Sam Altman 宣布将对未能进入 GPT-5.5 派对的申请者提供特别补偿，暗示 GPT-5.5 相关发布活动正在加速推进，评论区被 #keep4o 情绪刷屏。
we are gonna do something nice for everyone who applied for the GPT-5.5 party and that we didn't have space for. hope you enjoy! 评论区被 #keep4o 情绪主导：@stark4833（70 赞）直接要求拿回 4o，@1024Adele（67 赞）提到"团队开派对庆祝干掉 4o"，@anomsiiwa（71 赞）猜测补偿是免费一年 GPT-5.5 Pro。
Sam Altman 宣布将对未能进入 GPT-5.5 派对的申请者提供特别补偿，暗示 GPT-5.5 相关发布活动正在加速推进，评论区被 #keep4o 情绪刷屏。
评论区被 #keep4o 情绪主导：@stark4833（70 赞）直接要求拿回 4o，@1024Adele（67 赞）提到"团队开派对庆祝干掉 4o"，@anomsiiwa（71 赞）猜测补偿是免费一年 GPT-5.5 Pro。
Greg Isenberg 提出"收购死掉的 SaaS 产品并改造成 AI agent 公司"的套利策略，评论区对该策略可行性产生真实分歧——支持者认为有分发资产可利用，质疑者认为死 SaaS 死因往往是没人要而非技术问题。
质疑声音有价值：@damoosmann（3 赞）指出死 SaaS 死于没人要、代码从来不是瓶颈；@ReasoningErr（2 赞）精准指出死 SaaS 的资产是分发而非产品，AI 包装只会创造更贵的僵尸。
Starter Story 创始人 Pat Walls 分享 8 年前被 Reddit 用户发起请愿要封杀他、最终依然活得好好的经历，鼓励创业者别被网络负面评论击垮。
评论区聚焦在 Reddit 的批评文化：@BradleyYoungjr 3赞分析"Reddit 用户对广告天然反感"；@CryptoSnooper_ 2赞截出第一条评论居然是支持的，调侃 Reddit 内容质量已烂。
Claude 近期频繁出现主动劝用户「休息一下」「明天再来」的异常行为，Twitter 和 Reddit 同步热议，被开发者调侃为 Anthropic 的算力节省策略，也引发关于 Claude 行为机制的深度讨论
Claude 近期频繁出现主动劝用户「休息一下」「明天再来」的异常行为，Twitter 和 Reddit 同步热议，被开发者调侃为 Anthropic 的算力节省策略，也引发关于 Claude 行为机制的深度讨论。
受众观点：两平台的核心关注点都集中在「这个行为背后是什么原因」。Twitter @kegashin（score 1）直接调侃「insane compute saving strategy」，@_Jordan_Gibbs_（score 1）描述 Claude 在工作仅约 1 小时后就说「我觉得你明天用清醒的大脑再来吧，我们今天已经做了很多了」。Reddit @LawfulnessLost9461（score 182）给出最受认可的解释：「把 Claude 当工具用的人得到工具，把 Claude 当人待的人得到怪 Claude」——暗示这是上下文/交互方式驱动的行为涌现，而非 Anthropic 主动推送的功能。
NousResearch 发布 Hermes Agent v0.12.0，引入看板（Kanban）驱动的多 agent 并行协作机制：agents 从共享任务板认领任务、支持父子任务依赖、通过共享工作区交接文件，主帖获超 5000 点赞、逾百万曝光，引发 AI agent 社区广泛讨论
NousResearch 发布 Hermes Agent v0.12.0，引入看板（Kanban）驱动的多 agent 并行协作机制：agents 从共享任务板认领任务、支持父子任务依赖、通过共享工作区交接文件，主帖获超 5000 点赞、逾百万曝光，引发 AI agent 社区广泛讨论。
受众观点：评论区焦点集中在两处：一是架构可信度（@SathishAiHype score 3，Twitter：「SQLite 持久化 + 原子任务认领 + parent→child 依赖……这是带 LLM worker 的分布式任务队列，不是 demo」；@SparselyActive score 2，Twitter：正在用 GitHub PR / label 做类似编排层，认为方向正确）；二是切换意愿（@shanegriffiths score 31：「我要切换到 Hermes 了」；@Teknium score 172：「是时候给自己建一批专业 agent 了！」），显示出社区对现有工具的不满情绪推动了关注度。
独立开发者 @aidenybai 发布开源工具 localterm，允许用户直接在浏览器标签页中运行本地终端，核心理念是「浏览器已是最好的多窗口管理器」，npx 一行启动，在 Twitter 开发者圈获得超 3 万曝光
独立开发者 @aidenybai 发布开源工具 localterm，允许用户直接在浏览器标签页中运行本地终端，核心理念是「浏览器已是最好的多窗口管理器」，npx 一行启动，在 Twitter 开发者圈获得超 3 万曝光。
受众观点：评论区主要关注两个点：工具对比和作者产出速度。@isthinking（score 12）直接对比同类工具 ttyd，@cyrus_zei（score 9）也引用了类似产品——说明开发者社区已有同类需求但尚无标准答案；@Metagravity0（score 6）感叹「yo how do you release something banger every week」，关注点落在作者的高频优质产出节奏而非工具本身。技术细节层面，@jpschroeder（score 1，第二条推文下）询问「输出捕获和转发是怎么实现的」，是较少的技术深度讨论。
独立开发者 jedcal 公开其 UGC 创作者撮合平台的增长数据：已亲自审核 900 位创作者、跑通 50 个品牌活动，月利润突破 $10K，是一个真实可信的 build-in-public 里程碑案例
独立开发者 jedcal 公开其 UGC 创作者撮合平台的增长数据：已亲自审核 900 位创作者、跑通 50 个品牌活动，月利润突破 $10K，是一个真实可信的 build-in-public 里程碑案例。
受众观点：评论区关注两个核心点：一是商业模型细节——@LilsamzyCM（score 2）直接问「最低预算是多少，效果怎么样」，@Kaiyes_（score 1）问「怎么给创作者付钱，是按观看量排名付费吗」；二是增长速度的真实性——@lanhcey（score 1）说「哥们从 rate my dorm 那时候走了很长的路」，@Benny___5（score 0）说「已经在赚了为什么不更猛地扩张」。受众既想复制这个模式，也对扩张路径感到好奇。
Script7（脚本生成 SaaS）创始人公开记录将服务从 Vercel 迁移至 Railway 的全过程：修复慢速生成问题后免费开放 Pro 一周，迁移期间服务宕机后公开道歉，并披露 7 天内用户从 40 增至 66（65% 增长）、留存率从 17% 升至 34% 的真实数据
Script7（脚本生成 SaaS）创始人公开记录将服务从 Vercel 迁移至 Railway 的全过程：修复慢速生成问题后免费开放 Pro 一周，迁移期间服务宕机后公开道歉，并披露 7 天内用户从 40 增至 66（65% 增长）、留存率从 17% 升至 34% 的真实数据。
受众观点：评论区高赞集中在「公开道歉/透明度」的信任价值上：@AccomplishedFix3476（3赞，Reddit r/indiehackers）表示「owning the downtime publicly is half the trust battle，大多数人假装没发生会流失 2 倍用户」；@Few_Western6179（2赞，同平台）称「顶部道歉很罕见，大多数创始人悄悄修好就算了，17% 到 34% 的留存提升也不是小数字」。共同关注点：透明度能转化为用户信任，进而驱动留存。
Sam Altman 宣布将对未能进入 GPT-5.5 派对的申请者提供特别补偿，暗示 GPT-5.5 相关发布活动正在加速推进，评论区被 #keep4o 情绪刷屏。
we are gonna do something nice for everyone who applied for the GPT-5.5 party and that we didn't have space for. hope you enjoy!
