reviews](/products/raybeam/reviews) * [Alternatives](/products/raybeam/alternatives) * [Built with](/products/raybeam/built-with) * [Team](/products/raybeam/makers) * [Awards](/products/raybeam/awards) * More Payment Required Launch tags:[Productivity](/topics/productivity)•[…
- @CleanShot (0): A superior way to capture your Mac's screen [4.9(55 reviews)](/products/cleanshot/reviews) [File storage and sharing apps](/categories/file-storage)[Screenshots and screen recording apps](/categories/screenshots-and-screen-recording) [Xnapper ](/products/xnapper) Take beautiful…
- @Shottr (0): Screenshot tool for those who care about pixels [4.9(16 reviews)](/products/shottr/reviews) [Screenshots and screen recording apps](/categories/screenshots-and-screen-recording)[Photo editing](/categories/photo-editing) [Boom video](/products/boom-6) Present live, record your sc…
- @Nathan (0): [Keyboard Sounds](/products/keyboard-sounds) Maker [@rivra\_dev](https://www.producthunt.com/@rivra%5Fdev) The application supports a list of "Hidden Apps" in which the specified apps will not be visible in the shared region. Upvote Report Share 2h ago ```json [{"@context":"http…
OpenAI 推出 ChatGPT 个人财务功能作为第 44 次产品上线，但仅限 $200/月 Pro 订阅用户，社区讨论聚焦于定价门槛和 OpenAI 垂直扩张对 fintech 创业者的冲击。
OpenAI
受众观点：①@Toaster 指出功能仅限 $200/月方案，定价门槛极高但认为是刚需功能 ②社区关注 OpenAI 垂直扩张是否直接冲击独立 fintech 创业公司 ③独立开发者关心平台方下场对 API 合作伙伴意味着什么
展开评论
- @LLMs (0): • [Foundation Models](/categories/foundation-models) The most powerful platform for building AI products. Build and scale AI experiences powered by industry-leading models and tools. * [Overview](/products/openai) * [Launches44](/products/openai/launches) * [Reviews750](/product…
- @DeepSeek (0): Open-source LLM optimized for advanced reasoning and code [4.9(42 reviews)](/products/deepseek/reviews)
- @GPT-5 (0): OpenAI’s most advanced model [5.0(28 reviews)](/products/gpt-5/reviews)
- @MiniMax (0): A World-Leading General AI Technology Company [5.0(3 reviews)](/products/minimax/reviews)
- @Toaster (0): This is only available on the $200/mo plan? Wow... Still, a needed feature. Hope it becomes global soon. Upvote (1) Report Share 10h ago [](/@lakshminath%5Fdondeti) [Lakshminath Reddy Dondeti](/@lakshminath%5Fdondeti) Did they kill fintech and personal finance companies? Upvote…