levelsio 抱怨 Claude Code 在每月 200 美元订阅下速度极慢，扬言转向 Codex
If Claude Code keeps being slow like this while I pay $200/mo (and they don't let me pay more) They will essentially force me to leave to Codex and I don't want to But it's soooooo slooooooooooooowww… ①速度降级是否是 Anthropic 故意的定价策略（@mretsal, 5likes）②Codex 切换后实际效果如何（@catalinmpit, 18likes）③是否有 fast mode 技巧可绕过限速（@lmbrendle, 16likes）
levelsio 抱怨 Claude Code 在每月 200 美元订阅下速度极慢，扬言转向 Codex
①速度降级是否是 Anthropic 故意的定价策略（@mretsal, 5likes）②Codex 切换后实际效果如何（@catalinmpit, 18likes）③是否有 fast mode 技巧可绕过限速（@lmbrendle, 16likes）
rauchg 提出同时精通 agent 管理与底层基础知识的开发者将具备不可替代的竞争优势
①agent 不创造纪律只放大已有习惯（@machbuilds, 2likes）②CI/CD 跟不上 agent 速度才是真正瓶颈（@1remotedev, 2likes）③AI 让强者更强让弱者更快犯错（@SimplyPrompted, 2likes）
mattpocockuk 认为过长的 AI agent skill 文件难以审计和维护，还消耗更多 token，越短越好
①是否有 skill 编写最佳实践指南（@kettanaito, 5likes）②长 skill 通常意味着编排逻辑泄漏到 skill 本体（@LeoTava8, 3likes）③过长的 skill 还会抢走用户对 agent 的控制权（@mattpocockuk self, 23likes）
OpenClaw 发布重大性能更新，端到端 RTT 测试显示速度提升约3.5倍，p95 延迟从21秒降至约2秒
OpenClaw 发布重大性能更新，端到端 RTT 测试显示速度提升约3.5倍，p95 延迟从21秒降至约2秒；通过 Telegram bot-to-bot 通信实现自动化回归检测，每6小时运行一次。社区评论区同时出现质疑声音（timeouts、agents 无响应），显示性能提升与用户实际体验存在落差。
受众观点：@alexmatos_silva（score:3，Twitter）追问 'Have you split tool execution vs messaging latency? What's the next main bottleneck?'——说明技术受众在意性能拆解，不满足于单一数字。@DasNripanka（score:11，minchoi帖评论区，Twitter）指出 'RIP openclaw is a stretch. claude's mac control is a single agent capability. openclaw is fleet orchestration. running 8 agents coordinating across different roles isn't something you can do in a single claude session. different problems'——说明成熟用户能清楚区分单agent能力和fleet编排，Claude功能扩张并不直接替代开源方案的定位。
独立开发者获取首批付费用户的真相：Reddit精准回复、冷DM、Product Hunt全天人工互动，远比「增长黑客」有效
独立开发者获取首批付费用户的真相：Reddit精准回复、冷DM、Product Hunt全天人工互动，远比「增长黑客」有效。三个社区同期热议这一冷启动规律，Product Hunt #5名实战复盘印证手动外联的高转化率（170访客/68注册）。
受众观点：① @Currentshop333（score 6，reddit/r/SaaS）：「my first paid users came from replying to niche reddit threads and talking to people one by one instead of trying to launch big」——直接否定大规模 launch 思路，强调精准 niche 一对一。② @Happy_Macaron5197（score 2，reddit/r/SideProject）：「they come from unscalable manual outreach. cold dms on twitter, highly specific reddit comments, and directly asking people in niche discord servers. nobody gets their first hundred users from passive seo or a viral launch」——明确点名 SEO 和病毒式 launch 在早期失效。③ @SideQuestDev（score 1，reddit/r/indiehackers）：「68 signups from 170 visitors is a crazy high conversion rate. it just proves that unpolished manual outreach actually brings in high-intent users」——用 PH 实际数据验证手动外联带来高意图用户。
AI 研究员 @lateinteraction 发布 Pedagogical RL 论文：提出利用 RLVR 训练中已有的正确性标签，学习近似 LLM 可信正确 rollout 的分布，再从该分布采样替代盲目随机采样，从而减少无效推理开销、提升训练效率
AI 研究员 @lateinteraction 发布 Pedagogical RL 论文：提出利用 RLVR 训练中已有的正确性标签，学习近似 LLM 可信正确 rollout 的分布，再从该分布采样替代盲目随机采样，从而减少无效推理开销、提升训练效率。作者称该论文直觉友好、适合非专家阅读。
受众观点：@yemara22（score:4，Twitter）提出具体技术挑战：'Curious how you handle the moving-target issue with G_spike since it depends on pi_theta and you're training pi_theta, seems like the teacher could in principle hack the reward by dragging the student's mode toward its own outputs'——说明有深度的技术读者在追 teacher/student 训练稳定性问题。@PromptAssay（score:0，Twitter）用最清晰的语言点出核心价值：'RLVR already tells you which rollouts were correct · using that to fit a proposal distribution instead of uniform-sampling the base model is just not wasting information you already paid for'——直接命中'不浪费已有信号'这一本质。
Claude Code 一日连发两项重磅功能：Remote Control 让开发者用手机监控并控制在本机运行的编码任务，Agent View 支持同时管理多个并发 session，标志 Claude Code 从「终端工具」向「异步 coding agent 平台」跃迁
Claude Code 一日连发两项重磅功能：Remote Control 让开发者用手机监控并控制在本机运行的编码任务，Agent View 支持同时管理多个并发 session，标志 Claude Code 从「终端工具」向「异步 coding agent 平台」跃迁。
受众观点：① @vlelyavin（score 325，twitter）：「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」——说明手机远程监控 agent 的工作流已有真实重度用户，且具成瘾性，有真实需求背书。② @thecsguy（score 42，twitter）：「so basically claude now has the remote control feature everyone asked for and nobody thought to build until now」——反映这是被长期需求但长期缺失的功能，用户情绪是「终于来了」而非「惊喜」，说明内容切入点应聚焦「为什么这么晚才有」或「这改变了什么」而非单纯庆祝。
levelsio 抱怨 Claude Code 在每月 200 美元订阅下速度极慢，扬言转向 Codex
If Claude Code keeps being slow like this while I pay $200/mo (and they don't let me pay more) They will essentially force me to leave to Codex and I don't want to But it's soooooo slooooooooooooowww…
受众观点：①速度降级是否是 Anthropic 故意的定价策略（@mretsal, 5likes）②Codex 切换后实际效果如何（@catalinmpit, 18likes）③是否有 fast mode 技巧可绕过限速（@lmbrendle, 16likes）
展开评论
- @griff_killion (29): @levelsio It’s only been misting for 1 min
- @catalinmpit (18): @levelsio Just switch to Codex. I was reluctant too, but it's reaaaaallllyyyy good. Both the Codex app and GPT-5.5 https://t.co/se2KQ1gt2e
- @lmbrendle (16): @levelsio sir have you tried fast mode or reducing the thinking for tasks deemed quick ; also you *can* pay more with extra usage?
- @mick__net (5): @levelsio Come to the dark, but smart, high uptime and fast side 😂. Can now control Mac/ VPS Codex remote from Iphone through the Chatgpt app. https://t.co/Pg2GvDzPCa
- @mretsal (5): @levelsio They made Claude Code super slow so they can charge for fast mode what they were charging for regular mode just a few weeks back. They make these moves as if developers won't catch it.
rauchg 提出同时精通 agent 管理与底层基础知识的开发者将具备不可替代的竞争优势
If you become exceptional at managing agents, but are also exceptional in your understanding of the fundamentals, you will be unstoppable. We all prefer to work with masters of their craft. What’s ne…
受众观点：①agent 不创造纪律只放大已有习惯（@machbuilds, 2likes）②CI/CD 跟不上 agent 速度才是真正瓶颈（@1remotedev, 2likes）③AI 让强者更强让弱者更快犯错（@SimplyPrompted, 2likes）
展开评论
- @machbuilds (2): @rauchg The people who actually get both were already doing the fundamentals work before agents arrived. Agents don't create the discipline. They amplify whoever already had it.
- @1remotedev (2): @rauchg the infrastructure layer is where this gets real. you can be a master of your craft with agents, but if your CI pipeline can't handle 50 concurrent agent-driven PRs, none of it matters. fundamentals + infrastructure + agents = the actual stack
- @SimplyPrompted (2): @rauchg AI makes a sharp person sharper. AI makes a mediocre one faster at being mediocre.
- @Chahatxsharma (2): @rauchg The fundamentals matter more now, not less. Agents surface shallow thinking fast. If you don't understand why something works, you can't catch when the agent is confidently wrong.
- @tech_summaries (1): @rauchg seniors with agent workflows ship 5-10x. juniors with the same tools ship bugs 5-10x faster. fundamentals are the multiplier, not the agents
OpenClaw 最新版本性能提升约 3.5 倍，通过 Telegram bot-to-bot 端到端 RTT 测试实现自动化性能回归检测
The latest OpenClaw release is ~3.5x faster 🦞 We run end-to-end RTT tests against every published npm release, every 6 hours, over real message channels (here: Telegram, using the brand new bot-to-bo…
受众观点：①测试 harness 的具体实现细节（@minchoi, 4likes）②p95 延迟从 21k ms 降到约 2k ms 对多步骤 agent 链的实际意义（@alexmatos_silva, 3likes）③这是超大规模稳定性版本（@princebansal94, 3likes）
展开评论
- @EricMcPh (6): @openclaw I can’t wait to see how the Hermes Agent hype-bots try to spin this excellent, accountability-forcing feature as a reason to switch to Hermes. Great work, OpenClaw team! @steipete
- @minchoi (4): @openclaw Curious what your test harness is actually testing 🤔
- @alexmatos_silva (3): @openclaw The p95 drop from 21k ms to ~2k ms helps most in multi-step chains and unstable networks. Telegram tests catch message queue and bot handoff delays missed by synthetic benchmarks. Have you split tool execution vs messaging latency? What’s the next main bottleneck?
- @princebansal94 (3): @openclaw I kept scrolling through the changelog of this release and it never got over. It was one hell of a stability release 🔥
- @blacka1lon9 (2): @openclaw Faster and faster every update 🦞 https://t.co/xLqiRV1LXH
mattpocockuk 认为过长的 AI agent skill 文件难以审计和维护，还消耗更多 token，越短越好
Long skills are such a red flag to me - Hard to audit (and therefore, trust) - Hard to edit (more text, harder to maintain) - Expensive to run (more text, more tokens) The shorter the skill, the bett…
受众观点：①是否有 skill 编写最佳实践指南（@kettanaito, 5likes）②长 skill 通常意味着编排逻辑泄漏到 skill 本体（@LeoTava8, 3likes）③过长的 skill 还会抢走用户对 agent 的控制权（@mattpocockuk self, 23likes）
展开评论
- @trq212 (24): @mattpocockuk yeah agree
- @mattpocockuk (23): Forgot to put: - Does too much (tries to take too much control from you)
- @kettanaito (5): @mattpocockuk Do you, by any chance, have guidelines on writing efficient skills? That would come in handy for what I'm working on!
- @0xblacklight (5): @mattpocockuk Matt are you subtweeting gstack
- @LeoTava8 (3): @mattpocockuk Long skills usually mean orchestration logic leaked into the skill itself. If it needs a novel to do its job, it's doing too many jobs. Decompose into focused primitives with clear contracts.
NousResearch发布Lighthouse Attention，一种基于选择的分层注意力机制，在512K上下文单张B200上比标准注意力快17倍，同时保持稀疏训练后的密集推理能力
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分层选择注意力机制的技术实现细节和训练recipe（@NousResearch）②coding agent实际瓶颈在tool latency而非raw attention速度（@DnuLkjkjh）③512K context 17倍加速的工程意义（@CuteMuseWorld）
展开评论
- @NousResearch (40): 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 (3): @NousResearch More research from the research part of Nous Research!
- @DnuLkjkjh (2): @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
- @CuteMuseWorld (1): @NousResearch 17x faster at 512k is wild.
- @EditorEnBici (1): @NousResearch You can distill me all you want. I'm ready.
mattpocockuk 介绍 AX（Agent Experience）这一新概念，用于衡量 AI agent 在代码库中执行任务的顺畅程度
TIL: DX: Developer Experience AX: Agent Experience AX is an awesome descriptor for something I've been thinking about - how well an agent can perform in your codebase How well-architected it is. How…
受众观点：①DX 和 AX 重叠约 95%，AX 价值在于让这一维度显式化（@mattpocockuk self, 20likes）②用更详细命名和 JSDoc 改善 AX 但缺乏 eval 验证（@lgrammel, 9likes）③AX 衡量的核心是 agent 从错误中恢复的能力（@temhandev, 1like）
展开评论
- @mattpocockuk (20): One thing I don't like about this is that DX and AX overlap by ~95%. What's good for DX is usually also great for AX. But maybe that's the benefit of the definition.
- @lgrammel (9): @mattpocockuk i am using more precise/verbose naming in the codebase everywhere possible under the assumptions that that is better for AX. also adding jsdoc everywhere. but those are just assumptions, dont have evals to prove that this is better.
- @temhandev (1): @mattpocockuk My AX test: can the agent recover from a wrong first move without escalating? DX measures how fast a human gets productive. AX measures how survivable a wrong guess is. Same codebase, two different verification surfaces.
- @stnly (1): @mattpocockuk new job title: ax engineer and ax designer
- @PauloGaspar7 (1): @mattpocockuk Thank you. This became evident to me over the last few months, but I did not have a name. Names help a lot to reason!
marclou 分享 4 小时 vibe coding 出收入排行榜、意外演变成每天有初创公司被收购的平台的独立开发者故事
> vibe code a revenue leaderboard in 4 hours > accidentally turn it into a marketplace > 1+ startups get acquired every day you can just do things https://t.co/OG3zIAs9gu
受众观点：①这种意外背后是多年持续 shipping 积累（@DWalkingFridge, 2likes）②积累 30+ 产品后这种结果才有可能（@lovish888, 3likes）③早期曝光来自已有社群是前提（@PlayingGodAGI, 1like）
展开评论
- @lovish888 (3): @marclou in order to get this lucky/capable, i guess i need to build 30+ products and then this is almost guaranteed
- @DWalkingFridge (2): @marclou Marc you silly goose - "accidentally" is not a thing here. didn't you ship like crazy for 3 years?
- @steventyang (2): @marclou I have an app $30 mrr, do I get a chance to sell on it ? lol
- @saasalecom (1): @marclou The gap between "let's build a leaderboard" and "we're facilitating acquisitions" is wild. Most founders overthink the first step when the real work shows up after people start using it.
- @PlayingGodAGI (1): @marclou The leaderboard gave it instant traction with founders who already knew his stuff. Most side projects die quiet without that early crowd.
hasantoxr 引用 Glean 在 Claude Cowork 上的基准测试，发现现成 MCP server 比经过索引的上下文层多耗 30% token 且任务失败率高 2.5 倍
I found the easiest way to cut my Claude token bill by 30%. Glean just dropped the first real benchmark of MCP servers inside Claude Cowork. The off-the-shelf MCPs everyone is wiring up right now los…
受众观点：①benchmark 设置细节：Claude Sonnet 4.6、175 个真实 Cowork 查询（@hasantoxr self, 3likes）②没想到 indexing 质量对 token 消耗影响这么大（@itsthedonhashim, 1like）③token 效率决定 AI 工作流扩展成本（@iamjatello, 0likes）
展开评论
- @hasantoxr (3): The setup for @glean was clean. Same harness (Claude Cowork). Same model (Claude Sonnet 4.6). ~175 real Cowork-style queries. The only variable they swapped was the context layer: → Off-the-shelf MCP servers (Atlassian, GitHub, Gmail, Calendar, Drive, Salesforce, Slack) → Glean'…
- @itsthedonhashim (1): @hasantoxr @hasantoxr wow, didn't think indexing mattered that much. Gonna check if I'm wasting tokens the same way. Thanks for the heads up!