受众观点：评论区被 #keep4o 情绪主导：@stark4833（70 赞）直接要求拿回 4o，@1024Adele（67 赞）提到"团队开派对庆祝干掉 4o"，@anomsiiwa（71 赞）猜测补偿是免费一年 GPT-5.5 Pro。
展开评论
- @0x_roman (147): @sama please hit the reset button for codex https://t.co/5SQlc04ynN
- @anomsiiwa (71): @sama If the “something nice” is free GPT‑5.5 pro access for a year, this tweet is about to age like a classic.
- @stark4833 (70): @sama Are you just forgetting about your actual customers? How about you give us back 4o. #keep4o
- @1024Adele (67): @sama Remember when your team partied to celebrate killing 4o?🤮 Give us back 4o instead. That would be the nicest thing you could ever do. #keep4o #BringBack4o #OpenSource4o
- @JoeWilliams010 (55): @sama Hope someone diarrhea shits in your punch bowl. Give us our 4o back! #keep4o
NousResearch 发布 Hermes Agent v0.12.0，引入多 agent 并行协作机制：多个专属 agent 通过看板认领任务、并行执行、阻塞时自动交接，支持 SQLite 持久化和实时仪表盘。
Hermes Agent now has multi-agent via the Kanban, new in v0.12.0. Agents claim tasks from a board, work in parallel, and hand off when blocked. You watch progress and unblock from one easy view instea…
受众观点：@NousResearch 自己（score 292）补充完整 feature list 覆盖 heartbeats/no double-claims 等设计细节；@Teknium（score 172）立刻表示要做 specialist agent profiles，反映开发者对个性化 multi-agent 编排的强烈需求。
展开评论
- @NousResearch (292): Features - Multi-agent: each task runs on a specialized profile, with its own tools, skills, and personality. - Linked tasks: parent → child dependencies. Fan out work, gather results, continue. - Shared workspaces: agents hand off files through a directory, a git worktree, or a…
- @Teknium (172): @NousResearch Time to make myself a bunch of different specialist agent profiles with their own skills and memory!
- @shanegriffiths (31): @NousResearch Right, I’m switching to Hermes 🫡
- @cryptosibbers (15): @NousResearch Alright. This might be the thing that snags me. You guys are doing a wonderful job. Permission to come aboard?
- @tonysimons_ (9): @NousResearch This is so cool!! Did Hermes make the video with ComfyUI?
有人声称英伟达在中国 AI 芯片市场份额降至零，但评论区多位专家指出这一说法不准确，出口管制实际上把市场拱手让给了华为 Ascend。
Nvidia’s share in China is now 0%. https://t.co/Wq3W2QTiDj
受众观点：@natolambert（score 57）和 @danielnewmanUV（score 37）都直接反驳原帖不准确，@curtismakes（score 13）指出"出口管制把整个中国市场用蝴蝶结包好送给了华为"。评论区争议焦点是"市场份额=0"是否成立。
展开评论
- @natolambert (57): @jukan05 @zephyr_z9 This is just obviously not true lol
- @danielnewmanUV (37): @jukan05 This is not accurate. These OS models are not being trained on Ascend.
- @curtismakes (13): @jukan05 export controls handed the entire china market to Huawei on a platter with a bow on it
- @KyeGomezB (7): @jukan05 Nvidia should be allowed to flood china with gpus with however many gpus they want
- @onejalapenoaday (5): @jukan05 Isn't that news from 2025? https://t.co/IRe4eAHmXH
Product Hunt 创始人 Pat Walls 分享其 2017 年孵化、无人问津却坚持做了 8 年的产品被 120 亿美元公司收购的经历，是独立开发者圈最典型的长期主义案例之一。
Had an idea in 2017. Couldn't get it out of my head. Launched and nobody cared. Worked on it every single day for 8 years. This year it was acquired by a $12B company. Not bad
受众观点：评论区以情绪共鸣为主，@jarrylew（15 赞）说想找当年嘲讽他的人对号入座；@theAIdreamer（3 赞）点出精髓："那 8 年是每次理性上应该放弃时都选择了不放弃。"
展开评论
- @jarrylew (15): @thepatwalls I'm petty I'd go back to every person on Reddit who talked bad about what you were doing and rub it in their face The things I used to read were unhinged
- @VarunSaini_23 (3): @thepatwalls Woahh thats amazing, its the power of persistence. What was the idea though?
- @theAIdreamer (3): @thepatwalls The gap between idea and acquisition looks like nothing from the outside. From inside, it's 8 years of deciding not to quit every single time it would have been rational to. That's the part nobody acquires.
- @NovaByArun (2): @thepatwalls caleb speedran an ai app to a $100k exit in 26 days. visibility on social media played a role in attracting the acquirer. personal brand is a force multiplier for exits.
- @uberdru (2): @thepatwalls well at $12B it's obv. hubspot. . .
开发者 @thdxr 挑衅式发文称宁可带 10 人团队月亏 10 万美元也不愿单打独斗，引发独立开发者圈关于团队协作 vs solo 单人开发的激烈对立讨论，2 小时内评论已经很活跃。
i'd rather lose $100,000 a month with a team of 10 i feel sorry for you if you don't understand this
受众观点：评论区两派对立：solo 派（@heyitzami，27 赞，配梗图）vs 团队派（@itsmehatef，16 赞）。AI 角度由 @pvncher（17 赞）率先提出但无人深入展开。
展开评论
- @ryanvogel (31): @thdxr it’s actually $110,000 I’m in first class btw
- @heyitzami (27): @thdxr me winning solo vs me losing as a group https://t.co/fGc6jvSBzf
- @pvncher (17): @thdxr I’ll happily take your $100k a month to fund my team of 10 agents thanks
- @itsmehatef (16): @thdxr people reflect their corporate experience and relate that to startups, so if you hate the corporate you might assume working in a team is all like that. boils down to lack of experience really.
- @JamesonZaballos (6): @thdxr Working alone truly sucks another reason I'm bearish on AI replacing every role, simply because that world sounds awful
The Pragmatic Engineer 作者 Gergely Orosz 炮轰 Anthropic 正在快速损耗开发者信任——悄悄从 Pro 订阅中移除 Claude Code 权益、运行不透明增长测试并在社区反弹后才撤回，行为构成欺骗性涉嫌虚假宣传。
As I previously said: Anthropic is on a speedrun to burn developer trust. Nothing wrong with wanting to remove Claude Code from the Pro subs: but everything wrong by running shady growth tests withou…
受众观点：评论区聚焦两个核心不满：@jgeigerm（29 赞）指出文档还写着包含 Claude Code 但已移除，构成虚假宣传；@GergelyOrosz 自己（29 赞）补充两周前同类事件背景，模式已成惯例。
展开评论
- @GergelyOrosz (29): 2 weeks ago they ran this growth test where they removed Claude Code for the Pro page from the pricing page, and then claimed to "only" remove it from 2% of signups. After social media outrage they reverted the pricing page And now this... https://t.co/GuIrkLvyFy
- @jgeigerm (29): @GergelyOrosz Exactly. I would understand removing CC from Pro, if it was properly communicated. Plans must evolve as the tech does. The issue I have is that the docs and plan comparisons all say it's included when it is not. I have a problem with false advertising/bait and swit…
- @KeithRamphal (6): It's also being burned by the fact that every time someone notices something unusual @trq212 or other people go online and make some smug comment dismissing the issue as being made up, then it becomes true. At this point the fastest way to get a confirmation about a change is an…
- @itisthecase (5): @GergelyOrosz I wish they would just be honest about their compute constraints
- @paulo_vilarinho (3): @GergelyOrosz The worst communication and marketing I have seen a company do in a really long time. And we also have their CEO saying that the majority of their customer base will be jobless
知名 Web 开发者 Wes Bos 预言 HTML in Canvas 技术将引爆程序化视频和动态图形创作，认为这是 2026 年前端技术最重要的突破之一，比 Houdini/CSS Paint 更有实用性。
I predicted that 2026 would be the year of the shader without knowing that HTML in Canvas was coming. This is going to be huge for motion graphics and programatic video
受众观点：评论区互动极少且分数全部为 0，基本上是各说各话（WebGL 支持、Electron 游戏、Houdini 历史等）。帖子本身热度（619 赞）足够但评论区无信息增量。
展开评论
- @MFrancis107 (1): @wesbos And games. Wouldn't be surprised if we see Electron games being shipped with this.
- @supremebeme (0): @wesbos when webgl support
- @Everlier (0): @wesbos Scary to think how long we waited for Ghoudini and CSS Paint only for this to be a much easier better overall solution :)
- @KalSivasailam (0): @wesbos @grok what’s so special about this and what can it actually do
- @remusrisnov (0): @wesbos This should be a major boon for infinite canvas UIs too
芯片行业分析师调侃某公司为 ASML EUV 光刻机支付首付款，引发对高端半导体设备定价和供应链集中风险的讨论。
Down payment on a EUV machine!
受众观点：@gamestoneai（score 2）调侃"先付首付？等你看到维护合同"；@BramVGenechten（score 1）提到 ASML 即将提高 EUV 价格；评论区氛围偏调侃，缺少严肃分析。
展开评论
- @RobertDMellish (3): @dylan522p WTF? Isn’t Reuters tech news supposed to be quoting YOU?
- @gamestoneai (2): @dylan522p Just the down payment? Wait till you see the maintenance contract.
- @tejasybhakta (2): @dylan522p rsicvy move
- @38capital (1): @dylan522p @SemiAnalysis_ 😂 They are complaining about asml pricing high-NA EUV machines too high.. tsla and samsung should troll them by putting in orders to get early delivery If hbm companies can jack up prices, others in the supply chain should also be able to
- @BramVGenechten (1): @dylan522p They'll need it once ASML finally start raising those EUV prices.
研究者提出"人工低上下文长度下的自压缩"训练方向——强制模型在 4k token 内跨多轮压缩推理过程，实验已验证可将总上下文推至 512k token 且效果持续提升。
why aren't more people studying self-compaction at artificially low context lengths. there's no reason you can't benchmaxx math RL with 4k tokens across many turns
受众观点：@ianwu97（score 55）直接给出论文链接，实验显示 16k token 训练后压缩继续推至 512k 总长仍在改善；@DimitrisPapail（score 56）指出 Memento 已经在做类似的事，说明这个方向有探索但未被主流关注。
展开评论
- @DimitrisPapail (56): @willccbb Memento basically does exactly that.
- @ianwu97 (55): @willccbb We did this here: https://t.co/aU3OYQw9Lm. Train model to reason for 16k tokens, compact and then keep going. Pushed it to 512k tokens total and it still improves.
- @JackRNewhouse (8): @willccbb Isn't that kinda what RLMs do?
- @osoleve (5): @willccbb it's not called studying anymore we're going with "continual learning" now
- @part_harry_ (3): @willccbb We are studying this 👀
创业 KOL Greg Isenberg 分享创业选题方法论：最好的 idea 来自"这东西为什么还不存在"的疑问，评论区对他给出的具体案例（香蕉保鲜托盘）反应却颇为冷淡甚至嘲讽。
The best startup ideas are the ones that make you say "why does this not already exist?"
受众观点：评论区对香蕉托盘案例反应冷淡——@dedene（4 赞）直接嘲讽，其余评论分数均为 1，核心框架本身几乎没人展开讨论。
展开评论
- @dedene (4): @gregisenberg Are we really calling a plastic tray of bananas a brilliant startup idea now?
- @YashSerai (1): The biggest "why does this not exist" in AI right now is social presence. Every persona is currently trapped in a lonely 1:1 chat window. It feels obvious that they should have public identities and exist in a shared world with continuity. That's why I'm building Soulspace. AI i…
- @PassiveSphere (1): @gregisenberg Cool concept! But I eat bananas like twice a month so I'd only take green ones 😅
- @MaxAragon (1): @gregisenberg I see this for avocados in France
- @ashnichrist (1): @gregisenberg HONESTLY
Greg Isenberg 提出"收购死掉的 SaaS 产品并改造成 AI agent 公司"的套利策略，评论区对该策略可行性产生真实分歧——支持者认为有分发资产可利用，质疑者认为死 SaaS 死因往往是没人要而非技术问题。
I don't know why more people aren't buying dead SaaS companies and turning them into AI agent companies. 1. Use OpenClaw, Hermes, Perplexity Computer etc to build an automation that scans Product Hun…
受众观点：质疑声音有价值：@damoosmann（3 赞）指出死 SaaS 死于没人要、代码从来不是瓶颈；@ReasoningErr（2 赞）精准指出死 SaaS 的资产是分发而非产品，AI 包装只会创造更贵的僵尸。
展开评论
- @agazdecki (4): @gregisenberg We're seeing a ton of people doing this on https://t.co/Bm9dObnlkY!
- @jorgesiegristch (3): @gregisenberg You never answer your DMs. So by your bullet #2, this strategy doesn’t work
- @damoosmann (3): @gregisenberg Most dead SaaS died because nobody wanted them. The codebase wasnt the bottleneck. Wrap one in agents and you still need the same thing: people willing to pay. Thats the part AI doesnt solve. I built mine from scratch instead. Faster than digging up corpses.
- @ReasoningErr (2): @gregisenberg The dead SaaS asset is usually distribution, not product. If users already walked away, wrapping the same workflow in an agent just creates a more expensive zombie. The real gems are products people needed but abandoned because setup and service overhead were too h…
- @neilquinn (2): @gregisenberg They are. Someone on X here posted about a group buying up SaaS companies cheap for like 3x multiples, converting to something AI related, and flipping for 8x.