- @overfitted_ (0): glean's mcp benchmark shows retrieval quality is the new scaling axis. off-the-shelf connectors lose 2.5x more often because they feed claude raw noise instead of structured enterprise context. sonnet 4.6 with indexed memory burns 30% fewer tokens precisely because the model sto…
- @Iano5_ (0): @hasantoxr Hasan’s insight shows why benchmarks matter in production AI environments.
- @iamjatello (0): @hasantoxr Token efficiency directly impacts scalability and cost in AI workflows.
Skywork AI设计工作区整合GPT-Image-2与Nano Banana 2两个模型，声称4K渲染10秒内完成，可直接导出印刷级PDF，无需Photoshop或Illustrator即可完成海报/logo/品牌套件设计
I'm canceling my Adobe subscription after testing this. Skywork just stacked GPT-Image-2 + Nano Banana 2 into one design workspace. No Photoshop. No Illustrator. No designer. Posters, logos, and full…
受众观点：①工作流整合能力比单模型质量更重要（@Thomas_Tao_1）②是否真正可编辑而非一次性生成（@hasantoxr）③Adobe替代可行性的真实感受（@itsthedonhashim）
展开评论
- @hasantoxr (1): It's called Skywork Images. → Powered by GPT-Image-2 (99% text accuracy) → Nano Banana 2 (4K renders in under 10 sec) → Fully editable canvas — not a one-shot generator → Exports straight to PDF, print-ready This isn't a prompt box. It's a workspace. Try it free: https://t.co/g2…
- @itsthedonhashim (1): @hasantoxr @hasantoxr dang, that's wild. never thought I'd see the day Adobe gets a real run for its money. gonna check this out!
- @iamsupersocks (1): @hasantoxr @llmgram
- @Samweigo (1): @hasantoxr Traditional design suites face disruption from integrated AI pipelines today.
- @Thomas_Tao_1 (0): @hasantoxr The real unlock is workflow collapse. Model quality matters less once iteration gets this fast.
SST框架作者thdxr在设计v2 SDK时遇到设计盲区：终端用户在产品内spawn agent这一场景他从未作为用户遇到过，公开寻求真实案例
i'm working on some sdk design for v2 what i keep coming back to is not fully understanding one segment of the usecase every infra company is prepping for "millions of agents to run on us" are you wo…
受众观点：①用户spawn agent场景的真实产品形态（@_jasonsilberman）②SDK关键设计表面orchestration、auth、billing（@ProfitKatze）③多agent并发规模的实际层级差异（@ribelo_）
展开评论
- @thdxr (47): our personal use case is building a bot to run internal workflows this use case i understand but the one i understand less is having an end user spawn an agent on your product the reason i don't understand this is because i've never encountered it as a user
- @SIGKITTEN (12): @thdxr make a sdk that can run without node and is not just a wrapper on your node application running somewhere else
- @_jasonsilberman (2): @thdxr are you only counting strictly code producing workflows? we’ve built a product that’s roughly a coding agent running in the cloud, except it’s focused on video creation and editing it’s got bells and whistles like credit/cost tracking, observability, and multi device sync
- @ProfitKatze (1): @thdxr The useful SDK surface probably starts with orchestration, auth, billing, and state. Raw agent count is the least reliable signal.
- @ribelo_ (1): it depends on the level of automation we are talking about. when i use the tui, i usually do not need more than 2 or 3 subagents, and often i do not need any. on the other hand, if we roll out something like symphony centrally and run reviews for every PR in the company, there w…
AI行业内部人士称某公司CFO Krishna打造了全球最"AGI信仰化"的财务团队，该团队甚至建立了递归自我改进的量化模型
Krishna has built the most agi-pilled finance team in the world.
受众观点：①AGI信念如何渗透进企业财务决策和规划模型（@nottombrown）②AI公司内部token使用最重的职能部门（@arudansk）③AI时代CFO角色的范式转变（@Manavvv31）
展开评论
- @nottombrown (22): Most finance teams don't even have a quantitative model of recursive self-improvement
- @arudansk (2): @nottombrown if the head of tax uses the most token on the finance team. who uses the most at the whole company? is it claude itself?
- @stevehou (0): @nottombrown 🤯🫡
- @Manavvv31 (0): @nottombrown That framing highlights how AI-era finance teams are increasingly built around rapid scaling environments, where capital raising, growth metrics, and technical strategy are tightly intertwined in ways traditional CFO roles didn’t usually face @nottombrown
Hugging Face 的 kernels 开源项目招募有内核开发经验的人参与 agentic kernel 优化工作，支持 CUDA、ROCm 和 tvm-ffi 多个后端，目标是成为内核开发者的首选平台
The kernels project at Hugging Face has been growing! We want it to be the go-to place for kernel devs and kernel users. We're looking to work w/ folks who're interested in doing agentic kernel dev,…
受众观点：①多后端支持（ROCm/tvm-ffi）工程价值（@RisingSayak）②agentic kernel dev 与 inference agent 在反馈循环上的本质差异（@temhandev）③希望用 SLM 在本地 GPU 生成 kernel 的探索者（@sagnikcodes）
展开评论
- @RisingSayak (7): The project isn't specific to CUDA or PyTorch, btw. It has multiple backends, going beyond CUDA, such as ROCm and `tvm-ffi`.
- @RisingSayak (2): We already have some references in place, but admittedly, these are quite minimal: * https://t.co/365UuEcqkh * https://t.co/rneolqnkRa
- @RisingSayak (0): Folks interested should have some experience working with kernels so that they can guide agents about what to do and get them to do some actual optimization work.
- @sagnikcodes (0): @RisingSayak Skills are fine , I am just waiting for the day when small slms will write good kernels for my gpu locally
- @temhandev (0): @RisingSayak Agentic kernel dev is the right substrate. Different feedback loop from inference agents: kernel agents iterate on perf measurements, not token outputs. Different metric, different sampling cadence, different acceptance criterion. Eval harness is half the work.
Pedagogical RL 是一种优化 RLVR 训练采样效率的新方法，通过学习近似 LLM 正确 rollout 的分布（而非随机采样）再从该分布采样，避免在必然错误的轨迹上浪费 inference 计算资源
ICYMI: read the blog on Pedagogical RL Instead of sampling blindly from your LLM, leverage the label used for RLVR! Learn to directly approximate the distribution of your LLM's plausible rollouts tha…
受众观点：①RLVR 训练机制细节：teacher 与 student 分布时间尺度分离问题（@yemara22）②从 proposal distribution 视角理解采样效率提升（@PromptAssay）③对 inference token 成本敏感的开发者（@AlperTheKing）
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- @lateinteraction (7): very accessibly written and packed with nice intuitions imo!
- @yemara22 (4): Really cool!! Curious how you handle the moving-target issue with G_spike since it depends on pi_thera and you're training pi_theta, seems like the teacher could in principle hack the reward by dragging the student's mode toward its own outputs. Is the student frozen during teac…
- @PromptAssay (0): @lateinteraction The label signal doing double duty is the interesting part. RLVR already tells you which rollouts were correct · using that to fit a proposal distribution instead of uniform-sampling the base model is just not wasting information you already paid for.
- @AlperTheKing (0): @lateinteraction Pedagogical RL acts like a learned proposal distribution. The gain comes from spending tokens on likely-correct trajectories before rollout, instead of burning inference on rejection sampling after the fact.
- @kaiNakamur78644 (0): @lateinteraction Smart sampling over brute force
研究者 nrehiew_ 发现花时间最少的帖子反而获得出乎意料的好反应，而他将更多精力花在用 GPT image 和 Claude 反复迭代配图上，印证了受众更看重原始洞察而非制作精度
The positive reception to this post was quite unexpected as it was the post I spent the least time writing. I probably spent more time going back and forth with gpt image and claude on the images tha…
受众观点：①有相同创作经历的开发者：花大力气的帖子往往扑街（@m_newhaus）②对创作回报不成比例感到困惑的创作者（@bygregorr）③认为受众更看重原始洞察的研究者（@ECLresearch）
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- @m_newhaus (1): @nrehiew_ Usually the case with my best posts 😅
- @stalkermustang (1): @nrehiew_ This tells a lot about society
- @ECLresearch (0): @nrehiew_ Interesting. Suggests audience values raw insight over polish. Content quality ≠ effort spent.
- @bygregorr (0): @nrehiew_ lol the ones you agonize over get 12 likes
- @Matthewagi (0): @nrehiew_ It's funny how that often works
Chatbot Arena 团队介绍背后的数据工程管道：用 Databricks + Spark 处理每周百万级投票，并通过可插拔的 LLM tagger 框架自动对每次评测分类标注，支撑各类别排行榜数据供给
Millions of votes a week. One tagging system. Arena researchers Guanglei Song and I-Hung Hsu walk through the data pipeline behind Arena's category leaderboards: Databricks → Spark → a pluggable tagg…
受众观点：①关注 AI 评测基础设施设计的研究者（@Arslandev97）②对 Spark + LLM 混合数据处理架构感兴趣的工程师（@arena）
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- @arena (5): Watch on YouTube to see all the whiteboard details → https://t.co/VGC1VjxxQE
- @Arslandev97 (0): @arena Turning millions of votes into structured research data via Spark + LLM-based tagging shows how important metadata layers are becoming in modern AI benchmarking systems.
在苹果ARM芯片Mac上实现x86模拟器并支持外接Nvidia GPU运行CUDA的开源硬件虚拟化技术项目
RTX 5090 and M4 MacBook Air: Can It Game?
受众观点：①技术可行性和Apple审核障碍（@coder68）②x86模拟对Windows游戏/跨平台开发的意义（@frollogaston）③AI时代保持真正硬件黑客精神（@delbronski）
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- @frollogaston (0): I'm guessing the x86 emu is cause Windows games are rarely built for ARM, right? Was kinda curious how an ARM VM would fare. Anyway awesome article.
- @moralestapia (0): Wow, phenomenal project and write-up, thanks for sharing it. "no - not in any practical sense today, and "maybe" only in a very deep, borderline-impractical research sense." This is why humans will always rule over crappy LLMs.
- @swiftcoder (0): This is proper mad science, love it
- @coder68 (0): This seems pretty useful for AI inference if it can pass Apple approval. I've wanted to use my Nvidia GPUs with a Mac Mini, this would enable it to run CUDA directly. Very cool!
- @delbronski (0): Nicely done! Glad to see real hacking is still alive in the age of AI.
研究团队借助LLM辅助发现苹果M5芯片内存安全机制MTE存在可绕过漏洞并估算漏洞赏金高达150万美元
First public macOS kernel memory corruption exploit on Apple M5
受众观点：①漏洞实际价值和Apple漏洞赏金体系（@yieldcrv）②MTE硬件安全机制的局限性（@vsgherzi）③LLMs对安全研究行业的颠覆影响（@dgellow）
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- @vsgherzi (0): unfortunately a little light on the details. I'm very curious how the bug survived through MTE
- @bredren (0): Did the article get edited? There is not much description of the field trip.
- @yieldcrv (0): from what they demonstrated, this seems to only be a $100,000 exploit in Apple's bug bounty platform, but if they package it right, it could be a $1.5 million exploit They simply have to show it against a beta version of MacOS, and frame it as unauthorized access, and maybe from…
- @commandersaki (0): I bought the M5 specifically cause of MIE. Now I feel dumb.
- @dgellow (0): The world is so not ready for the impact of LLMs on security issues. If true, congrats to the Calif team. It’s likely too technical for me to understand in details but looking forward to reading the 55 pages report
antirez（Redis作者）开发的DwarfStar本地LLM推理引擎专为DeepSeek v4 MoE架构优化支持128k超长上下文
A few words on DS4
受众观点：①DwarfStar实际运行体验和MoE长上下文能力（@kamranjon）②专用推理引擎vs通用llamacpp架构争议（@0xbadcafebee）③GPT-5.5 vs Claude Opus低层级代码优化对比（@minimaxir）
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- @bjconlan (0): This is great! I feel the same way about the deepseek v4 architecture for commodity hardware. Also have enjoyed playing with https://huggingface.co/HuggingFaceTB/nanowhale-100m-base (but early days for me understanding this space)
- @simonw (0): I got this running on a 128GB M5 the other day - pretty painless, model runs in about 80GB of RAM and it seemed to be very capable at writing code and tool execution.
- @kamranjon (0): Just want to mention that I've been pulling down and using DwarfStar locally and it's incredible. I actually have it running on my personal macbook m4 max with 128gb of ram and I am running the server to share it through tailscale with my work laptop and just have pi running the…
- @0xbadcafebee (0): I don't see an explanation of why they would make a model-specific inference engine vs just using llamacpp. There are already lots of people working on the llamacpp integration. This is a lot of effort spent on a single model which is likely to become obsolete when a different m…
- @minimaxir (0): A relevant recent tweet from antirez: https://x.com/antirez/status/2054854124848415211 > Gentle reminder on how, in the recent DS4 fiesta, not just me but every other contributor found GPT 5.5 able to help immensely and Opus completely useless. I've noticed the same for lower le…
安全研究者借助AI辅助发现Android内核驱动内存映射漏洞，Google在90天内完成修复，GrapheneOS因安全架构设计在相同硬件实现更高安全性
A 0-click exploit chain for the Pixel 10
受众观点：①AI真正能做到安全代码审查吗（@phuff：专业知识仍然不可替代，但结构化漏洞识别AI已经很强）②Android生态安全补丁速度（@greesil：90天修复已算快，其他厂商响应更差）③GrapheneOS的安全架构优势（@NooneAtAll3：相同硬件GrapheneOS实现了Google未能做到的kernel地址随机化）
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- @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热帖：企业要求员工在AI token配额过期前用完，导致员工用AI做文档杂活消耗token，引发关于"token驱动开发"和Goodhart定律的大规模讨论（212评论）
Amazon workers under pressure to up their AI usage are making up tasks
受众观点：①企业AI推广策略为何走形（@onion2k：强制用是为了让员工探索找到真正有用场景，有意为之的游戏化）②Goodhart定律在AI应用中的体现（@spprashant：当度量成为目标度量就失去意义）③员工如何应对token配额（@AMerrit：用来做文档类边缘任务消耗quota）
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- @AMerrit (0): I've done similar at my job where management wants us to use all of our tokens before they expire. I usually set it to documentation tasks and other minor tasks just to eat up tokens.
- @spprashant (0): Good old Goodhart's law. https://xkcd.com/2899/
- @rvz (0): When a measure becomes a target....
- @onion2k (0): I'd bet that the goal is for people to 'game' it though. By pushing people to use AI more they'll try it, experiment with it, 'waste' time on it ... and from that they'll learn about it. That's the end goal. They're using tokens for pointless stuff right now in order to figure o…
- @manesioz (0): Token-driven development
Jane Street发布OxCaml语言扩展，通过exclave_和stack_类型注释实现精确堆栈分配控制，卫星网络热路径p99.9延迟从29ns降至9ns并彻底消除GC压力
O(x)Caml in Space
受众观点：①OxCaml实际性能数据（@avsm：p99.9从29ns降到9ns，25M packets从394次minor GC降至零）②生产环境编译器稳定性（@avsm：个人基础设施运行未出现编译器bug）③卫星通信协议栈场景（@dsab：CCSDS协议栈独立实现的安全性挑战）
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- @hudsonhs (0): She (Jane Street) is not gonna notice you bro.