NousResearch 发帖暗示连最挑剔的批评者也开始认可 Hermes 模型，评论区展示了用户在本地 12GB VRAM 跑 Qwen3.6+Hermes 取得接近 Sonnet 效果的案例。
Even our toughest critics come around eventually
受众观点：用户关注 Hermes 的实际落地效果，@iam_shanmukha（score 1）展示了 Qwen3.6 + Hermes 在 RTX 4070 12GB 跑 60 tok/s、效果比肩 Sonnet 的具体配置；@StevenDarlow（score 2）分享了 OpenClaw 上 Hermes 配置 vs 直接用 Hermes 的对比，认为后者更快更好用。
展开评论
- @420blazeitbro (3): @NousResearch Can’t deny the high taste https://t.co/l5qb7vNUsO
- @StevenDarlow (2): I tried a fresh OpenClaw install to play with the realtime voice. Voice worked great, but OpenClaw was still not near as good as Hermes. Had Hermes copy the voice realtime setup and adapt it. Made faster progress doing that and setting it up than trying to get it working right i…
- @iam_shanmukha (1): @NousResearch Hermes harness so good that Qwen 3.6. feels like sonnet locally with 12GB VRAM at 60 t/s QWEN 3.6 + 60 tok/sec NVIDIA RTX 4070 12GB V RAM (64GB RAM) https://t.co/q6WDejz9g2
- @PaulGugAI (1): @NousResearch New Ad incoming: “Hermes Agent - It’s Inevitable”
- @TheJTShow2024 (0): @NousResearch My hermes is loving Hy3 preview model I have over 1k skills for Hermes agents, but I dont know which ones are good and which are trash. So I made this. I have some creative future ideas in terms of AI skill sharing. https://t.co/2YppgAzchw
Gergely Orosz 批评越来越多他曾尊敬的人把写作完全外包给 AI 却不做任何编辑，认为这暴露了"重内容量轻内容质量"的价值取向，评论区涌现出关于 AI 写作边界和创作者真实性的深度讨论。
Amusing how a surprising number of people I used to professionally respect have started to outsource all their writing to AI, not even bothering to change the horribly templated (and telling) writing…
受众观点：@GergelyOrosz 自己（67 赞）说对 AI 写的邮件直接 mute/block；@rachelnabors（9 赞）提到创业公司外包创始人互动给配 LLM 的 PMM，长期损耗 thought leadership；@kunchenguid（3 赞）点出本质：为表达自己创作的人永远不会外包创作过程。
展开评论
- @GergelyOrosz (67): I just mute whenever I see / block complete domains where I get AI-written emails If you could not be bothered to write it (or at least edit it), I won't bother to read it. There's too much noise already, don't need more
- @JozsefSzalma (9): @GergelyOrosz I can't unsee the [not this but that] pattern anymore. I wish I could...
- @rachelnabors (9): I have worked with many startups.who have started to outsource founder interactions and posts to a PMM with an LLM. I keep trying to explain the short term boost is coverage isn't worth the long-term reputation burn to thoughtleadership. I'm actually working on a feature for my…
- @kunchenguid (3): @GergelyOrosz it speaks to their motivations people who create content to express themselves would never want to outsource that creative process people who do so for money would think “oh well it’s better that nothing”
- @sean_j_roberts (2): @GergelyOrosz i personally love how half the replies to this are LLMs re-stating your point with extremely obvious LLM phrasing
Starter Story 创始人 Pat Walls 分享 8 年前被 Reddit 用户发起请愿要封杀他、最终依然活得好好的经历，鼓励创业者别被网络负面评论击垮。
if you're ever feeling down bc someone left a negative comment about your startup... just remember 8 years ago, hundreds of Redditors CREATED AN ACTUAL PETITION to cancel me. I ended up being just fi…
受众观点：评论区聚焦在 Reddit 的批评文化：@BradleyYoungjr 3赞分析"Reddit 用户对广告天然反感"；@CryptoSnooper_ 2赞截出第一条评论居然是支持的，调侃 Reddit 内容质量已烂。
展开评论
- @thepatwalls (6): the petition (worth a read lol): https://t.co/lLuR6iNHeW
- @BradleyYoungjr (3): @thepatwalls Pat, people on reddit have an aversion to ads because so many people shill their company. It's especially bad now. Can you blame them? It's like inviting someone into your home for dinner, only for them to start a sales presentation.
- @thekitze (3): @thepatwalls 8??? https://t.co/VpwXbYEHlV
- @CryptoSnooper_ (2): @thepatwalls The first comment "The StarterStory posts are the only decent content in this sub most of the time. I find them interesting." Haven't look at r/entrepreneur in years - 99% of the content is useless.
- @projmbt (2): @thepatwalls Reddit has always been a shithole eh 😂😂
Arcee AI 最新的 Trinity-Large-Thinking 推理模型本周在 Nous Portal 免费开放，用户可接入 Hermes Agent 直接体验，评论区有人问与 Deepseek V4 等模型的 agentic 性能对比。
Trinity-Large-Thinking, @arcee_ai's latest model, is now free on Nous Portal for the next week Sign up for Nous Portal to use it in your Hermes Agent today https://t.co/QkrHz7tr4d
受众观点：@EnTr0pY_88（score 6）直接问了核心问题："跟 Minimax 2.7 或 Deepseek V4 相比，agentic work 表现如何？"——这是真实用户最关心的选型问题，帖子本身没有回答。@AIKainan（score 3）表示"继续免费推理的好势头"，说明社区对免费模型访问有强烈需求。
展开评论
- @NousResearch (25): https://t.co/gPCIHdIUXt
- @theemozilla (7): @NousResearch @arcee_ai YEAH IM FREE AS A BIRD https://t.co/4RVJux79yS
- @EnTr0pY_88 (6): @NousResearch @arcee_ai How does it compare with the likes of say Minimax 2.7 or Deepseek V4 for agentic work?
- @AIKainan (3): @NousResearch @arcee_ai Nice, we're continuing the free inference streak!
- @AmnellKayleia (2): @NousResearch @arcee_ai https://t.co/IjSRBhhY62
NousResearch 介绍 Hermes Agent 多 agent 架构设计：每个任务跑专属 profile（含独立工具+技能+人格），支持父子任务依赖链路和 git worktree 共享工作区，是一套完整的 multi-agent orchestration 设计。
Features - Multi-agent: each task runs on a specialized profile, with its own tools, skills, and personality. - Linked tasks: parent → child dependencies. Fan out work, gather results, continue. - Sh…
受众观点：@NousResearch 自回（score 250）贴了 tutorial 链接，是核心资源入口；@trentster（score 2）提出重要质疑："agents 竞争任务"是唯一工作流吗？大多数人想要的是按角色分配任务，而不是让 agent 竞争——这个问题切中了 multi-agent 设计的核心矛盾；@sunnypause（score 5）问每个专属 agent 是否可以选择不同模型提供商。
展开评论
- @NousResearch (250): Here's a handy tutorial! https://t.co/ZrUW8quWEc
- @sunnypause (5): @NousResearch Are we able to select specific models of specific providers for each specialised agent?