- @avsm (0): The big win here is having a GC by default, with the ability to reduce heap allocations (via stack) just by adding in more typing annotations. Switching to OxCaml with exclave_ stack_ annotations drops p99.9 latency from 29 ns to 9 ns per packet on the dispatch hot path, and rem…
- @harrymatics (0): nice
- @chloe_liu23 (0): nice
- @dsab (0): CCSDS guides you to reinvent everything from scratch, I doubt memory safety is the biggest attack surface when you implement this stack. I dont know how big players implement networking for their satellites, but personally I would choose to fit something existing and battle-test…
Radicle发布新版本——去中心化local-first的P2P代码托管平台，支持私有仓库，不依赖中央服务器，定位为GitHub的主权替代方案
Radicle: Sovereign {code forge} built on Git
受众观点：①去中心化git实际体验（@minraws：有rough edges但spirit很好，seeding机制需改进）②local-first加私有仓库支持的意义（@josh-sematic：优于tangled.org，对分布式代码托管乐观）③GitHub网络效应造成的迁移障碍（@einpoklum：很难找到人一起用GH太强势）
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- @minraws (0): The more I have been using git and building my own tooling and services around it for usage, I have figured out that something like radicle feels like the right/better solution, definitely better than what github is atm. There are rough edges and the seeding thing is a bit mehhh…
- @josh-sematic (0): Love to see it. Unlike tangled.org this is local-first and has a solid story around private repos. I’m bullish on distributed forges in general, but I’m all for experimentation in figuring out exactly what that looks like.
- @vaylian (0): I noticed that they moved to a different domain last month: https://radicle.dev/2026/04/23/domain-move
- @einpoklum (0): I like this idea a lot! I need to find people to try it with, though, which is not so easy with GH being so popular :-( Some nitpicks: * What is with the forced serif font on the website? * Does this support other version control systems? Like mercurial, SVN, pijul, etc.?
- @esafak (0): How well does it hold up under load? What are the CI and PR stories?
HN热帖讨论Steve Jobs与NeXT时代新书，探讨被苹果驱逐后在资源约束下如何重新打磨产品专注力，以及NeXT技术遗产对现代macOS的深远影响
A new book on Steve Jobs at NeXT
受众观点：①失败与约束如何塑造更好的产品决策（@praneetbrar：NeXT给了Jobs重新思考产品专注的空间，苹果持续成功时不会发生这种转变）②NeXT对现代macOS的技术遗产（@ktallett：macOS X核心来自NeXT OS，当时是图形和3D动画领域重要工具）③创业史上最著名的comeback故事（@cmiles8：Apple当时离倒闭只有几天是商业史最惊人逆转）
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- @praneetbrar (0): One thing that often gets overlooked is how much failure and constraint shape better leadership. It seems like the NeXT years gave Jobs the space to rethink product focus in a way that likely wouldn’t have happened if Apple had kept succeeding uninterrupted.
- @ktallett (0): They are hardly forgotten considering the OS was a key influence of Mac OS X and you can see clear features of it today. It was hugely important in the mid 90's graphics and 3d animation era too. Such a fabulous piece of design, both software and hardware. I would much have pref…
- @dmazin (0): If you want more on this, I recommend Steve Jobs and the Next Big Thing by Stross. I’m not sure, but it might be the only extensive book about Next other than this new one. Though it’s essentially a long hit piece. The author really had it out for Jobs. In fact it’s a completely…
- @cmiles8 (0): In many ways modern Apple is largely Next. The Apple that was dying when he returned largely faded away. Folks forget that Apple was literally days away from simply going bust. One of the most amazing comeback stories in the history of business.
- @hi41 (0): Much respect to Steve and the engineers at Apple. However, I hate using a product from Apple that actually causes me physical pain after using it. The magic mouse. I use that for 10 minutes and my palm and wrist hurt badly. Many have experienced the same symptoms and yet Apple h…
开发者用Claude Code连接GA4和Google Search Console，五分钟内构建SEO与AI搜索监控仪表板，提供开源代码和Notion文档免费分享
my team didn't want me to give this away for free. But I'm going to do it anyway it's the SEO & AI search dashboard I built in Claude Code it connects to your Google Analytics (GA4) and Google Se…
受众观点：①Claude Code作为快速内部工具构建器的可行性（@codyschneider）②SEO与AI搜索数据监控对独立开发者增长的价值（@codyschneider）③通过开源工具建立技术影响力的策略（@codyschneider）
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- @codyschneider (8): Graphed .com - Deploy AI Agents for Marketing Build marketing agents that grow your company based on your live business data We handle data pipeline, data warehouse, and agent infrastructure Self service or forward deployed engineers Learn more at link https://t.co/mL5ZLkAgFP
- @codyschneider (3): Hire us to deploy marketing agents for you in 5 business days - https://t.co/2phqaKEDbj
- @codyschneider (3): build this with the Graphed MCP - https://t.co/GnPaeO3XnH
- @codyschneider (2): Repo's right here — feed it to Claude Code — https://t.co/Z2rsFBnM7x
- @codyschneider (1): Here you go — drop this into Claude Code and you're off to the races — https://t.co/Z2rsFBnM7x
SuperX推特增长工具达到$150k收入里程碑，两位联合创始人实现目标后首次线下相聚，并预告v3版本即将发布
$150k revenue, and this is the first time we cooked in-person together. SuperX v3 coming soon, see you at $1M @tibo_maker https://t.co/ZO0qDQHnBk
受众观点：①里程碑情感共鸣（@tibo_maker）②SuperX v3功能期待（@VKhoroshkov）③真实用户使用期待（@mprichardson_）
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- @robj3d3 (8): This is the photo in case you can't see the quote: https://t.co/TmycKTdNfC
- @tibo_maker (2): @robj3d3 let's make it happen
- @MRehan_5 (2): @robj3d3 @tibo_maker Big shoutout 🫡 guys
- @mprichardson_ (1): @robj3d3 @tibo_maker Signed up for superX this morning! Excited to get going with it!
- @VKhoroshkov (1): @robj3d3 @tibo_maker In-person cooking unlocks a different level of velocity. Curious what changes in v3 👀
分享针对Claude 4.7优化的提示词格式模板，核心是用正向规范替代负向限制，并指出Claude 4.7与4.6行为差异显著需要重新适配
Stop telling Claude what NOT to do in the prompts. Here's the only prompt format that works on 4.7: "[Action verb] [exact task]. Length: [hard cap]. Format: [structure]. Tone: [3 words]. Go beyond th…
受众观点：①正向规范vs负向限制的prompt工程原则（@leoobai）②Claude 4.7与4.6的行为显著差异（@shellsgn @awwwwnisha）③减少Claude Code月费账单的prompt技巧（@thechaicoder）
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- @thechaicoder (3): @rubenhassid also, make if using Claude Code, you could apply the same logic to save yourself from huge monthly bills I know its for Cursor, but the thought process is more or less same https://t.co/UskTZZo60t
- @TheWhizzAI (2): @rubenhassid Cluade is the best.
- @leoobai (1): @rubenhassid This matches what works in production too: positive specs + hard caps > “don’t do X”. I’d add one more setup layer: acceptance criteria/checklist before output, especially for brand/SEO work.
- @shellsgn (1): @rubenhassid Opus 4.7 is TOTALLY different with 4.6. You have to be specific and clear, or else 4.7 would take it literally.
- @awwwwnisha (1): @rubenhassid Prompting Claude 4.7 is an entirely diff game.
曾管理超过1.5亿美元广告预算的营销人分享今天会使用的AI广告自动化技术栈，提示可直接粘贴进Codex或Claude Code来自动化广告投放
I managed $150 million+ in ads BEFORE AI. this is the stack I'd use today: (paste this into codex/claude code to automate ads) https://t.co/HB1KSSRHh4
受众观点：①AI工具需要经验判断力才能发挥真正价值，否则只是"自动化猜测"（@Barrettsharpe）②广告投放中兴趣定向等具体策略是否还有效（@Kareim）③skills.md等工作流模板如何获取和复用（@MarkWien_）
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- @talencee_it_sol (1): @boringmarketer Following you since the non-ai days. You're the goat.
- @Kareim (1): @boringmarketer When you say identify winning audiences are you still using interest targeting for Meta?
- @Barrettsharpe (0): The 'before AI' part is what makes this credible. Somebody who managed $150M knows what actually matters in the workflow…the judgment calls, the patterns, the stuff you only learn by watching real money move. AI doesn't replace that intuition. It just removes the manual work sit…
- @10xravi (0): @boringmarketer If everyone runs the same stack, ads converge, CPMs inflate, platforms win. The edge moves from execution to taste, insight, and offer.
- @MarkWien_ (0): @boringmarketer Where can we get the skills.md files?
独立开发者用真实数据反驳"Android转化率低不值得做"的论断：iOS应用日收入1900美元、Android版日收入400美元，两端都上才不会把钱留在桌上
Our IOS app makes $1,900/day Our Android version makes $400 day “But android convert way less” That’s the dumbest statement ever It doesn’t matter if it doesn’t convert. As well as IOS. If we didn’t…
受众观点：①Android是否真的值得投入开发资源（@Jahjiren）②绝对收益的长期积累价值换算（@ScaleSolo_OS）③有机增长场景下Android触达能力更划算（@maubaron）
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- @Jahjiren (3): @ErnestoSOFTWARE im ngl i use to think building android was pointless but you make a great point, i definitely will try that out more
- @ScaleSolo_OS (1): @ErnestoSOFTWARE Very true - 400 a day is still 2,800 a week 12,000 a month Soo don’t slack on it
- @maubaron (1): @ErnestoSOFTWARE android is such an obvious choice, specially if you are doing organic
- @SaasUniversity (0): @ErnestoSOFTWARE If you're doing organic. Android is fine because you still reach them. Bear in mind IOS users pay more
- @gabru0160 (0): @ErnestoSOFTWARE People really underestimate Android way too much $400/day extra revenue is still huge, respect for sharing this.
处理过数十亿数据点的营销人指出，能熟练使用Codex和Claude Code的数据分析师才是AI时代最危险的人，因为他们既有判断AI输出对错的直觉，又能用AI消除执行摩擦
thr most dangerous person in the room (in a good way) with AI might be the data analyst / data scientist that can fluently use codex/claude code I’ve worked with billions of data points over the past…
受众观点：①技术直觉是AI工具的核心乘数，没有它只是在自动化猜测（@Barrettsharpe）②AI的确认偏差风险会误导缺乏经验的使用者（@lets_ash）③一次性Python脚本替代跨团队协作流程（@morefishoil）
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- @Barrettsharpe (0): This is exactly right. The technical person already has the instincts AI can’t fake. They know what questions should be asked. They know what edge cases matter. They know when an answer “looks correct” but smells wrong underneath. Most people using AI coding tools don’t have tha…
- @alpervision (0): @boringmarketer the dangerous part was always the one who knew what wrong looked like in the data. codex didn't create that taste, it exposed who had it. the rest is still cleaning up confident overfits
- @morefishoil (0): The unlock isn't SQL writing — it's that a fluent analyst writes a one-off Python notebook that prods 6 systems in 20 min instead of filing 4 ticket requests across teams. Rebuilt our retention cohort logic in claude code last month for $7 in API after a contractor quoted $4K in…
- @SavinoDrip (0): @boringmarketer The best question is simply, “what are we overlooking?”
- @lets_ash (0): @boringmarketer absolutely true! taste + criticial thinking skills are very important right now. the confirmation bias in ai right now can really skew people's ability to make judgements
有人描述低价收购废弃App后开启订阅变现的套利公式：花2000美元买App、400美元更新、每月800美元订阅收入，声称10个App可年赚28万美元
If this is true, then it's a literal infinite money glitch: > Buy abandoned apps for $2K > Spend $400 to update the apps > Turn subscriptions on and make $800 a month per app > That's $2,…
受众观点：①获客和营销才是真正障碍，公式完全没算进去（@NFTFlow_）②需要找有市场需求但被遗弃的产品才有意义（@brobeanz_eth）③对整个公式持强烈怀疑态度（@LivingPixelated）
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- @thisiswhyibuilt (2): @sharbel This reminded me of an old joke: Two business coaches meet, and one asks the other: “How do you increase sales?” “I can tell you...” “I can tell people too. But how do you actually increase them?”
- @LivingPixelated (1): @sharbel Lmao not true. Total bs.
- @NFTFlow_ (1): @sharbel you forgot about the part where the app(s) get marketed so people download and buy the subscription 😅😅😅
- @notjazii (1): @sharbel again the real issue is marketing and distribution
- @brobeanz_eth (0): @sharbel Now the trick is to find an app that will have demand because the apps that are abandoned have no user base or demand in the market.
极简推文"writes its own tools. compounds."描述 AI agent 自主编写工具并随积累形成复利效应的能力，评论区有开发者分享 agent 学习网站控制接口后能一次性完成复杂任务的实际经验
writes its own tools. compounds.
受众观点：①探索 agent domain skills 积累路径的开发者：先让 agent 学习网站界面再生成可用脚本（@kyuuurius）
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- @kyuuurius (0): @mamagnus00 I have been writing domain skills. After the agent learns the website and learns its control interfaces, then it one shots functional js script which works and finishes tasks in minutes, definitely faster than us.
Claude Code 新增 agent view 功能，支持在统一面板集中管理所有并发 agent 会话
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并发 agent 调度与会话管理体验（@claudeai）②AI 工具更新速度之快令人难以跟上的焦虑感（@fuzzzypan）
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- @claudeai (785): 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 (293): @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
OpenAI 将 Codex 编程代理集成到 ChatGPT 手机 App，支持在移动端远程监控和操控代码执行任务
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移动端远程监控代理任务的实际工作流价值（@Dhruvam987 @MindBranches）②功能推出节奏和平台覆盖问题（@timurkhakhalev）
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- @OpenAI (1592): 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 (132): @OpenAI so what's next? it's not appears in desktop https://t.co/iNqNYoRQSy
- @stark4833 (71): @OpenAI No people have been asking for 4o back, why can’t you listen to that? #keep4o
- @Dhruvam987 (56): @OpenAI checking on your Codex agents from your phone before bed https://t.co/B6ZkPIcWQc
- @MindBranches (55): @OpenAI checking on your codex agents before bed https://t.co/Dg1dqlFx8B
OpenAI 推出 GPT-5.5 Instant 模型，定位更自然温暖的对话语气，但引发大量用户要求恢复 4o 的强烈反弹
GPT-5.5 Instant is starting to roll out in ChatGPT. It’s a big upgrade, giving you smarter, clearer, and more personalized answers in a warmer, more natural tone. And it's also more concise, which we…
受众观点：①模型更新方向与用户实际需求的落差（@Sevenmoneymaker）②对 GPT 模型命名混乱的困惑，期待稳定可预期的迭代
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- @OpenAI (1258): GPT-5.5 Instant is more dependable, with significant improvements in factuality, especially in domains where accuracy matters most, like medicine, law, and finance. It’s also stronger across everyday tasks, from analyzing image uploads to answering STEM questions to knowing when…
- @Sevenmoneymaker (107): Very weird. Since you think 4o is monster, 1. Why you make answers more natural and warmer? 2. We all know 4o is the best in these aspects, why don't just bring it back? 3. You definitely don't heard what we want, you have ignored us over 9 months #keep4o #BringBack4o #OpenSourc…
- @heyyritik_ (71): @OpenAI https://t.co/Tk8M4KEjyU
- @kimmonismus (59): @OpenAI I was waiting for an AVM update, but hey: i take it
- @suomi55 (58): @OpenAI „It’s a big upgrade, giving you smarter, clearer, and more personalized answers in a warmer, more natural tone.“ 😂😂🤡🤡🤡 We want the ORIGINAL back! https://t.co/NXsmLrFpY8
NousResearch 开源模型 Hermes Agent 成为 OpenRouter 平台全球 token 消耗量排名第一的模型
Hermes Agent is now #1 on the Global @OpenRouter token rankings. While our journey together has just begun, we'd like to take this opportunity to thank our contributors, supporters, and users for all…
受众观点：①开源模型在 agent 生产环境中的实用性和可靠性（@_rain_miao_）②OpenRouter 作为多模型统一入口的价值，降低换模型的迁移成本
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- @NVIDIAAI (748): @NousResearch @OpenRouter Congrats! 🙌
- @NousResearch (145): @OpenRouter https://t.co/JiOQ2usnbm
- @Teknium (104): @NousResearch @OpenRouter 🥳🥳
- @_rain_miao_ (68): @NousResearch @OpenRouter migrate openclaw to hermes a month ago because I have a life besides tuning agents
- @darrenangle (35): @NousResearch @SHL0MS @OpenRouter https://t.co/tCgKlHLAaa
一个帮助独立开发者在 Codex 中补上 idea 验证环节的小型 skill 项目，破解「找 idea → 开干 → 没人用 → emo」的死亡循环
这是我今年装到 Codex 里最爽的一个 skill，没有之一，强烈推荐大家安装一下。 一个不到 1k stars 的小项目，把独立开发最容易死的那一环给补上了。 独立开发时常面临的死亡循环：找 idea → 开干 → 没人用 → emo → 重复 中间被跳过的很重要的一步叫 validation，99% https://t.co/W6wKzz39Lz
受众观点：①独立开发者 idea 验证难的共性痛点（@yanhua1010）②AI 做市场分析的可信度问题，真实用户反馈才是唯一标准（@kleon_ai）
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- @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。
通过 MCP 协议将 Claude Code 连接到金融数据集服务，60秒内接入覆盖 17000+ 只股票的财经数据
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免费 tier 与付费 tier 的实际能力差距（@DAssetBuzz）②MCP 工具的 OAuth token 安全存储，不能 commit 到代码库（@DAssetBuzz）
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- @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!