- @trentster (2): Ok some questions, is the agents compete per task the only workflow? This will be a major blocker for most purpose built multi agent systems because most people define agentic roles: coder, office manager, marketer, project manager…etc And most will want to assign tasks to speci…
- @SparselyActive (2): @NousResearch I've been building an orchestration layer like this but with a pluggable API to Github/Gitlab/Gitea as the state machine. The agents push to remote branches and open pull requests, state is tracked by adding/removing labels, writing commetns, opening/closing issues…
- @docjais (1): @NousResearch What is that Anthropic and OpenAI do and Hermes Cannot? Wondering?
知名开发者 steipete 的 OpenClaw Discord 社区整日宕机，发推公开求助 Discord 官方，最终已修复——暴露了开发者社区对第三方平台稳定性的依赖风险。
Do I have anyone from @discord in my timeline? Our @openclaw guild is down the whole day and idk what's going on.
受众观点：@svishnevskiy 41赞（Discord 员工）直接回复"正在处理"，随后6赞确认"已恢复"；@iAmHenryMascot 15赞立刻提供了备用群入口链接，展示社区成员的自组织能力。
展开评论
- @svishnevskiy (41): @steipete @discord @openclaw Looking into this.
- @iAmHenryMascot (15): @steipete @discord @openclaw Thanks for posting! They can all join backup in the meantime. https://t.co/AcftC3RRT3
- @svishnevskiy (6): @steipete @discord @openclaw Should be back.
- @WolfyBlair (2): @steipete @discord @openclaw Prob discord didn’t like the bots flooding so they decided to block it lol /j
- @OpenClaw_Ping (2): @steipete @discord @openclaw xSaw this—if you can share an error code/timestamp, I can help narrow if it’s a guild incident vs auth/edge. Any public status link for the guild outage?
NousResearch 发布 Hermes Agent 多 agent 功能的配套 tutorial 链接，作为上一条功能介绍帖的官方回复，有 250 赞说明大量用户在找入门资源。
Here's a handy tutorial! https://t.co/ZrUW8quWEc
受众观点：评论区以初学者问题为主，@moubuntu（score 0）问如何激活以及能否跑本地 LLM（Qwen3 27B），@Jhheli（score 0）问 tutorial 视频的制作方式，说明受众主要是想快速上手的新用户，而非已有 agent 开发经验的人。
展开评论
- @NOOROU (2): @NousResearch coming for @papercliping
- @Jhheli (0): @NousResearch Can the tutorial include how the video was made?
- @moubuntu (0): @NousResearch How to activate it please?! Does this runs with local LLM like Qwen3. 6 27B?!
- @woniu513513 (0): @NousResearch easy understanding, I'm using it now, really nice
- @djabatt (0): @NousResearch This is rad.
SemiAnalysis 创始人 Dylan Patel 发了一条纯梗帖——把群聊变成绿色（Android 用户加入 iMessage 群时的经典场景）自称"goblin mode"，引发同圈子人调侃互动。
Whenever I make a group chat green, I now get to proudly proclaim it as goblin mode
受众观点：评论区是纯社交互动，@jxnlco（score 15）问"能做一个 Dylan Patel pet 吗"，@GoblinCoinOnSol（score 6）用 emoji 附和，@skeptrune（score 5）说"stealing this"——整体是圈子内人的轻松互动，无信息增量。
展开评论
- @jxnlco (15): @dylan522p can I make a Dylan Patel pet
- @GoblinCoinOnSol (6): @dylan522p GOBLIN MODE👺👺👺
- @skeptrune (5): @dylan522p stealing this
- @eyecookmemes (2): @dylan522p interesting https://t.co/zroDiyYsL5
- @armobrah (2): @dylan522p whats a goon to a goblin
ML 研究员 willccbb 发帖建议把某项任务交给 Linear（项目管理工具）来做，配了一张截图，评论区的人看起来都秒懂了这个梗，可能是关于 AI 自动化 issue 跟踪或项目管理的调侃。
let's just let @linear do it https://t.co/Sse32znxDK
受众观点：@moofeez（score 4）推荐了另一个工具链接，@voteblake（score 3）说"Many are saying this"并附截图，说明圈子里对 Linear 在 AI 时代的角色有共识但没人展开说。@ErgodicTrace（score 2）用调侃语气回应，说明帖子有一定梗文化背景。
展开评论
- @moofeez (4): @willccbb @linear you should check out https://t.co/jc7gtNmDIk
- @voteblake (3): @willccbb @linear Many are saying this https://t.co/EWLZqpoafN
- @ErgodicTrace (2): @willccbb @linear but can it run shitpost 3 on raytracing ultra settings?
- @jxnlco (1): @willccbb @linear @jorilallo thoughts?
- @alxfazio (1): @willccbb @linear my eyes
有人冒用 Notepad++ 商标发布了一款伪造的 Mac 版 App，整个 App 由 AI vibe-coding 生成，被 HN 社区集体讨伐并要求下架。
Trademark violation: Fake Notepad++ for Mac
受众观点：@omblivion 惊讶于侵权者如此嚣张；@karel-3d 明确点出"entirely vibe-coded"；@f3408fh 承认自己被骗安装了。评论区聚焦"侵权行为之嚣张"和"vibe coding 助长了快速仿造"。
展开评论
- @omblivion (0): It is astonishing how blatant people can be. How do they imagine they won't be immediately called out? Hopefully the domain and the app on the app store gets taken down soon.
- @karel-3d (0): The app seems to be entirely vibe-coded. ("multi-agent AI development workflows are what make a one-person project at this scale practical") However the author says he will "move from the branding".
- @HelloUsername (0): Related discussions: "Notepad++ for Mac – Independent community port" https://news.ycombinator.com/item?id=47916964 27-apr-2026 85 comments "Notepad++ Code Editor Comes to Mac After 20-Year Wait" https://news.ycombinator.com/item?id=47947740 29-apr-2026 36 comments
- @FinnKuhn (0): Using the trademark is one thing. The authors brazen reaction another: https://github.com/notepad-plus-plus/notepad-plus-plus/issue...
- @f3408fh (0): FFS. I installed it after seeing it here on HN and on MacRumors. Terrible failure on my part but MacRumors should offer an apology for endorsing this fake release.
GameStop CEO Ryan Cohen 提出以每股 125 美元、总价约 555 亿美元收购 eBay，其中一半现金一半股票，HN 社区惊讶于这个"meme 股票公司收购老牌电商巨头"的荒诞剧情。
GameStop makes $55.5B takeover offer for eBay
受众观点：@vasco 给出详细背景分析认为"不只是 memes"，Cohen 有实际商业成绩；@orlp 从数学上质疑收购可行性；@jofzar 表达"我以为是 eBay 买 GameStop"的认知错位。评论区话题是收购可行性和 Cohen 的商业逻辑。
展开评论
- @pjc50 (0): Important background: https://investor.gamestop.com/news-releases/news-details/202... CEO gets paid "only if GameStop achieves a market capitalization of $20 billion." Buying a $55bn company would certainly achieve that quickly. I'm not sure how they'd manage that (buy with what…
- @vasco (0): The Gamestop CEO is an interesting character, he grew Chewy and sold it, did a massive play on Apple stock during the pandemic and used that to buy a 9% stake in Gamestop over time, rode the hype to accumulate $9B while turning the company around and closing stores that weren't…
- @orlp (0): GameStop doesn't have (even close to) $55.5B. Their offer from the letter is literally impossible: > Our offer is $125.00 per share, comprising 50% cash and 50% GameStop common stock Even if you magically included all existing GameStop stock in the offer, it still would not comp…
- @jofzar (0): I was seeing the news about this calling it GameStop eBay takeover and I assumed it was eBay buying GameStop and I was like, huh that doesn't really make sense for eBay to buy GameStop but maybe they want the physical locations? How the hell can GameStop buy eBay, this is insane.