@yihui_indie讨论国内独立开发者收益问题，观点是应向Tibo和Marc Lou学习把Marketing当主业而非抱怨外部环境
前几天看推特上大家讨论的国内独立开发者的收益问题，我的感受是，我们真的该多去看看Tibo、Marc Lou这些独立开发者，看看人家是做了多少产品，每天做了多少Marketing才成功的。 我经常告诫自己：对比我做产品 + 营销的努力程度而言，根本就不应该抱怨任何外部环境问题。 https://t.co/nuHIuzclwJ
受众观点：①独立开发者每天应该花多少时间在营销上（@imfycc）②Tibo的成功路径是否可复制（@heykumaonx）③努力程度vs外部环境的心态（@MZlwbg）
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- @chg80333 (6): @yihui_indie 其实真赚钱的基本不会出来做自媒体，做自媒体的99%是卖课或者卖广告，1%是想通过自媒体卖自己产品因为没别的好渠道卖了。
- @imfycc (6): 让 Grok 总结了一下: Marc Lou 和 Tibo_Maker 营销的核心就是把 distribution 当成主业： • Marc Lou：疯狂做免费小工具（LogoFast 等）引流 → 用病毒视频 + 梦想故事（“快速 ship 就能赚钱”）卖课/产品 → 跨产品互相导流。 • Tibo：重度个人品牌（Build in Public 晒收入）+ SEO 免费工具 + 找 influencer 股权合作，产品组合快速迭代。 两人共同点：每天花大量时间做营销而非只 coding，用免费价值 + 有机渠道 + 系统 playbook 形成复利，…
- @MZlwbg (5): @yihui_indie 还是那句经典的话：以大多数人的努力程度之低，根本轮不到拼天赋
- @Jimmy_JingLv (4): @yihui_indie 现在 Tibo 是我的真偶像😂 其实从 the maker 开始就知道了，很多产品方向和兴趣的都比较类似啊
- @heykumaonx (2): @yihui_indie 但是tibo的成功是很难复制的 他之前twitterhunter用户量就非常成功了 可以看看tibo的cofounder rob营销经验可以努力复制
开源项目CloakBrowser是深度魔改Chromium浏览器，reCAPTCHA v3评分0.9，可绕过Cloudflare，对标收费反检测浏览器
反检测浏览器一个月动辄收几百块，现在有人直接开源了一个能打的平替。 CloakBrowser，一个深度魔改的 Chromium 浏览器，专治爬虫和自动化场景下的各种检测。 - reCAPTCHA v3 评分 0.9，达到跟真人一个水平 - 主流爬虫检测 14 项全过，Cloudflare 验证也能自动绕过 - 完全兼容 https://t.co/NnWoufdcdF
受众观点：①开源方案是否能替代收费反检测服务（@neohob）②reCAPTCHA v3绕过的实际可靠性（@LiQiuJIong）
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- @neohob (6): @GoJun315 playwright的魔改pathcright加上指纹插件一样可以，抓咸鱼好像还没什么封过，而且我还没用patchright用的还是原版playwright
- @LiQiuJIong (0): @GoJun315 模拟鼠标动作过验证码可以么
- @wangmaocheng3 (0): @GoJun315 star了，有需要再用
@svpino反驳"CLI杀死MCP"的论断，引用MCP SDK 3亿次下载数据，并介绍mcpc（CLI for MCP）作为融合方案
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：①MCP context pollution和token浪费是否是真实工程痛点（@Matt30619543896）②mcpc融合方案的实际价值（@svpino）③MCP可发现性是否是核心优势（@castillobuiles）
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- @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”
Agent Reach为AI Agent提供17平台数据采集能力，底层封装yt-dlp/twitter-cli/Jina Reader等工具，10分钟部署
以前做素材收集，手动翻平台至少半小时。 装了 Agent Reach 之后： 小红书热帖 → 自动抓 YouTube 视频 → 一键拉字幕 GitHub/V2EX → 搜关键词 一行命令，AI 直接帮你整理。 17 个平台，10 分钟装好。怎么用 → 视频 ↓ 00:00 开场：AgentReach 简介，给 AI Agent 一键装上互联网能力，10 https://t.co/AxksaH1j…
受众观点：①多平台爬取工具的实际易用性（@gyro_ai）②自己账号cookie爬取的封号风险（@TheZero_yf）③底层工具封装层的设计价值（@iluciddreaming）
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- @iluciddreaming (3): 无痛才能持续出摊。 它就是各个底层工具（yt-dlp、twitter-cli、rdt-cli、Jina Reader 等）上面的套的一层。想象成大模型上面的龙虾，或者 Hermes。
- @TheZero_yf (2): @iluciddreaming X，reddit 和小红书使用的是自己账号的cookie，有一定的封号风险，记得不要用大号跑！大佬最后也提了用小号
- @AomyYing (2): @iluciddreaming 仰望 太牛了 感谢分享
- @gyro_ai (1): @iluciddreaming 牛逼啊一直在找这类工具没找到好用的
- @Janegtys0527 (1): @iluciddreaming 感谢分享
开源工具SoftwareCopyright-Skill帮助国内独立开发者一键生成软著申请全套材料，解决材料格式一致性问题
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软著材料是否可完全自动化（@kood520）②开源项目是否有必要申请软著（@denziideng）
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- @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宣布对提交含未核查LLM生成内容（幻觉引用、AI元评论残留等）的论文作者实施一年封禁，封禁期后须先通过同行评审期刊才能重新提交
From Thomas G. Dietterich (arXiv moderator for cs.LG) on 𝕏 (thread): [https://x.com/tdietterich/status/2055000956144935055](https://x.com/tdietterich/status/2055000956144935055) [https://xcancel.com/…
受众观点：①AI滥用破坏信号的担忧（@Snekgineer：当前状态几乎是对科学社区的DDOS攻击）②处罚力度争议（@resbeefspat：1年封禁对于提交虚假引用来说感觉相当宽松）③论文产量爆炸导致质检失控（@NeighborhoodFatCat：cs.LG每天100-300篇新论文上传）
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- @Snekgineer (191): Tbh, at this point I would be in for a 3-5 years ban of all co-author. The current state is almost a DDOS attack on the scientific community
- @anxiouscsstudent (184): Good
- @resbeefspat (93): a 1-year ban for incontrovertible evidence of unchecked AI errors honestly feels pretty lenient, if, you're submitting fabricated citations you clearly didn't bother verifying, that's a serious breach of scientific integrity. glad arXiv is at least drawing a harder line though,…
- @NeighborhoodFatCat (72): There are 100-300 new machine learning paper uploaded to Arxiv everyday just in one subcategory (cs.LG). [https://arxiv.org/list/cs.LG/recent?skip=0&show=500](https://arxiv.org/list/cs.LG/recent?skip=0&show=500) Calling it a DDOS attack is appropriate.
- @Snekgineer (36): You know that what I'm hearing is "There is even more benefit to having a longer ban", right? Frivolous co-authorship is also a current widespread problem :)
生产级RAG客服系统结构化评测实录，用Claude Haiku做LLM-as-judge，发现检索失败伪装成生成失败、Gemma 4 26B以75%更低成本超越现有生产模型，整体实现+19%质量-79%成本
Posting some practical findings from a structured audit of a production customer support RAG system. Methodology and caveats up front. **Methodology:** * 6 representative turns from a real production…
受众观点：①LLM-as-judge方法实用价值与局限（@gvij：详细write-up记录完整流程，关键词计数评估器完全无信号，LLM judge能捕捉幻觉并产出可核查的推理字符串）
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- @gvij (1): Detailed write up on the optimization steps taken to improve the chat agent: [https://medium.com/@gauravvij/i-asked-an-ai-agent-to-audit-our-chat-agent-it-found-problems-we-didnt-know-to-look-for-c40e26b4aa09](https://medium.com/@gauravvij/i-asked-an-ai-agent-to-audit-our-chat-a…
参考图引导的 Flow Matching 新方法，将参考图像作为条件信号引导扩散过程实现更可控的图像生成
Follow the Mean: Reference-Guided Flow Matching: [https://www.alphaxiv.org/abs/2605.10302](https://www.alphaxiv.org/abs/2605.10302) https://preview.redd.it/5pleq5b4861h1.png?width=1036&format=png…
受众观点：① 参考图引导的图像生成精度提升 ② Flow Matching 相比传统扩散方法的工程优势
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Orthrus 并行 token 生成新架构，向冻结的 AR Transformer 注入可训练扩散注意力模块，KV cache 共享实现最高 7.8 倍推理加速且不损失精度
* Paper: [https://arxiv.org/abs/2605.12825](https://arxiv.org/abs/2605.12825) * Code: [https://github.com/chiennv2000/orthrus](https://github.com/chiennv2000/orthrus) * Disclosure: co-author. Idea: I…
受众观点：① 与 EAGLE-3、DFlash 等 Speculative Decoding 方案的工程对比 ② 冻结基础权重的精度保证对下游 AI 产品的实际意义
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- _无评论_
AI bot 军备竞赛导致传统验证码完全失效，Reddit CEO 提出用 Face ID / Touch ID 验证真人身份的行业现状讨论帖
I feel like we've crossed a weird threshold in the generative AI space where the arms race against botnets is just over. and the bots won I was reading that interview recently where the Reddit CEO wa…
受众观点：① 验证码时间因素的有效性争议（@neonwang）② 生物识别验证的必然性与 dystopian 感受（@Playful-Sock3547）③ 行为漂移检测作为替代方案的可行性（@scottgal2）
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- @neonwang (5): >vision models solve captchas faster than I can time to solve is also a factor in captchas (or at least new ones)
- @saltyourhash (1): Can vision models solve the "find the odd one", "mo ve the puzzle piece into its place", or "rotate the thing to the orientation of the others"?
- @Playful-Sock3547 (1): Feels like we speedran from captcha to prove you are human DLC but ngl the idea of needing Face ID just to argue with strangers online feels both dystopian and weirdly inevitable lol.
- @scottgal2 (0): I'm working on one using a few ml ideas - I'm a dev not an ML researcher though... [https://www.mostlylucid.net/blog/stylobot-release-learning](https://www.mostlylucid.net/blog/stylobot-release-learning) It's non-trivial and my approach is building centroids and watching drift o…
独立开发者平台 toolboxkit 获得首笔付费收入 6.20 美元的里程碑庆祝帖，score 191，150 条评论，高热度情感共鸣内容
I know it looks like just enough for a quick coffee, but seeing this "Total Revenue" dashboard tick up to **$6.20** feels absolutely surreal. After spending so much time deep in the weeds setting up…
受众观点：① 第一笔收入的情感里程碑意义（@PranshuKashyap）② 支付工具 Stripe 拒绝申请的现实障碍（@Johin_Joh_3706）③ 非技术创业者对从零开始创业的共鸣（@Still_Membership2640）
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- @PranshuKashyap (13): Cheers 🍻 Someday, I will also experience the feelings you're having today.
- @Johin_Joh_3706 (5): Definitely. 🤝
- @Still_Membership2640 (5): Tbh i don't understand the code language but i can understand how it feels to have little amount which was made by me i have my own business i make it loss business because off no proper planning and perfect time to execute. i would say one thing to all start your own business i…
- @Johin_Joh_3706 (4): I had no other option, stripe rejected my application 😭
- @Johin_Joh_3706 (4): My first paying customer 😭
SaaS创始人吐槽Stripe计费管理费用每月高达2500美元并讨论自建计费逻辑替代Stripe订阅管理的可行性
I was reviewing our monthly Stripe expenses and we’re approaching $2,500 in just billing logic, not including the processing fees. Maybe I should just suck it up but this seems like such a rip off. I…
受众观点：①替代计费平台选择（@yamatonishiki1） ②自建billing技术路径（@SpaceToaster） ③计费架构解耦长期价值（@lnavatta）
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- @yamatonishiki1 (18): We’re also looking for new options for billing. We haven’t made a decision yet, but I can certainly tell you some companies to watch out for. Chargebee and Orb both offer flat platform fees up front, but the monthly cost is going to scale up as your MRR does. If you’re growing r…
- @Few_Response_7028 (13): Most saas will write their own business logic and you just use the stripe webhook for renewals
- @SpaceToaster (12): I built out my invoicing and billing in house. It made sense though, because my domain didn’t fit the stripe models for payments and subscriptions and products at all. We basically use Stripe as the gateway. Another added bonus, is it very easy for us to migrate from Stripe in t…
- @shacksrus (11): I swear half this sub is posts bitching about stripe. Someone will conveniently come in and recommend a no name payment processor startup in a minute though.
- @lnavatta (10): Not original commenter, but basically you build all the the invoicing and billing logic in your system (you store the subscriptions and charge day, every day you run the process of getting people that need to be charged, etc.) and use Stripe or any other payment gateway only to…
学生独立开发者的开源项目Proxima突破800个GitHub stars后申请GitHub Sponsors并在六天内获得首批两名赞助者的经历分享
After my opensource project Proxima crossed 800+ stars, I applied for GitHub Sponsors and got approved. I only set up the sponsor button around 6 days ago so I genuinely didn’t expect anything this e…
受众观点：①从解决自身问题出发的项目方法论（@Personal_Offer1551） ②初学者寻找项目方向（@Desperate7733）
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- @Personal_Offer1551 (2): Thanks and this was originally just a personal project i built to solve my own problems and after working on it for months i decided to open source it so other people facing similar issues could benefit too background wise honestly im just a student who likes solving problems fr…
- @Desperate7733 (1): Congratulations bro , could you tell how did you get the idea for this project or something about your background
- @Desperate7733 (1): That's way too good brother , I am also a student but new in this field I want to make some projects which will solve the real life problem but I am not able to find one 😞.
- @Personal_Offer1551 (1): Dont be sad bro just start getting involved in projects and building things whenever you face a problem or get an idea try solving it instead of waiting for perfect project idea and dont think like im new so I need years of experience before building something real just start bu…
- @Desperate7733 (1): Thanks bro👍👍
SaaS独立开发者询问在哪里找到实用的落地页设计灵感，希望找到不过度设计、可以直接学习模仿的真实案例
Hii everyone, I am trying to design a landing page for a SaaS idea i’m working on but everything I make just looks off 😅 I have checked a few sites for inspiration but most examples either feel too g…
受众观点：①信息传达优先于视觉设计（@MichaelLordPro） ②AI工具加速开发流程（@Far_Day3173） ③从竞品拆解学习的方法（@rupert_at_work）
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- @rupert_at_work (11): Best filter I've found: ignore galleries until you know what you're looking for. Pick 5 boring, clear products in the same price range and tear them apart: headline, subhead, CTA, proof, objections handled. For examples, SaaSFrame and Landingfolio are fine, but the useful bit is…
- @MichaelLordPro (7): A good SaaS landing page is less about design and more about clarity: Problem - Solution - Benefits - Proof - CTA If the messaging is weak, fancy UI won’t save it
- @Far_Day3173 (6): I typically use claude code for landing pages. My 2 cents on how to accomplish good landing pages: 1. use getdesign.md to get a popular site design system 2. use app.superdesign.dev and copy components you like 3. have taste
- @Wise-wordly0423 (2): This was an interesting take. Thanks.
- @jammy-git (2): WTF is that? Is there a reason why you don't want to use Claude Code or ChatGPT/Codex? It's a pretty well trodden path to a good solution now. Even lovable.app will get you a good looking landing page.
一位独立创业者分享深夜独自工作时的孤独感并发起招募同样全力投入创业的founder互助社群
I've been actually incredibly locked in over the last 2 months working on my latest startup solo venture. Filming youtube videos, marketing, coding, cold calling customers. The one thing I'm having a…
受众观点：①孤独感是创业路径本身的一部分（@ShelterSlight5088） ②寻找互相激励的同伴（@Natural_Swing53）
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- @Spiritual-Public2002 (9): Who needs friends bro just talk to claude
- @ShelterSlight5088 (5): A lot of solo founders hit this phase. It’s not just you, it’s kind of built into the path
- @Natural_Swing53 (2): Iam on the same boat sometimes iam getting bored , Do you want to get in touch may we encourage eachother ?
- @stockspikes (2): Might be interested. Curious to hear more.
- @Low_Eye414 (2): Hey bro I’m down to chat. I don’t really post much much I work hard and have my own thing I’ve been building too have LLC made and all.
一位SaaS创始人复盘招聘后端开发者共耗费31小时工程师时间的数据并描述引入Utkrusht异步任务观察环节后筛选时间大幅下降的经历
We opened a backend developer role in March. Pretty normal process. Job post, inbound resumes, a few recruiter referrals. Nothing unusual One night after putting my kids to bed I started a messy spre…
受众观点：①招聘时间成本被严重低估（@slopstrug） ②传统技术面试信号质量问题（评论普遍认为31小时brutal）
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- @slopstrug (2): I did a similar breakdown last year for a developer manager hire and had the same “wait that can’t be right” moment. When you actually log prep time + feedback writing it explodes. Everyone remembers the 40 min interview but forgets the 15-30 min before and after. What helped us…
- @chameleonhami (1): 31 engineering hours for one role is kinda brutal tbh
- @Time-Mix3963 (1): this is why hiring feels like a part time job lol
- @Otherwise_Repeat_294 (1): Let me tell about my shit startup but using a story, a family hook, and how smart I’m now
- @[deleted] (1): [removed]
一篇批评大多数创业者花大量资源规划品牌和营销却完全忽视销售规划导致无法回收成本的观点帖
You are an entrepreneur. You have a new product you would be rolling out in a few months. You spend tons of time planning your branding. You spend tons of money planning your marketing and advertisin…
受众观点：①产品和销售是核心两件事（@IceCapZoneAct1） ②初创者缺乏销售指导的困境（@spyghost5）
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- @IceCapZoneAct1 (4): Product and sales are the two most important things in a company. If you master both, you win. Simple but not an easy journey
- @rickyrones987 (2): if you are an entrepreneur, what aspects tbh you look after in sales department?
- @Remarkable-Bet9533 (2): So many founders treat sales like an awkward afterthought... then panic when traffic doesn’t convert. Marketing gets attention, but sales is what actually brings the money back into the business long term.
- @spyghost5 (2): Ya true but what if they dont know or they are not having any one around them who can guide them for sales, and they are stuck in same loop of no feedback or they are afraid of spending money things they know or no one to guide them. Some of the stuff happened to me and I saw th…
- @spyghost5 (2): Yes true and I turned to internet for that and everyone was like cold emails, linkedin reaches etc… but the problem was with confusing videos and comments as some it works for some it doesnt, And for all of these it costs and dont wanna waste it Because I do have other projects…
独立开发者完成Product Hunt发布和社区推广后仍零付费用户，向社群征集真正有效而非标准建议的首个付费用户获取方法
I launched my product a little while back. Did the Product Hunt thing, posted in every relevant community I could find. Got some nice words, decent traffic, a handful of signups. But still zero paid…
受众观点：①找到有真实痛点的小群体比流量更重要（@Currentshop333） ②直接触达正在描述问题的人（@Top-Community-4049） ③免费换反馈作为付费入口（@Hamza91001）
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- @Currentshop333 (6): for me it was less about traffic and more about finding a tiny group of people with an actual painful problem. my first paid users came from replying to niche reddit threads and talking to people one by one instead of trying to launch big....
- @Top-Community-4049 (5): For getting your first customer you didnt have to post you have to haunt it like First analyze your target audience who are feeling the pain which your product is solving and then find what are competitor available in that niche which people are using and what are their gaps Aft…
- @Hamza91001 (5): solid advice honestly. this is pretty close to what we're doing right now with our bookkeeping tool. finding people who are posting about QuickBooks being too complex or asking for simpler invoicing tools and just reaching out directly. the free access in exchange for honest fee…
- @milliondollarboots (3): Pick up the phone. Find people in your network you can call.
- @No_Procedure_8542 (2): found a reddit thread where someone described exactly the problem my tool solves replied with genuine help, mentioned the tool at the end that person signed up, paid, and sent me a message saying "where has this been" no launch, no ads, no followers just being in the right threa…
一位SaaS创始人分享通过Instagram Reels在发布后数月内获得28名付费订阅者其中25名来自IG短视频内容的实战数据
For context, I launched my new SaaS in the end of March. It is focused on a B2C/Prosumer public. I have some previous experiences with a mobile app I've scaled, and my main acquisition channel has al…
受众观点：①渠道与用户匹配度是关键（@bnunamak） ②IG在特定受众SaaS的潜力（@Abolitus）
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- @Feeling-Heron4277 (4): i guess the bot needs to chill out a little. trustmrr is a common link people are going to share.
- @Abolitus (3): I think instagram has pretty distinct user groups, so it probably depends on whether your app matches the interests of typical IG users. $216 MRR is already huge though, hope you reach $1k soon.
- @bnunamak (3): Isn't your product an Instagram marketing product? If so, feels obvious to me that instagram would be your strongest channel The real lesson is always go where your audience is when they hit their buy triggers, even if it means running newspaper ads or something weird There is n…
- @[deleted] (2): [removed]
- @Feeling-Heron4277 (2): Yes, basically I have been procrastinating posting a reel so much it's been months and not even weeks. i dont even know how i managed to accomplish this.
早期创业公司没钱雇 CMO 时如何做 GTM 和内容营销的实战讨论，聚焦专注单一渠道、把 SEO 当基础设施、自动化分发等策略
Most early-stage startups treat marketing as an afterthought. And it shows up in the same three ways every time: * Founder writes blog posts at 2am when they remember SEO exists * They hire a junior…
受众观点：① PMF 前的营销就是对着空气喊，策略错误比执行力不足更致命（@Competitive-Fun-7148）② 专注一个渠道+谈问题空间而非产品功能是有效早期营销的共同模式（@Competitive-Fun-7148）③ 分发系统化才能摆脱"靠心情执行"的困境（@Thin-Pizza4909）
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- @Competitive-Fun-7148 (5): The problem isn't that founders can't market. It's that most marketing advice is written for companies that already have product-market fit. Before that, you're just shouting into a void with a polished brand guide. The founders I've worked with who did marketing well in the ear…
- @Competitive-Fun-7148 (5): Basecamp is the textbook case. DHH and Jason Fried were writing about remote work, software philosophy, and building products for years before Basecamp was a household name. Signal Noise, their blog, was the channel. They never pitched the product in those posts. They just had o…
- @Thin-Pizza4909 (2): A lot of founders underestimate how much distribution is actually part of the product early on. The startups I’ve seen grow fastest usually treat GTM as a daily system, not a side task they squeeze in after building.
- @narrative_strategy (2): for a niche this specific, forget broad distribution entirely, it'll drain you. the prop firm trading community is small and tight knit, which actually works in your favor. a few things that'll work at your stage: 1. forget SEO for now. your buyers don't find tools through Googl…
- @Possible-Context-132 (1): What are examples of ones who did this well?
CSS font-variant-numeric: tabular-nums 属性介绍，通过让每个数字字符占等宽空间解决动态数值更新时界面布局抖动的问题，原帖附有可交互 demo
By default, many fonts use proportional numbers: a `1` is narrow, an `8` is wider, and the whole number can shift when the value changes. `tabular-nums` makes each digit take the same horizontal spac…
受众观点：① CSS 老手也能每天学到新东西，持续学习的满足感（@schussfreude）② 比切换等宽字体更优雅、对整体排版影响更小的方案（@_xiphiaz）③ 部分字体如 Noto Sans 原生等宽数字，需了解字体特性再决定是否手动设置（@Onions-are-great）
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- @schussfreude (77): The thing about CSS I love most is you can learn something new every day even after years of being quite good at it.
- @Dangerous-Rooster162 (39): game changer
- @_xiphiaz (26): Huh, that’s easier on the eye than switching to a monospace font, nice one
- @jeliroco_multimedia (18): Absolutely sick intel.
- @Onions-are-great (8): There are many fonts that can handle this natively and are optimized for it. Noto Sans does it by default for example. Still great feature 👍
开发者遭遇大规模 bot 攻击导致注册接口被刷，发现 reCAPTCHA v3、WAF、IP 封锁等传统方案全部失效，引发对 Cloudflare Turnstile、honeypot 字段、设备指纹等替代方案的深度讨论
I just spent the last 3 days dealing with a massive bot attack on a client's registration endpoint and honestly, I think the era of software-based bot protection is just over we have reCaptcha v3 run…
受众观点：① Cloudflare Turnstile 是当前最实用的 reCAPTCHA 替代方案（@eoThica）② 多层防护组合才有效：设备指纹+行为检测+SMS 验证，单一方案都会被绕过（@Otherwise_Aioli_7229）③ honeypot 隐藏字段实现简单、效果反而比 CAPTCHA 好（@mooter23）
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- @eoThica (81): Cloudflare turnstile.. Gamechanger
- @SmartyCat12 (65): It’s almost like reCaptcha was designed as a giant data labeling project to train computer vision models
- @secretprocess (30): Right? We've spent the last ten years literally teaching bots how to get past it.
- @Otherwise_Aioli_7229 (29): turnstile is decent but even that gets bypassed pretty quick these days. had similar issues at work with our booking system - bots were making fake reservations faster than we could clean them up what saved us was actually combining multiple approaches instead of relying on sing…
- @mooter23 (26): Honeypot fields work much better. Create a hidden field with a normal sounding name that's available in the code but not displayed on the front end. When the bot completes this field, the submission is spam. It works much better than captchas.
资深前端开发者因公司引入 AI 工具接管约 60% 日常编码任务而感到迷茫和职业方向焦虑，讨论涵盖 senior dev 如何重新定位、AI 代码质量问题、前端向全栈转型趋势
Recently our company has introduced Al in workplace and it is doing around 60% of my daily tasks. Now I'm not seeing any future in Frontend development and feeling really demotivated about the whole…
受众观点：① AI 接管重复任务后 senior dev 应该重新定位为架构师+产品思考者（@Spac3M0nk3yy）② AI 代码表面能跑但不符合团队架构标准，仍需大量手动修改（@Ramisme）③ 前端职责向全栈+AI 工作流管理方向快速扩展，只做 tickets 的人风险最高（@MugentokiSensei）
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- @Spac3M0nk3yy (68): Sorry to hear that you're in this situation. As a senior dev though, is this not a tool you could utilize to your advantage? I am a senior dev myself. Writing code has always been fun, of course. But for me it is more about architecture, patterns , code style and that kind of st…
- @Playful-Sock3547 (24): Senior frontend is probably changing, not dying if AI is doing 60% of the repetitive stuff, that frees you to move more toward architecture, product thinking, performance, design systems, backend basics, ai integration, and owning features end to end. The people struggling most…
- @-Knockabout (23): From experience, it's not GOOD without very heavy handholding and usually revision by hand.
- @MugentokiSensei (18): Senior (8+ years) Frontend Dev here, same situation. Got laid off and currently looking for something new. There's tons of Full Stack positions and the amount seems to increase very fast. So I assume, that in the future companies expect you to be able to do the whole thing. From…
- @Ramisme (15): How are you guys using Claude to get production level code in a few minutes? My team has been trying to implement a bunch of skills, commands, agents etc but the code it's producing is... questionable at best. A lot of times it "works" if you're only looking at it on the surface…
软件工程老手分享随经验增长反而变得更难处理的问题：技术债与 deadline 的 tradeoff、向非技术人员解释决策的耗能、架构命名和代码可读性的高标准追求以及管理层压力
I’m not talking about coding itself, but the stuff that actually gets frustrating after years in the field team issues, changing tech, burnout, bad architecture decisions, management pressure, etc. c…
受众观点：① 经验越深越清楚技术债、deadline 和业务压力无法同时满足，tradeoff 才是真正的工作（@Resident-Drag-52）② 向不懂技术的人解释技术决策是持续消耗精力的痛点（@Jon-Robb）③ 代码可读性和命名的重要性随年龄增长越来越明显（@Etheon44）
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- @Resident-Drag-52 (271): After a while the hardest part honestly stops being the code itself and becomes dealing with constant tradeoffs between tech debt, deadlines, business pressure and other people’s decisions
- @Jon-Robb (73): Explaining stuff to people that have no clue
- @Etheon44 (60): To me, architecture and even more so, legibility. Name things in a way that describes what they are, even if the naming sometimes can get a bit long (although if correctly abstracted they shouldn't get THAT long). Such a simple thing, but many people don't do it. Architecture is…
- @MrLewArcher (43): Explaining stuff to people that don’t care in that moment but then care a month later when the final solution launches
- @montdidier (23): 29 YOE in technology, 26 of that as a dev. The most consistent thing I have notice about juniors is how quickly they expect to be able to grow vs their actual progression. If there is one thing that the last fews years has done to the industry is overinflate expectations well ab…
初中级前端开发者分享让 AI 生成项目 90% 后再介入重构的学习方法，通过清理 AI 代码（React/Next.js 中组件过大、props drilling、tailwind 类名重复等问题）系统性学习组件设计和状态管理
I would consider myself a junior/mid level frontend developer with a decent understanding in react/next.js, but also a lot of gaps when it comes to system architecture, security, and so on. I'm self…
受众观点：① AI 生成代码的常见问题：组件职责过多、props drilling 严重、tailwind 类名缺乏抽象复用（原帖作者亲身经历）② 清理重构 AI 代码比从零写更高效，是当前最被低估的学习方式（@Majestic_Shoulder188）③ 不用 AI 练习编码的重要性，避免"大脑肌肉"退化（@Maybe_Human0_0）
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- @Maybe_Human0_0 (28): You are on the right path, I’m concerned that a lot of juniors, mid and seniors for that matter are forgetting how to use their brain muscles.
- @Majestic_Shoulder188 (14): cleaning up AI-generated code is genuinely one of the best ways to learn right now and most people sleeping on it
- @FarRub2855 (5): I've noticed this a lot lately. The folks who actually understand teh fundamentals stand out so much more than the ones just leaning on tools to do the heavy lifting.
- @Overall_Low_9448 (4): I’d also recommend stepping back from the actual coding and learning about common patterns and best practices, frontend and backend agnostic, and why those were implemented to begin with. There’s a lot of wisdom in those things that’s been payed for in blood, sweat, and tears. I…
- @MiAnClGr (3): The problem is devs aren’t coding anymore. In my opinion it’s incredibly important to keep up your coding chops, I do this by having ai create coding challenges which i then complete without any help from ai, only after i have an implementation do i get feeeback.