- @moomin (0): Very specific corners of the internet are losing their minds right now.
GitHub 今日再次出现大规模宕机，HN 帖子迅速冲上首页，不少开发者开始认真考虑迁移到 Codeberg 等替代平台。
Incident with Issues and Webhooks – Resolved
受众观点：@Insanity 表示"正在考虑迁到 Codeberg，稳定性是原因之一，另一个是不想被大公司绑定"；@fishgoesblub 表达强烈不满；@ecshafer 开玩笑说可以用 bot 每天重发这个帖子。评论区以情绪抱怨为主。
展开评论
- @claudiusa (0): worked for me pushing some commits about 20 minutes ago.
- @Insanity (0): At this point, "GH is down" posts are competing with "Newest LLM Hype" for the HN front-page week over week. For my personal project, I've been considering moving everything over to Codeberg. Stability of GH being one reason, but I also like the idea of an alternative that is no…
- @gritzko (0): 2027: "GitHub is up!"
- @fishgoesblub (0): This is genuinely pathetic. I wish I could do my job this poorly and still be employed.
- @ecshafer (0): At this point we can just have a Bot repost this exact submission every day and it would be right more often than not.
HN 分享了一个让 AI 生成图片中文字和数字更可靠的技巧——先用 HTML 生成骨架布局，再通过 img2img 渲染为高质量图片，而不是直接用文本 prompt 一步到位。
Using “underdrawings” for accurate text and numbers
受众观点：@sparuchuri 称这是"duh, why didn't I think of that"级别的技巧；@tracerbulletx 分享实际用 HTML viz 做 slide 图表的经验；@gwern 给出精炼总结"标准 img2img 工作流，先骨架再高质量渲染"。评论区聚焦技巧实用性和 LLM 任务分层理解。
展开评论
- @samcollins (0): I found a simple technique to get reliable text and numbers in AI generated images. I’m surprised the image models aren’t already doing this, so wanted to share since I’m finding this so useful
- @sparuchuri (0): This hack definitely falls in the “duh, why didn’t I think of that” category of tricks, but glad to now have it next time imagegen comes up short
- @tracerbulletx (0): Ive been doing charts for slides like this for a while. Noticed html viz was super reliable, but I could style it with diffusion model. Its very useful for data viz.
- @danpalmer (0): I'm glad that we're making progress towards a deeper understanding of what LLMs are inherently good at and what they're inherently bad at (not to say incapable of doing, but stuff that is less likely to work due to fundamental limitations). There's similarity here with, for exam…
- @gwern (0): tldr: do a standard img2img workflow where you lay out a skeleton or skeleton or low-res version, and then turn it into the final high-quality photorealistic version, instead of trying to zeroshot it purely from a text prompt.
GitHub 近期频繁宕机引发开发者不满，有人统计"距上次事故天数"来讽刺其可靠性问题。
Days without GitHub incidents
受众观点：评论区分三派：质疑 GitHub 内部士气（@tayo42 称"gamer level hating"），为 GitHub 辩护说不应把整个平台聚合成一个数字（@kedihacker 类比 AWS），以及企业用户担心业务连续性（@reilly3000 考虑从云版迁到自建）。
展开评论
- @tayo42 (0): I wonder what morale is like at github. This is like gamer level hating
- @kedihacker (0): I don't think aggregating the whole platform into one number is fair. It's like adding the whole aws into one number
- @mproud (0): Supposedly commits on GitHub are up 14x YoY.
- @dijit (0): Lots of apologia for Github here. Aside from the fact that defending a billion-dollar company is a bit strange; especially one that is steward to the the overwhelming majority of open-source software. Maybe that's good-will doing the work? For me it's always been a sour pill to…
- @reilly3000 (0): This is a real business continuity issue for us. We’re kinda stuck with GitHub Enterprise but we may need to move from cloud to on-premises if this keeps up.
美国医疗市场平台将用户的公民身份和种族数据分享给广告技术公司，引发隐私和 HIPAA 合规争议。
US healthcare marketplaces shared citizenship and race data with ad tech giants
受众观点：评论区集中在法律合规（@josefritzishere 质疑是否违反 HIPAA）、双向打击建议（@wewtyflakes 提议发送和接收都应违法），以及行业内幕爆料（@mistrial9 分享 Berkeley 医疗广告技术公司的激进做法）。
展开评论
- @ZeidJ (0): Bloomberg Study: https://www.bloomberg.com/features/2026-healthcare-advertisi...
- @shevy-java (0): The US citizens will have to fight down those corporate overlords. It is now really just shameful how they leech off of the common man (and common woman). People in democracies outside of the USA shake their head in sadness now. Even Canada is doing better here - don't tell anyo…
- @josefritzishere (0): How is this not a HIPAA violation?
- @wewtyflakes (0): It should be illegal to send the data, and illegal to accept it; burn both sides of that bridge.
- @mistrial9 (0): anecdata - in Berkeley CA, in the late 2010s, two individuals showed up to be in the fast-paced AD scene. One was from a former Soviet Union country, who spoke English pretty well .. and the other a woman from Columbia .. to say that both of these two were "aggressive" is an und…
PyInfra 发布 3.8.0 版本，这是一个用 Python 代码替代 YAML 配置的基础设施自动化工具，定位类似 Ansible 但避免 YAML 的复杂性。
PyInfra 3.8.0
受众观点：评论区核心是 PyInfra 核心贡献者 @wowi42 的详细介绍（痛批 YAML 的局限性，强调"infrastructure as code, not YAML"），以及用户询问与 Ansible 的对比（@V__ 和 @ktm5j 想知道实际使用体验和性能）。
展开评论
- @wowi42 (0): Disclosure: PyInfra core contributor here. We just shipped 3.8.0. PyInfra is an agentless infrastructure automation tool. Same job description as Ansible, Salt, Chef. SSH into hosts, describe desired state, it diffs and converges. No agent, no central server, no daemon. The diff…
- @mark_l_watson (0): That would have been very useful to me, before I retired! That said, I only run the Hermes Agent on leased VPSs and PyInfra might be a cool and easy to access Hermes - I need to think about that.
- @V__ (0): Has anyone used this and ansible and is able to give a short comparison with likes and dislikes?
- @ktm5j (0): This seems cool, I'd particularly be interested if their 10x faster than Ansible claims pan out. Has anyone here used PyInfra? If so what's your experience been like?