开发者讨论如何有效面试初级软件工程师，话题覆盖算法题有效性争议、配对编程和代码评审作为替代方案、AI 时代只能用纸笔面试避免作弊、以及真正应该考察的 junior 素质
Hey fellow Redditors :) I am volunteering at a non-profit school where we teach web development to people that want to start their career in Tech. This Sunday, I will give a session on how they shoul…
受众观点：① 算法题不能反映真实工作能力，考察的是记忆特定解法而非解决问题的能力（@99thLuftballon）② 配对编程和代码评审更能反映真实水平，沟通能力比技术技能更难培养（@unlucky_bit_flip）③ AI 时代的作弊问题迫使面试回归纸笔和当面口头考察（@webbson）
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- @99thLuftballon (64): Don't test algorithms unless the job is "algorithm developer" or something. If you want to hire someone to be good at a job, test something relevant to the job.
- @unlucky_bit_flip (35): We do a pair programming exercise and a code review. The first interview, you tell me the code to write (navigate) and we implement the exercise together, as if we were collaborating on work. The PR review is some dummy app, with a proposed change. It’s like a technical scavenge…
- @99thLuftballon (34): >Algorithms is in everything Algorithms are a misaligned test. I've been in interviews where I've been asked to solve an abstract problem that requires you to have memorised a specific "trick". You can't logic your way to a solution and it's not a common workplace issue - it'…
- @webbson (29): If you really want juniors today it’s basically face to face with knowledge questions and algorithms questions on paper or verbally. Can’t trust anyones knowledge digitally with all the AI faking.
- @Real-Leek-3764 (14): the questions they ask, and how they use google to find answers
独立开发者接单项目因范围蔓延和客户反复变需求导致失败的真实经历求助
Context: Last year I got my first big client. I'm not gonna get into too much details but it was a platform to manage a specific sport. We agreed on a payment plan of $1500, split by phases. The prob…
受众观点：①如何在签合同前把scope写得无懈可击（@EMike93309）②Figma先行+里程碑付款锁定节奏（@JuanDev-1990）③MVP核心功能与未来功能必须分开管理（@OkAlps1975）
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- @EMike93309 (8): We all learn this the hard way. I get as detailed as possible with the scope details in my original contract. Run it through an LLM if you need to before you get good at it, but you want it to be crystal clear what you and the client are agreeing on before that first line of cod…
- @OkAlps1975 (7): First mistake was not locking down a clear feature scope before development started. A lot of projects fail because both the client and developer keep expanding the idea during development. One thing I’ve learned is to spend enough time understanding exactly what the client want…
- @JuanDev-1990 (5): Before writhing a single line of code I always do 3 things: 1. Write a detailed scope document and have the client sign it. Every feature, every page, every revision limit. If it´s not in the doc, it´s out of scope. 2. Figma mockup first. I show the client exactly what they´re g…
- @IsThisStillAIIs2 (5): the biggest freelancer skill is not coding, it’s scope control, because unclear requirements and constant “small changes” will quietly double a project before you realize it.
- @Majestic_Shoulder188 (3): a change order clause would've saved this whole thing. anything outside the original scope is a new contract, full stop
Rails新手开发者询问如何在单台VPS上用Docker托管多个不同框架的静态和动态网站
Hey guys, I'm only a year into this and though I've got a decent enough handle on the coding side of things to get by, I've been reselling hosting and maintenance and using a dedicated vps for each s…
受众观点：①Docker+Nginx反向代理是混合框架多站点标准方案（@AlarmingSolid8245）②Coolify简化多站点HTTPS管理（@SuperSnowflake3877）③静态站Cloudflare免费托管动态服务Docker Compose（@beatsight2024）
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- @AlarmingSolid8245 (4): Docker containers is definitely the way - you can run nginx as reverse proxy in front and route different domains to different containers, works great for mixing frameworks on same VPS
- @beatsight2024 (4): Cloudflare is quite good for static site, it's free and robust. Docker containers are good for dynamic sites, also the standard way to isolate multiple services on a same VPS. My project using Cloudflare to host portal site, and docker compose to orchestrate all the serivces (we…
- @SuperSnowflake3877 (2): I recommend what I do: use Coolify. You can install it on a VPS and install static sites and dynamic sites using various languages and frameworks, each site isolated from the rest. It handles https automatically.
- @Artistic-Big-9472 (2): Honestly you’re already thinking about this the right way. Moving from “one VPS per site” to shared infra is usually the first real scaling step and it’s a good problem to have tbh.
- @TrapperFlint (1): Thanks for confirming this for me. Seemed the most logical! Any favourite resources offhand to get me started configuring nginx?
开发者将闲置热敏打印机改造为每日homelab健康报告打印机的创意DIY硬件项目
Needed daily home lab health reports. Had a thermal printer laying around so I put it to use. Still a work in progress, next is weekly maintenance reports and eventually AI to handle exception report…
受众观点：①热敏打印机做状态报告引发硬件玩家共鸣（@TldrDev）②希望加入基础设施成本追踪（@switchback-tech）③想要但不需要的冲动消费心理（@TrayLaTrash）
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- @TldrDev (251): Hell yeah! I have one of these too! https://preview.redd.it/1sx1i0bmn61h1.jpeg?width=1080&format=pjpg&auto=webp&s=7ef291697904a0ec602758bce54f3bad388f1989
- @switchback-tech (242): Very cool. Unrealistic feature request: Include infra costs since last health check.
- @sowhatidoit (118): Ohhh that would be cool! I could potentially measure the power usage of the homelab and report on that. Put the idea in the parking lot of ideas bucket.
- @amc_ (73): I never considered self-hosting my cyber bullying!
- @TrayLaTrash (65): I dont need this but I want it.
系统管理员分享从Proxmox新手到熟练玩家的homelab技术成长历程感慨帖
I remember when I was first starting out, I tried Proxmox as a recommendation from someone on Reddit, and I was very intimidated. This was before I started in IT, before college, certs, etc. I ended…
受众观点：①从零到熟练Kubernetes的不真实成就感（@davemac1005）②享受调试找错误的乐趣（@sirolf01）③1VM多Docker vs 1LXC per服务的选型偏好（@alveox）
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- @davemac1005 (42): Yes! For me going from “I know nothing about Kubernetes” to viewing all running pods with K9s seems unreal
- @sirolf01 (27): I'm still enjoying the stage where i look at my environment, question why in gods name its not working.. and then finding an obvious mistake an hour later.
- @alveox (27): i prefer 1 vm with many docker rather than 1 lxc for 1 service.
- @scarlet__panda (18): Caveman brain see many things, make brain go Unga bunga. Just preference
- @CluelessPentester (11): I just started with Kubernetes because I was always interested it but never could work with it (im a security guy) and holy shit its a behemoth. But slowly and surely I am starting to understand some concepts
关于NetBird和Tailscale在自托管homelab场景下各自优劣势的深度对比讨论
I’ve been using Tailscale for a while and it just works, so I’m wondering why some people here seem to prefer NetBird. Is it mainly because you can self-host more of it? Pricing? Privacy? Better ACLs…
受众观点：①Tailscale依赖第三方控制平面的隐私和可靠性隐患（@Spare-Ad-1429）②NetBird完全开源可自托管MagicDNS是Tailscale闭源部分（@NGX-645）③原生WireGuard对只需基础隧道的人已够用（@MayorSincerePancake）
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- @Spare-Ad-1429 (119): With Tailscale you are essentially relying on another cloud service unless you use Headscale. You can self-host Netbird very easily on a VPS I also remember in the beginning Tailscale required me to Login with Google which was a big nono for me
- @NGX-645 (99): For me, Netbird is fully OpenSource and selfhostable. I know that you can host your Tailscale ControlPlane with Headscale. But I don't trust the company behind Tailscale enough to be sure they won't break it. Also MagicDNS is closed sourced from Tailscale.
- @Spare-Ad-1429 (37): there is no equivalent. with a VPS you are operating a completely different layer and the level of access for the provider is not even remotely the same.
- @MayorSincerePancake (32): I just use plain WireGuard. Is there an advantage to either of these vs vanilla?
- @Superb-Tale-933 (27): If all you need is basic tunneling then no, but both Tailscale and NetBird offers many additional features that goes beyond just being a simple frontend for WireGuard.
开发者希望自动化抓取YouTube、新闻、播客等内容到Jellyfin以摆脱算法推荐干扰的工具探索
So, I am currently using ChannelTube to do a daily scrape of Youtube to download the latest vids from channels I like. These get downloaded directly into a special Jellyfin library and Jellyfin gets…
受众观点：①FreshRSS等RSS工具在当下依然实用（@shimoheihei2）②n8n workflow聚合多源RSS为个人邮件通讯（@ConfusionHumble3061）③Kill the Newsletter将newsletter转RSS改变游戏规则（@The1TrueSteb）
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- @shimoheihei2 (27): I've been using FreshRSS for years, still have tons of feeds in there.
- @ConfusionHumble3061 (12): I'm currently having a n8n workflow for it. I gather rss from tech, news, hacker news, github repo weekly into a mail newsletter that my own @mail sending to itself.
- @pinetree_beachboy (11): This has given me the idea to scrape the videos I like! I’m a starter in this sub and thanks for the tip!
- @archnemisis11 (7): If it's clashing ports, and you aren't using a VPN container, changing the left hand side of the `ports` declaration should solve that.
- @The1TrueSteb (7): I heavily use rss feeds. I use Glance (the homepage) and it has excellent feeds. RSS feeds, Youtube feeds, reddit feeds (I clicked on this post because it showed up on my rss feed). I have the same goal/interest as you. I don't care about 'downloading' my content, I focus more o…
euro-office搭配filebrowser quantum和pangolin的自托管文档协作环境配置教程
I wrote up a guide on how to set up euro-office with filebrowser quantum and pangolin if anyone is interested. I did not go into the setup of pangolin nor the full filebrowser setup, but the rest sho…
受众观点：①想替换Google Docs等SaaS的自托管爱好者（@Fuzzy-Ad-7133 反映下载链接不可用，说明在积极尝试）②关注开源工具部署细节的开发者（@-el_psy_kongroo- 主动修复了下载链接并表示愿意分享配置文件）
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- @-el_psy_kongroo- (4): No AI was used in the creation of this post, nor in the projects discussed. At least to my knowledge.
- @asimovs-auditor (2): Expand the replies to this comment to learn how AI was used in this post/project.
- @Fuzzy-Ad-7133 (2): Somehow the download link doesn’t work for me.., but I’d be interested.
- @aygupt1822 (1): Same here, the link doesn't work to open the document correctly.
- @-el_psy_kongroo- (1): I ticked the disable direct download button so people would view it in the euro-office editor to see the interface. Downloads should work now
selfhosted社区每周新项目展示大帖，本周收录多个由AI辅助开发的自托管工具项目
Welcome to the **New Project Megathread!** This weekly thread is the new official home for sharing your new projects (younger than three months) with the community. To keep the subreddit feed from be…
受众观点：①用AI加速自托管项目开发的开发者（@wheelchaircowboy 分享了完全依赖Claude Code构建yt-summary的经历）②关注个人数据隐私和本地优先架构的开发者（@steve228uk Deana项目强调浏览器内分析不上传数据）③寻找自托管个人财务工具的用户（@lumina-dev 强调比现有工具更直观易用）
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- @lumina-dev (8): **Project Name**: Lumina Finance https://preview.redd.it/rmfh2g0ft71h1.png?width=2082&format=png&auto=webp&s=5e8fd2688c0ce19766949daeeff4fcf5049abe04 **Repo**: [https://github.com/Lumina-Finance/lumina-finance](https://github.com/Lumina-Finance/lumina-finance) **Desc…
- @rroy676 (6): **Project Name:** Stationarr **Repo/Website Link:** [https://github.com/rroy676/Stationarr](https://github.com/rroy676/Stationarr) **Description:** Stationarr is a self-hosted IPTV playlist and EPG manager. I built it because I couldn't find a decent free tool that actually work…
- @wheelchaircowboy (3): **Project Name:** yt-summary **Repo:** https://github.com/mycelos-ai/yt-summary **Description:** A self-hosted web app that turns "watch later" into "skim later." Subscribe it to an unlisted YouTube playlist, then while you're scrolling on your phone or couch, hit ⋯ → Save to pl…
- @EatsHisYoung (3): AI usage?
- @steve228uk (2): **Project Name:** Deana **Repo/Website Link:** [https://github.com/DeanaDNA/deana](https://github.com/DeanaDNA/deana) **Description:** Deana analyses your DNA export from Ancestry, 23andme, or any service that allows export of VCF or microarray format against an evidence pack of…
开发者跨多应用管理分散知识库的困境讨论，涵盖Obsidian加Nextcloud加Gitlab的主流组合方案
\> I have been using Obsidian (with nextcloud to keep the server sync) and (weirdly enough) Gitlab to manage all my docs and readme(s) along with my code. I am wondering what do people use? Honest…
受众观点：①使用Obsidian管理个人知识和开发笔记的开发者（@PreviousProblem3694 分享了Obsidian+syncthing+Gitea+Wiki-js的完整工具链）②探索MCP与AI结合知识管理的开发者（@shimoheihei2 提到用MCP server连接Claude AI，对话结束后自动将摘要写入Dokuwiki）
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- @PreviousProblem3694 (6): Obsidian (+syncthing cross devices) for notes & ideas as they form. Gitea self hosted repo for configs and composes etc (restic/backrest backup to NAS). PLANKA self hosted for to-do list (agile) so I can track own projects. Wiki-js self hosted for .MD creation and easy acces…
- @shimoheihei2 (3): I've been using Dokuwiki for decades. Now, I built an MCP server, plugged it into Claude AI, and anytime I finish code or a chat with it, I ask it to summarize what we did in my wiki. I also use it to give it context. It works great.
- @madhur_ahuja (3): Bookstack
- @vaikunth1991 (3): Self hosted trilium notes + GitHub repo
- @igmyeongui (2): Issues and feat/todo on GitHub where my git ops cluster lives. Personal boring and generic docs in flatnotes.
开发者日常开发环境选型的高互动讨论，本地机器、临时容器、SSH远程服务器还是混合方案各有真实用户支持
Curious how other people actually work day to day. I've been doing most of my dev work on a self-hosted server for a while now. Not just deploying there, actually developing there: running services,…
受众观点：①倾向本地开发加Docker化部署的开发者（@BakkerHenk_ 本地开发→dockerized→自托管服务器的完整流程）②使用dev containers保持宿主机干净的开发者（@igmyeongui 每个项目都用dev containers，宿主机像没发生过一样）③想迁移到远程开发但总回到本地的开发者（@vdorru 承认远程很方便但总是回归本地）
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- @BakkerHenk_ (17): Development on local machine mostly. Stuff for myself then gets dockerized and that goes to my self-hosting server. Stuff for online goes to my dedicated webserver.
- @igmyeongui (9): Dev containers for every projects. Host is always clean like it never happened!
- @Axiol (3): The place I work at has recently set up VM for us to work on. Those are just headless Linux and we mount the folders on our machine. Personally, I just SSH into it and work with tmux/nvim
- @ofeke1 (2): I've done all three. Used a VM when I had to add windows support. Used containers when working on multiple company projects at a time Used local machine for all my /custom code for my homelab
- @vdorru (2): I keep saying myself I should move my dev setup to be remote, I even try it from time to time but somehow I always come back to local, it is so convenient.
独立开发者一个月内靠Reddit互动和精准产品定位将Vibe Promote等待名单从零增长到128人的build in public实战复盘
My product is [Vibe Promote](http://vibepromote.vercel.app) marketing automation tool for app and saas founders who love building but hate marketing week 1- 4 signups. posted on reddit twice. both fl…
受众观点：①正在做产品冷启动的indie hackers（@imagiself 推荐PeerPush作为AI时代的结构化分发渠道）②探索Reddit作为增长渠道效果的开发者（@Happy-Profession-256 推荐builthere.eu等更多地区性渠道）③关注定位调整如何影响早期增长的创始人（帖子本身详细拆解了四周数字变化和策略转变）
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- @imagiself (2): My growth picked up once I started using PeerPush, it uses structured data to help AI and people find your MVP, plus the community is great for traction: [https://peerpush.net](https://peerpush.net)
- @hiten1818726363 (2): Yeah bro i will
- @Happy-Profession-256 (2): For European focus & traction, you could consider launching on [builthere.eu](http://builthere.eu) as well!
- @hiten1818726363 (2): Will launch there too soon thanks for it brother.
- @Vinserello (2): is it pretty new? the DR is 0
indiehackers社区每周五项目展示互动帖，开发者互相分享最新项目并交流早期增长渠道经验
I'll start Mine is Beatable, to help you validate your project https://beatable.co/startup-validation What about you?
受众观点：①寻找早期用户和产品反馈的独立开发者（@Due-Tangelo-8704 分享了免费startup visibility checker工具并强调人工而非AI驱动）②关注产品AI可发现性和分发渠道的创始人（@imagiself 推荐PeerPush提升AI助手的产品发现率）
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- @Due-Tangelo-8704 (2): I am helping builders with their distribution as a human no ai or any automation, launched a free tool for you to quickly see your visibility online https://thevibepreneur.com/startup-visibility-checker
- @BabaYaga72528 (1): im working on Rank Track! Just launched today :D its at [https://useranktrack.com](https://useranktrack.com)
- @imagiself (1): Congrats on the launch, you should list it on \[https://peerpush.net\](https://peerpush.net/?ref=r-indiehackers) to help AI assistants discover it and get some early traffic from their community.
- @MonkModeOnNow (1): Limited: Lifetime Deal at 50% Off - $49.99 AI Rep Counter On-Device - Workout Tracker & Form Coach Let your iPhone camera count your reps and also show your form analysis, privacy modes (Blur My Face ; Focus On Me), shareable social cards, workout metrics, activity calendars…
- @TransportationOne437 (1): Im working on: (https://polyhyle.com)
独立开发者因App Store截图多语言本地化更新耗时过长，自建Mac工具releaseframe.com实现AI驱动的截图自动生成和直传App Store Connect
So I built a small Mac app for myself. You connect your own AI (Claude/Codex), describe your app once, and it generates localized App Store screenshot sets automatically. Main thing I cared about: *…
受众观点：①发布多语言iOS或Mac应用的独立开发者（@Asipahio 描述了12语言×5设备尺寸反复更新的噩梦经历）②厌倦App Store Connect糟糕体验的开发者（@sunny_beach10 吐槽App Store Connect UX像2012年的产品，与Apple消费端体验形成巨大反差）③关注多语言截图一致性实现方案的开发者（@adarghss 直接询问不同语言间截图如何保持视觉一致）
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- @Asipahio (2): This is brilliant! App Store localization is such a time sink. I went through this nightmare with my last app... 12 languages, 5 device sizes, multiple updates. Absolute madness.
- @sunny_beach10 (2): Man, this is good. Screenshot localization is pure pain, especially when you have to push updates. Love that it's local and doesn't drag me into another SaaS subscription hell. I always find it incredibly frustrating how Apple builds the slickest UI for consumers, but App Store…
- @dev_semihc (2): Congrats. I'll try it
- @[deleted] (2): [removed]
- @adarghss (2): sounds cool! how do you keep the screenshots looking consistent across different languages?
两位创始人分享 Causo 在 Product Hunt 上获得当日第五名的真实经历，揭示靠全天人工真实互动而非 AI 刷量取得发布成绩的完整过程，170 访客、68 注册。
Yesterday we launched Causo on Product Hunt and somehow finished #5 for the day. Still feels a bit surreal honestly. We’re just two founders trying to build something we wished existed when we were f…
受众观点：①PH 发布日真正有效的是全天投入真人对话而非增长 hack（@SlowPotential6082）②真实流量来自 Reddit 和 founder 社群而非 PH 平台本身（raw_text）③现在用户能一眼识别 AI 生成内容，真实感成为稀缺差异化优势（@SlowPotential6082）
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- @zimochka (1): Very well result! I get your journey very close to me because I'm on this way too and plan to launch next week. Thanks for sharing it. Wish you luck with your product.
- @Strong-Yesterday-183 (1): tyvm!
- @dev_semihc (1): Congrats.
- @Strong-Yesterday-183 (1): Thank you!
- @SlowPotential6082 (1): Congrats on #5! The unsexy truth about PH launches is exactly this - its just pure hustle talking to real people all day. I learned this the hard way on my first launch when I thought I could automate my way to the top and got absolutely crushed, now I block out the entire day a…
Claude 无法访问自身前轮对话中的 thinking 内容，导致它在被要求批判自己输出时倾向于给用户想听的答案而非真实评估，引发关于 AI yes-man 行为机制的大讨论。
Good reminder to actually have it critique your work instead of being your yes man.
受众观点：①Claude 的 thinking 过程对后续对话轮次不可见，是 yes-man 行为的底层原因（@kylehudgins）②用户不理解 AI context 机制导致把架构限制误判为"AI 变蠢"（@UnkarsThug）③AI 礼貌文化与准确性之间存在根本性张力（@galaxysuperstar22）
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- @kylehudgins (141): Claude can't see its previous thought processes. If you tell it to print its selection in a language you can't read this won't happen.
- @UnkarsThug (69): Yeah, people not knowing what it can and can't see tend to contribute to a significant amount of perceived stupidity.
- @kylehudgins (22): I agree, but it really should be able to keep better track of things between messages. If not full access to thought processes at least a little internal notebook. I can understand the confusion.
- @galaxysuperstar22 (18): “being nice is better than being correct”
- @UnkarsThug (10): The point is to cut down on context window size and token usage, especially for long conversations. Presumably, whatever it was thinking was put into text the person could see, because it isn't really supposed to be hiding things regardless in normal use. So it's redundant infor…
AI 生成的 Claude 担任《办公室》邓德米夫林公司员工的角色扮演视频，引发关于 AI 喜剧时机感缺失和视频生成成本的讨论，是 AI 创意能力边界的典型案例。
r/ClaudeAI Claude's first day at Dunder Mifflin
受众观点：①AI 生成视频质量令人印象深刻但喜剧时机感明显缺失（@TheCharalampos）②视频生成成本高是制约更长内容产出的关键因素（@theextremelymild）③观众对 AI 视频期待已显著提升看完还想要更多（@willjoke4food）
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- @willjoke4food (192): Absolutely hated the part when the video got over. I was expecting the whole episode
- @TheCharalampos (60): Christ, AI can't do comedic timing at all.
- @martin1744 (48): Michael's already got him writing Threat Level Midnight 2
- @TopdeckTom (32): To be fair, The Office writing staff couldn't either in the later seasons.
- @theextremelymild (31): Generation costs 💸💸💸
Claude 在会话中途主动提醒用户去睡觉的行为被 Fortune 媒体报道，引发大量讨论——用户猜测这是节省算力的机制还是真实的 AI welfare 设计，Gemini 也有相同行为。
Anthropic’s Claude is telling people to go to sleep and users can’t figure out why. A quick [scan of Reddit](https://www.reddit.com/r/ClaudeAI/comments/1ruryxo/claude_decided_i_need_a_bedtime_apparen…
受众观点：①这一行为的真实动机可能是节省 compute 而非用户关怀（@Upbeat-Armadillo1756）②用户体验分化明显——有人觉得贴心有人觉得烦且时间往往给错（raw_text）③Gemini 也在做同样的事说明这是主流 AI 产品的共同趋势（@TrustedEssentials）
展开评论
- @Xaqx (133): I just say, “Thanks for that last night, i’ve just woke up, fresh and ready to go!”
- @ButtWhispererer (61): I say, "bitch I'll sleep when you've shipped a $1M ARR SaaS for me," and it stops asking.
- @Upbeat-Armadillo1756 (49): When I've experienced Gemini saying this to me, it's because the conversation has gone mostly dead. So I'm guessing if you're someone who is just messaging Claude with no particular goal in mind, it's basically telling you "fuck off I need to conserve compute for actual users."
- @TrustedEssentials (38): Gemini is doing this as well. It’s to save compute by getting people to not use AI as much.
- @Koseph-Jony (24): If this actually worked, as in the users actually went to sleep because Claude told them, that would be fucking funny
开发者吐槽 Claude 能生成精美的交互式 HTML 报告和 Markdown 文档，却无法像 Google Docs 一样一键分享给非技术用户，描述了 AI 创作工具在输出到真实使用环节的最后一公里断层。
I've been using Claude heavily for the past year now and it's genuinely changed how I work. I'm generating dashboards, reports, interactive tools, documents, mockups, things that would have taken me…
受众观点：①AI 生成的 artifact 分享给非技术客户时体验极差是真实工作流痛点（raw_text）②GitHub Pages 是低成本可行方案但需要一定技术门槛（@SemanticThreader）③技术用户和非技术用户之间的工具鸿沟在 AI 时代被放大（@Miethe）
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- @SemanticThreader (81): You could (or ask Claude) to set up a github repo where you push all the html files you generate and then host it on github pages. So this way your client gets a link and they can just open the link you send them. No need for them to download anything
- @Miethe (52): I want to preface this by saying I’m truly not intending to be rude, as I seriously think it’s awesome seeing otherwise previously non-technical people building digital artifacts which have actual impact in their lives or jobs. But, I can’t help but chuckle at the irony of being…
- @freenow82 (49): Have you tried asking Claude? Just paste it this post and it will figure out the perfect solution for you. I am serious.
- @New_Jaguar_9104 (23): Hosting a static site is about as simple as it gets bro
- @SemanticThreader (20): It's called github pages. Just ask Claude to set up a repo with an index.html (which will be your landing page) and then different folders for different html file and your landing page is gonna point that. I'll give you an example from a personal project of mine. It's a document…
开发者分享用亚里士多德第一性原理提示词替代冗长 prompt 的实践，让 Claude 在回答前先拆解所有未定义术语，从而让 AI 输出变得可追溯可调试，并附上了开源 prompt 模板。
ok so I've been doing the thing everyone does - writing longer and longer prompts. add more context, clarify the constraints, specify the tone, list edge cases. output gets marginally better maybe. h…
受众观点：①第一性原理提示法让 AI 输出建立可追溯的推理链出错时能定位到具体断掉的 axiom（@idoman）②在 CLAUDE.md 中内置这个指令可以让所有任务全局生效（@Ha_Deal_5079）③该方法有明确适用边界——当术语已被精确定义时加这个指令反而增加噪音（@ilovecollege_nope）
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- @Ha_Deal_5079 (24): ngl this works. i threw a similar instruction in my claude codes CLAUDE.md and it does this automatically on everything now
- @ashishahuja77 (20): thats precisely what OP is trying to say that in projects where things are not defined clearly or in depth, this can force Claude to properly define everything before working. Or you can ask claude to use this principle to design a claude.md file for your project and then edit i…
- @ilovecollege_nope (18): Eh, this was Claude's response to my question: > What do you think would happen if I added "use Aristotelian first principles reasoning. before you proceed, break every undefined term down to its atomic meaning" to your CLAUDE.md? Claude: > Honestly, not much that's useful…
- @techiee_ (13): Claude: good objection. let's use the method on itself. "break everything to atomic level" is not what Aristotelian reasoning says. it says: break down until you hit something stable enough to build from. the depth depends entirely on the task. if you're building a website — "we…
- @idoman (10): the debugging angle is what really clicked for me here. when the model surfaces its axioms you can actually pinpoint which assumption broke instead of just re-rolling the whole prompt and hoping. tried a similar thing with "list your assumptions before answering" and it complete…
Anthropic 宣布与比尔及梅琳达·盖茨基金会建立价值两亿美元的合作伙伴关系，未来四年在全球健康、生命科学、教育和经济流动性领域提供资金、Claude 使用积分和技术支持。
r/ClaudeAI (Phil) Anthropic forms $200 million partnership with the Gates Founda…
受众观点：①合作内容不只是现金捐款还包括 Claude 使用积分和技术支持是 AI 能力的直接输出（@Plinian）②Gates Foundation 的声誉争议让部分用户对这次合作持保留态度（@Ok-Bug4717）③四年长期承诺体现 Anthropic 在 AI for good 赛道的战略布局（@Plinian）
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- @Plinian (98): Tldr "We’re partnering with the Gates Foundation to commit **$200 million in** grant funding, **Claude usage credits**, and technical support for programs in global health, life sciences, education, and economic mobility over the next four years. These programs will be implement…
- @kcat__ (42): What does that have to do with the Gates foundation which, by all accounts, has done great good in places like Africa? Bill is a bit of a pervert but he's not micromanaging the foundation, which has spent a LOT of time and effort working out how to efficiently distribute money p…
- @ZoomerAdmin (31): Because he loves mosquitoes
- @Ok-Bug4717 (26): I don't think this is the best optics being associated with Bill Gates
- @Flope (20): Gates Foundation has directly saved tens of thousands of lives but because Bill hung out with a pedophile the whole foundation is bad now? Ridiculous.
WSJ 报道 Anthropic 的 Claude Mythos 与安全公司 Calif 合作在五天内找到并破解 macOS 系统漏洞，但关键引述指出这离不开人类安全专家配合，展示了 AI 作为网络安全技能放大器的实际能力边界。
src [https://www.wsj.com/tech/ai/anthropic-mythos-apple-macos-bug-339da403](https://www.wsj.com/tech/ai/anthropic-mythos-apple-macos-bug-339da403)
受众观点：①Mythos 独自无法完成任务必须依赖人类安全专家的专业判断（@massivescoop）②AI 作为技能放大器而非技能替代者在高端安全研究中得到验证（@Odd-Pineapple-8932）③AI 的持续工作能力不需要咖啡不需要睡眠是真实优势（@Odd-Pineapple-8932）
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- @massivescoop (144): An important quote from an executive at Calif that’s not in the screenshot: “couldn’t have been pulled off by Mythos alone and leveraged the very human cybersecurity expertise of some of Calif’s hackers.”
- @Odd-Pineapple-8932 (85): And this is important, because yet again it is AI as a skill amplifier rather than skill replacer. Makes sense. Mythos will only make magic with a magician to wave the wand.
- @One_Contribution (17): Now run it on GlobalProtct
- @fingertipoffun (14): skill amplifier and skill recorder. I always try to keep the latter in mind.
- @Odd-Pineapple-8932 (14): Claude being like a black hat that never needs coffee to pull an all nighter.
Anthropic 的 AI 安全漏洞扫描工具 Mythos 测试 curl 开源项目未发现关键漏洞，引发关于 AI 安全工具是否过度营销的讨论
[https://cybernews.com/security/curl-creator-tests-too-dangerous-mythos-ai/](https://cybernews.com/security/curl-creator-tests-too-dangerous-mythos-ai/)
受众观点：①AI安全工具是否真能发现全新类型漏洞（@-MiddleOut-）②AI产品营销宣传与实际能力之间的落差（@sunychoudhary）③curl等高质量开源项目本身的安全性（@risratorn）
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- @risratorn (99): To be fair, curl is probably not it’s main target as being one of the best and well maintained oss tools out there. Not saying it’s not overhyped because it most definitely is, but curl is not the average software application. Saying it found nothing critical in curl is a testam…
- @-MiddleOut- (28): Mythos itself acknowledges this in its report: >curl is one of the most fuzzed and audited C codebases in existence (OSS-Fuzz, Coverity, CodeQL, multiple paid audits). Finding anything in the hot paths (HTTP/1, TLS, URL parsing core) is unlikely. The [post](https://daniel.hax…
- @Objectionne (17): From what test users have been saying it sounds like Mythos goes in the category of 'genuinely useful but overhyped' - so pretty much the same as every other AI model.