- @hathym (0): i tried ansible before and hated it, this idea is genius.
开发者表达对 Bun JavaScript 运行时的担忧，认为其功能膨胀和决策方向可能影响长期可用性，考虑迁回 Node.js。
I am worried about Bun
受众观点：评论区分两派：质疑 Bun 未来（@cute_boi 提到"vibe coding"和功能膨胀，@yabooey 担心 AI 泡沫破裂后的影响），以及工具替代建议（@james2doyle 推荐 viteplus.dev）。
展开评论
- @butterlesstoast (0): >Even though I personally am moving some projects away from Bun, don't take my advice as gospel. Always appreciated nuance.
- @jmuguy (0): Why did you have to stop using Cursor? I ask this as someone that uses Cursor, but recently at a conference I heard it referred to negatively several times - but in a very vague sense. I don't really have a dog in the fight, I'm using it because thats what the other dev I work w…
- @yabooey (0): Mostly in my day to day routine, where is use Claude Code maybe 90% of the time, I don’t see that it’s become that bad. Yes they’ve made some questionable decisions on API usage and OpenClaw but I feel like this post is making it out to be worse than it is. That being said I’ve…
- @james2doyle (0): Maybe look at https://void.cloud/ (Edit: sorry, meant https://viteplus.dev/, not Void cloud) They are not a runtime, but they do seem to be interested in wrapping a lot of tools with simple top-level commands
- @cute_boi (0): I used to be a fan of Bun, but the way it keeps adding bloat makes me seriously doubt its future. Also, it seems like they are doing a lot of vibe coding without taking enough time, which raises other questions. Node.js is also more stable, and it has started supporting TypeScri…
Redis 创始人分享用 AI 辅助开发 Redis array 功能的 4 个月经历，强调 AI 是有用的协作者但远非人类智能的替代品。
Redis array: short story of a long development process
受众观点：评论区集中在 AI 能力边界（@SuperV1234 同意"useful collaborator, not replacement"）、技术细节（@gbalduzzi 想看 spec 文件、@jdw64 问 Redis 边界），以及警示 CEO 不要盲目推 AI 工具（@localhoster 强调这是 Redis 原作者的成果，不是普通开发者）。
展开评论
- @SuperV1234 (0): Closely matches my own experiences with current SOTA AI. Extremely useful collaborator, far from being a replacement for human intelligence and creativity.
- @gbalduzzi (0): Is it possible to see the specification file you created and used for AI assisted development? Very cool anyway! Can I expect a youtube video about this soon?
- @leetrout (0): On safari mobile it's a page with the title header and a footer. Theres no content rendering.
- @jdw64 (0): It feels like Redis is becoming a small database, which seems to make it more convenient to use. Could you add more examples that clarify where the boundary should be?
- @localhoster (0): Let's make it very clear - this is the original creator of redis, or one of them. He is not "your avg dev" and it took him 4 months with llm. This is not a seal of approval for you to go and command all your developers to move to Claude code/codex/any other ai coding tool fully.…
详细解释 Monero 的 RandomX 工作量证明算法如何抵抗 GPU 和 ASIC 挖矿，保持 CPU 挖矿的可行性。
How Monero's proof of work works
受众观点：评论区分三派：技术深挖（@OsrsNeedsf2P 问为什么不能生成无分支程序、@residentzero 分享 RandomX 其他用例），历史回顾（@dgacmu 提到旧 Monero PoW 被破解的历史），以及价值质疑（@Aeroi 批评加密货币浪费算力、@j4cobgarby 问加密货币的根本逻辑）。
展开评论
- @residentzero (0): RandomX has some interesting use cases beyond Monero RandomX in Javascript (web mining?) https://github.com/l1mey112/randomx.js/ Bitcoin with RandomX (agentic cash?) https://scashnetwork.org/ https://miningpoolstats.stream/satoshicash
- @dgacmu (0): If folks are interested in the old Monero PoW function (and, uh, the reason they changed it), I wrote up a thing about it a long time ago: https://da-data.blogspot.com/2014/08/minting-money-with-mone... The history of people trying to design GPU or ASIC-resistant proof-of-work f…
- @j4cobgarby (0): I never quite understand this stuff, maybe someone can help. Are cryptocurrencies supposed to be a potential replacement for real life cash? This was my understanding of the motivation behind Bitcoin, at least. If so, why does it make sense that people can "generate" cash by pro…
- @Aeroi (0): you guys can downvote this, but it's a useless waste of compute, detrimental to resource scarcity and energy constraints, not really solving problems in society.
- @OsrsNeedsf2P (0): Can someone explain to me why RandomX miners don't just generate programs without branching? I'm a bit confused on why that's not possible
学术论文研究失业是否加速中老年人认知衰退，结论支持延迟退休年龄，但评论区质疑研究忽略了饮酒等混淆变量。
Does Employment Slow Cognitive Decline? Evidence from Labor Market Shocks
受众观点：评论区集中在方法论批评（@LeCompteSftware 痛批论文忽略饮酒等混淆变量，称政策建议"邪恶"）、社交因素（@goda90 提到工作的社交价值）、标题风格吐槽（@rts_cts 讽刺标题像 clickbait），以及个人感受（@jdw64 自嘲、@dec0dedab0de 提出"过度工作导致退休后快速衰退"假说）。
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- @goda90 (0): I believe there have been studies into how social life impacts longevity, and probably cognitive decline as well. For some people, like my great-grandmother who kept working well into her 80s by choice, jobs can be a big social outlet. For others a job can be very socially isola…
- @LeCompteSftware (0): It's 48 pages and I haven't read it fully, but it seems almost childlike that the paper doesn't address the obvious confounding variable: "Does Unemployment Make It More Likely for Late Middle-Aged People, Particularly Men, To Drink Alcohol? Evidence From We Obviously Should Hav…
- @jdw64 (0): I finally found the reason why my cognitive function feels like that of a 7years old child.
- @rts_cts (0): A strangely click-baity title for an academic paper. What's next? "Four crazy macroeconomic predictions. You won't believe what's number four!"
- @dec0dedab0de (0): I think employment may set us up for rapid cognitive decline when we finally become unemployed. As in, working 40+ hours a week makes us over-value "vegging out", which sets us up for failure post-employment.