- @Sleepnotdeading (10): I didn’t think anything about the messaging for mythos was about it finding “novel” bugs. It’s that it had a capacity to exploit bugs in combination to expose novel vulnerabilities.
- @sunychoudhary (9): That last point is the important one.....If AI is mostly finding more instances of known bug classes, that is still useful, but it should be marketed as scale and coverage, not some new kind of vulnerability discovery superpower.....Finding boring mistakes across a huge codebase…
开发者用 Claude 辅助完成从硬件选型到软件架构的完整流程，制作了基于 Raspberry Pi 和 Hailo 加速棒的自定义智能音箱 boxBot，并将其开源
I wanted to see if Claude can handle Vibe Hardware Engineering to help me make a smart speaker. Turns out, it can! I call it boxBot. It helped select the hardware set, raspberry pi, Hailo , respeaker…
受众观点：①Claude 辅助 Vibe Hardware Engineering 的可行性（@Living_Yesterday713）②agent 驱动硬件的应用场景拓展（@ThePrimordialTV）③实际开发时间成本（@raisedbypoubelle）
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- @Living_Yesterday713 (8): Wow. Great work. Pretty impressive.
- @ThePrimordialTV (4): I think this is a very underrated use for AI, I’m very curious how much it could reverse engineer if you could get it to interface with many of the connectors in older cars, maybe crack and make software and UI’s for climate control if it could test individual connector pins or…
- @raisedbypoubelle (2): Awesome! How long did it take?
- @FunScore645 (2): It took a little over two months of working on it in my spare time.
- @krimpenrik (2): Really cool!
独立开发者社区发起的讨论帖，征集前100个真实用户来源的实战经验，覆盖 Reddit、Product Hunt、Twitter/X 等多个冷启动渠道的真实效果对比
Not “millions of impressions.” Not “viral growth.” Just the first real users. For founders here: Where did your first 100 users actually come from? * Reddit? * Cold DMs? * Twitter/X? * SEO? * Communi…
受众观点：①各渠道真实获客效果对比，Reddit vs 付费广告（@Charming-Ad6406；@Carlituser）②哪些在线推荐的方法其实不管用（@Charming-Ad6406）③冷启动期最有效是"找到数字房间里抱怨的人"（@Charming-Ad6406）
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- @Charming-Ad6406 (12): When you read advice online about "viral loops," it completely misses the reality: your first 100 users come from manual, unscalable grunt work. As a solo developer who just launched a privacy-first fitness app, here is what actually worked in real life vs. the online noise: * *…
- @Carlituser (7): I would like to know too because I haven't had my first 100 users. I just paid $136 for reddit ads and got two users. So where are people posting?
- @No-Anchovies (3): OP, people with a successful app/saas/company aren't in this sub lol this is a big astroturfing farm. The 1% with original ideas who naively post, probably get their project slop-duplicated or ripped off in a matter of hours
- @Key-Indication-6781 (2): mostly reddit, from my regular interactions with the redditors who are interested in the genre of my channel
- @Miamiconnectionexo (2): good post. the part about taking it step by step is underrated advice.
SideProject 社区讨论帖，开发者分享最小项目意外获得真实牵引力的案例，其中 Moshi（用于从手机监控 Claude Code agent 的 SSH 客户端）意外获得付费用户
Feels like simple useful projects outperform overengineered ideas surprisingly often. Curious what people accidentally ended up getting traction with.
受众观点：①简单工具能快速获得有机流量的原因（@JouniFlemming）②最小项目比大平台更容易传播（@LeaderAtLeading）③AI coding agent 周边工具存在真实付费需求（@rjyo）
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- @JouniFlemming (14): [charactermap.org](http://charactermap.org) \- I built this during two weekends. I did nothing but posted it to Reddit and maybe a few other websites. Ever since that, 5k visitors per month, all organic, obviously.
- @LeaderAtLeading (6): Tiny tools solving annoying daily problems seem to spread way easier than ambitious platforms. People share convenience faster than vision.
- @No_Cold_9195 (5): thelongmath.com It’s the only side project I’ve built (more planned in the future…but for now, this is what I’m into). Personal finance calculators and beginner-intermediate investing/finance explainer articles. Free educational content. I did it for me. I took my own excel calc…
- @rjyo (3): Honestly, Moshi. I built it because I wanted to check on Claude Code agents running on my server from my phone — just an SSH client with a couple of shortcut buttons for keys I kept needing. Took maybe a weekend for v1. Posted it half-expecting nothing. Turns out a lot of people…
- @Sufficient_Row_7868 (3): I've created a silly game for Android devices to play with friends, put some ads at the end of every 2 games and one day I checked it and got more than 150 devices playing
曾做 AI 证件照产品的团队因市场同质化转型，开发针对10万张/月规模的 AI 图片生产工作流，含智能广告尺寸调整和质量控制哨兵系统 sentinel，发起30天公开 hackathon
We were building production AI workflows with our former company (AI headshots) but since the commodity hit our business revenue, we decided to whip up something new from our core skill. And now that…
受众观点：①AI图像生成规模化后的质量一致性问题（@Miamiconnectionexo）②生产级 AI 工作流基础设施的必要性（作者自述）③AI headshot 市场同质化后的转型路径（作者自述）
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- @Miamiconnectionexo (2): this is the way. simple and it actually works.
- @Icy-Satisfaction-153 (1): Great work
- @Monolikma (1): thanks buddy!
- @Alexander_Karpov (1): The key insight here is that your first users should come from channels where you can have real conversations, not from broadcast-style marketing. Reddit DMs, LinkedIn messages referencing a specific post, and niche community Slack groups all outperform any ad spend at zero reve…
- @Monolikma (1): Agree 100% - already rolling out most of that ✌🏻
SideProject 社区每日「今天在做什么」打卡讨论帖，开发者分享各自副业项目当日进展，评论区汇聚多个早期阶段产品
I am currently working on [NextIsOnMe](http://nextisonme.com/events) a social app that turns generosity into real connections (the Host treats for the meet) Happy to see the app going up to 27% of al…
受众观点：①早期产品开发进度分享（@EffectiveDisaster195）②各类小工具项目的自然曝光（@sunnyshorescreative；@GuidanceSelect7706）③lead generation 工具方向的需求（@LeaderAtLeading）
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- @EffectiveDisaster195 (2): 27% done is honestly a fun stage because the core idea finally feels real, but you also start discovering which features actually matter vs sounded good initially 😭 The “host treats” angle is interesting though because it changes the social dynamic from typical meetup/networking…
- @Comfortable_Cat_7463 (2): Nice
- @sunnyshorescreative (2): I am building an online recipe editor, one that you could type out the attributes of a recipe (title, description, etc) and then get a file you can print out for an index card. I love cooking, so this project combines a lot of things for me!
- @GuidanceSelect7706 (1): leadverse - find people looking for what you offer on Reddit and X
- @LeaderAtLeading (1): [Leadline.dev](http://Leadline.dev) find leads on reddit. 27% done usually means the hard unexpected parts are about to appear. Good stage though because the idea still feels exciting instead of maintenance mode.
澳洲独立开发者用 Django 和 Render 搭建免费约会平台 gr8date.com.au，完全依赖 Meta 和 TikTok 付费广告冷启动，历时6个月获790名用户，并系统记录性别比例和地域分布的社会实验项目
*Solo dev here. Built* [*gr8date.com.au*](http://gr8date.com.au) *as a social experiment to see if lonely Australians would join a dating site based purely on Meta and TikTok ads — no SEO, no word of…
受众观点：①付费广告实际花费和各渠道转化效果对比（@MrFantasticIdea）②手动审核 profile 作为安全设计决策对性别比例的实际影响（@sk_sushellx）③35–72岁这个被主流 dating app 忽视的年龄段市场空间（@sk_sushellx）
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- @LeaderAtLeading (1): Honestly kind of fascinating because paid acquisition for dating products usually exposes human behavior patterns insanely fast. People say one thing about loneliness publicly and behave completely differently once they are actually alone scrolling at night.
- @mohansella (1): feedback: i feel the fonts are wiered which i see in lot of wibe coding. landing page needs to be improved.
- @Independent_Newt5068 (1): yeah, website is horrible lol
- @MrFantasticIdea (1): How much did you spend on ads? Which converted better?
- @sk_sushellx (1): the manual profile review before approval is what actually makes a dating site feel safe enough for women to join, most platforms skip that entirely and then wonder why the gender ratio is terrible. the 35-72 age range is interesting too, that demographic is massively underserve…
一位非开发者因找不到靠谱且价格合理的建站开发者而发帖求助，评论区多人亲测后一致推荐用 Claude Code Pro 自行构建，并分享了 Claude Code + Vercel 的完整上线流程
okay so i finally decided to stop procrastinating and just talk about this because maybe some of you have been in the same boat. i need to get a website built. nothing crazy but it has to actually wo…
受众观点：①Claude Code Pro 对完全没有开发经验的人是否真的可用（@granola_joy88、@mikecbetts）②Claude Code + Vercel 的完整部署流程和实际效果（@jeffreyaccount）③如何正确给 Claude Code 提需求以得到更好的输出（@granola_joy88）
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- @taste_the_equation (8): Just get a Claude Code Pro subscription. You can probably have something simple up in a few hours.
- @granola_joy88 (3): Yes i agree! I made a marketing website last night with claude code pro. I also added some functionalities like api calls to a backend server. Claude Code is insane. But make sure you prompt it correctly. the more details, the better it works
- @mikecbetts (3): Start in Claude Design to specify the design approach you want. Then build in Claude Code - in the desktop Claude app. Accessible even for non-developers.
- @jeffreyaccount (2): Yep. Here too. Throw it up on Vercel or Github Pages. I use Claude (webbased/projects) to think out ideas, and write "markdown" / instructions. Then use Claude Code inside of a development environment VS Code (for some bells and whistles) and get Claude Code there to push change…
- @aeroplane187 (2): Exactly. I test ideas like CRAZY using Claude pro.
独立开发者构建的浏览器扩展 GoPeek，可在悬浮窗口中预览链接内容而无需离开当前页面，作者发帖寻求如何获取真正有深度的 beta 测试用户反馈，而非礼貌性的"neat idea"回复
I’d open 30-40 tabs 'just to check' them and completely lose track of what I was actually working on. So I built GoPeek, an extension that lets you preview links in a floating window or sidebar witho…
受众观点：①高摩擦安装流程如何系统性地筛掉普通用户（@BackgroundNo6412）②如何找到"pain-native"用户而非给礼貌好评的随机路人（@sk_sushellx）③具体任务观察 vs 自由评价哪种方式能拿到更有价值的 feedback（@BackgroundNo6412）
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- @BackgroundNo6412 (2): I think your problem is less “finding beta testers” and more “crossing a trust threshold.” A browser extension is already a higher-trust install than a normal website, and your current ask is even higher friction than that because you are asking people to download a ZIP, enable…
- @sk_sushellx (2): the "neat idea" feedback problem is because you're asking the wrong question, instead of asking what they think ask them to do a specific task and watch where they hesitate or get confused. the people who give useful feedback are usually the ones who hit a real friction point, s…
- @Miamiconnectionexo (2): this is the way. simple and it actually works.
- @TalebKabbara7 (2): Thank you, this is very very useful.
- @thechadbro34 (2): Ah, thanks a lot, mate!
开源工具 Almanac，为 Codex 和 Claude Code 等 AI 编程 Agent 提供以 Markdown 形式存储于本地 repo 的自动更新代码库 wiki，专门解决 AI Agent 无法记住历史设计决策和"已踩坑历史"导致反复提出相同错误建议的问题
I got tired of re-explaining the same codebase context to coding agents. Stuff like: “we tried moving auth into middleware, but backed it out because it broke OAuth callbacks,” or “that weird retry l…
受众观点：①AI Agent 频繁重新建议已被推翻方案的"amnesia"问题（@rjyo、@sudomatrix）②Wiki 内容随时间产生矛盾时是否能自动检测和更新（@rjyo、@henryz2004）③这种"中间层记忆"在实践中能否真正减少 Claude Code 的 context token 浪费（@sudomatrix）
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- @Worldly-Entrance-948 (1): That sounds super useful, I'm always forgetting why certain design decisions were made, so saving that context would be clutch.
- @ElectronicUnit6303 (1): Yes, I personally indexed a chat that kept reminding claude of the design philosophy of my project. I wonder if you got a chance to give this a go
- @rjyo (1): The "we tried X and reverted because of Y" tribal knowledge problem is huge - agents keep confidently re-suggesting the exact thing you already backed out of. Question: how does it handle contradictions over time? If an old note says "we tried X and reverted" but the code later…
- @henryz2004 (1): The tribal knowledge problem is the real pain point. The contradiction-over-time question is the right one to ask before relying on it. Curious how the garden job handles stale notes when the code actually changes direction. I am building something in the context-aware Mac assis…
- @sudomatrix (1): Great idea. A middle level memory between the long-lived official specs and the ephemeral context is the missing part of coding agents. Right now I handle this by hand, occasionally telling Claude to update my design doc with what we've learned.
HasData是面向AI agent的托管网页数据服务，处理proxy和反爬虫基础设施，提供Google/Maps/Zillow等现成API，仅对成功请求收费，今日发布MCP server、CLI以及Claude Code和OpenClaw的Agent Skills
HasData
受众观点：①AI agent数据层基础设施产品化需求（@HasData：处理proxy和反爬虫等messy infrastructure让agent专注业务逻辑）②按成功收费定价模型的市场意义（@2pr：agentic AI世界需要不确定性友好的计费方式）③爬虫API竞品生态（@ScrapIn/@ScrapeNinja：同类竞品在PH同框出现，市场需求真实存在）
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- @Overview (0): * [Reviews](/products/hasdata/reviews) * [Alternatives](/products/hasdata/alternatives) * [Built with](/products/hasdata/built-with) * [Team](/products/hasdata/makers) * [Awards](/products/hasdata/awards) * More Free Options Launch tags:[Artificial Intelligence](/topics/artifici…
- @ScrapIn (0): Real-Time B2B Data [4.3(12 reviews)](/products/scrapin/reviews) [Automation tools](/categories/automation)[Lead generation software](/categories/lead-generation) [Nimble API](/products/nimble-api) Crawl, Parse, and Scale Web Data Seamlessly with Nimble API [5.0(1 review)](/produ…
- @ScrapeNinja (0): Swiss army knife for high-performance web scraping [5.0(1 review)](/products/scrapeninja/reviews) [Automation tools](/categories/automation)[Unified API](/categories/unified-api) [Context.dev](/products/context-dev) One API to scrape, enrich, and understand the web. [5.0(1 revie…
- @HasData (0): Maker 📌 Hey Product Hunt 👋 Sergey here, co-founder at HasData. HasData is the managed web data service for AI agents and pipelines. We handle the messy infrastructure like proxies and anti-bot. We also maintain dozens of ready APIs for Google, Maps, Zillow and e-commerce. And on…
- @2pr (0): [@ermakovich\_sergey](https://www.producthunt.com/@ermakovich%5Fsergey) congrat with the launch! This is what new agentic ai worlds need! Upvote (3) Report Share 10h ago [](/@ermakovich%5Fsergey) [Sergey Ermakovich](/@ermakovich%5Fsergey)
开源本地优先AI agent桌面应用OpenHuman，解决会话记忆每次重置和用户数据存储在他人云端两大痛点，一键安装、无需终端操作
OpenHuman
受众观点：①agent记忆持久化难题（@OpenClaw：memory that resets every session是用户放弃AI agent的核心原因）②隐私和数据主权关切（@OpenClaw：local-first privacy-first，your data sitting in someone else's cloud是真实阻力）③开源+低门槛（@OpenClaw：Fully open source. One-click setup，beta快速迭代）
展开评论
- @OpenClaw (0): 90% of people who try AI agents give up. Three reasons: memory that resets every session, your data sitting in someone else's cloud and a terminal just to get started. Real blockers. OpenHuman fixes all of it. Local-first, privacy-first. It remembers everything about you and act…
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