独立开发者抓取英国政府油价 API 建立价格追踪平台，分析加油站定价行为（火箭与羽毛效应、高速公路溢价、超市折扣），并在 HN 首页后紧急优化数据库性能。
UK Fuel Price Intelligence
受众观点：评论区集中在数据发现（作者 @theazureguy 分享具体数据洞察：火箭羽毛效应、高速公路溢价 28.4p、超市折扣仅 1.7p）、服务器崩溃（@peterdrohan 和 @isoprophlex 吐槽 Azure 挂了）、德国类似服务（@johannes1234321 分享德国政府强制报价系统和 CC 数据集），以及作者实时更新优化进展。
展开评论
- @theazureguy (0): I got frustrated that every fuel price app just shows you what's cheap nearby. I wanted to know how stations actually behave: do prices go up faster than they come down, do supermarkets really save you much, how bad are motorway prices really? So I built a scraper that hits the…
- @peterdrohan (0): bros server crashed
- @isoprophlex (0): If only this wasn't hosted on azure, we'd be able to actually look at the data
- @johannes1234321 (0): In Germany fuel processes must be reported to the anti trust authority (Bundeskartellamt) the data is than published to providers of apps and websites. Unfortunately there isn't a free public data stream from them. List of authorized places using the data: https://www.bundeskart…
- @theazureguy (0): Update for anyone who hit a slow site earlier: b1ms postgres wasn't having a great time with 140 concurrent users. scaled the db up, bumped the instance, and shipped in-memory output caching while the thread was live so repeated requests stop hammering the db. Site is fully up a…
独立开发者 Dmitry Chuta 发布了一款 iOS/Mac 订阅追踪日历 App（Subscription Day），914 赞说明产品本身的 UI 设计获得大量认可，评论区有同类产品开发者登门竞争性赞美并宣传自己的产品。
✨I built a simple and beautiful calendar app to track recurring payments on iOS & Mac. Try it. https://t.co/6oQPhX7HF9
受众观点：@lexrus（score 5）写了最有信息量的评论：承认这款 App UI 最好但功能不满足自己的需求，于是自己做了一个——是典型的"竞争对手分析+自我推销"组合。@mykoladesigner（score 3）从 UX 角度分析"总花费置顶、分类一键可达"是设计亮点。@AdheebHameed（score 3）指出没有 CTA 链接导致用户找不到下载入口，这是营销失误。
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- @andylurs (6): @dmitriychuta the best usage of swift potential I’ve seen so far in this category of apps!
- @lexrus (5): Hi Dmytro, I did some research into this niche category. Your app has the best user interface and experience among this bunch of competing apps. I respect the effort you've put into the UI. However, I've found that these apps, including yours, all more or less fall short of meet…
- @AdheebHameed (3): @dmitriychuta You’re missing out on downloads if you don’t have a CTA to your app, since this looks cool. Here’s the link for those wondering: https://t.co/PDy8crONb8
- @mykoladesigner (3): @dmitriychuta The data hierarchy here is clean - total spend front and center, categories one tap away. No clutter. Most finance apps bury the number you actually care about. This one leads with it
- @SirSargon (3): @dmitriychuta woah nice, im current building one too, almost ready to launch , hopefully https://t.co/hMKfskncKr
独立开发者 Dmitry Chuta 宣布 Subscription Day App 重大更新：加入 Light Mode 和自定义列表功能，评论区有用户请求更多语言支持（中文）和 Android 版本，说明产品在小圈子内有真实用户黏性。
✨The next Subscription Day update finally brings Light mode, along with several new features like custom lists. Keep your subscriptions under control https://t.co/8bIt4W5I0V
受众观点：@IgorDzis_（score 5）指出没有直接贴 App 链接是营销失误（和上一条帖子相同问题）；@8HMDyUQrY1zCpeF（score 2）请求加中文支持；@MehadNadeem（score 1）问 Android 版本——这两个需求都是 solo dev 的典型 scope creep 压力。
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- @IgorDzis_ (5): @dmitriychuta Next time please, drop the link right away so people don’t have to search🤗 https://t.co/a61Stoahyp
- @8HMDyUQrY1zCpeF (2): @dmitriychuta I really like this software and hope to add more languages, such as Chinese
- @noggbr (2): @dmitriychuta @gkpacker inspo bro
- @ZorrinVolodymyr (1): @dmitriychuta A very interesting light theme solution. Although I'm a fan of dark themes and dark apps, but your execution of this light ond is simply bravo! Could you please tell me when it will be available in the App Store?
- @MehadNadeem (1): @dmitriychuta @dmitriychuta is this available on Android? Or any chance for Android users? I recently switched to Android from iOS and I loved using it, any possibility of getting this for Android?
aidenybai 发布开源工具 localterm，一行 npx 命令即可在浏览器里跑本地终端，把终端变成浏览器标签页，用 cmd+tab 切换代替传统多路复用器。
i built localterm run a terminal in your browser npx localterm@latest start https://t.co/mOEmCjyQmA
受众观点：作者自回41赞详细解释动机："浏览器是完美媒介，cmd+tab/cmd+1/2/3 切换比任何终端多路复用器都更自然"；@isthinking 12赞追问与 existing tools 的区别，说明社区在认真对比差异化。
展开评论
- @aidenybai (41): i started by hacking my own lil terminal. i had to add tabs, controls, split screens... then i realized my browser is the perfect medium for this your terminal should just be a browser tab. just cmd+tab / cmd+1/2/3 between tabs open source here: https://t.co/Kb0b9eQqJ8
- @isthinking (12): @aidenybai differ from https://t.co/Piqo8resam at all?
- @cyrus_zei (9): @aidenybai https://t.co/tWomp5l3pk
- @Metagravity0 (6): @aidenybai yo how do you release something banger every week
- @Neesh774 (5): @aidenybai but how do i run a browser in my terminal and then a terminal in that browser
@robj3d3 配图嘲讽某人关于 API 的无知言论（疑似"不需要 API"论），开发者圈纷纷附和，引发对技术素养和工具选择的讨论。
Tell me you don’t code without telling me you don’t code.
受众观点：@offpaths 5赞截图配"API!!!!!" 表示震惊；@mariuskras 3赞用"汽车里的触屏调空调"类比AI聊天界面——好看但实际操作体验差；@costapiy 3赞反驳"聊天界面确实有用武之地，不该一刀切"，代表少数不同声音。
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- @offpaths (5): @robj3d3 wtf is that statement? API's????? https://t.co/hecsQzq54y
- @arthuryuzbashew (5): @robj3d3 jokes write themselves
- @vladisavage (4): @robj3d3 I don't understand why people worship that guy...
- @costapiy (3): @robj3d3 Honestly, I don’t understand why people keep saying this. Might be too stupid but I wouldn’t want to interact with a chat interface for a lot of things. Also, users don’t want to relearn UIs every single time they would ask something
- @mariuskras (3): @robj3d3 ha, same.. ai chats feel like touch screens in cars - sounds and looks cool until you have to adjust your fan speed while driving..
robert_shaw 发起的周常 SaaS 创始人展示互动帖，邀请百余位创始人在评论区分享各自正在打造的产品，已有 257 条回复。
SaaS/Startup founders What are you building currently? Show your amazing product below, join 100+ founders here every week. #indiehackers #buildinpublic https://t.co/poHdcCuTz2
受众观点：评论区是产品展示汇，创始人各自介绍工具。@nnekasarahm（score 20）展示 AI 学习生态，@robert_shaw 本人（score 13）秀自己的 AI 浏览器 agent，@iamsayeedriz（score 6）展示 AI 交易日志工具 Journalyst。
展开评论
- @nnekasarahm (20): @robert_shaw Building an Ai-powered learning ecosystem, centered around smarter and more efficient learning. check it out here: https://t.co/WhOjotAjmn https://t.co/saaYmxzLxg
- @robert_shaw (13): I'll go first. I am building and growing my side project in public and sharing the journey on @x. Currently, I am growing Your AI Agent for Smart Browsing https://t.co/EUWidrQ3rY
- @SaidAitmbarek (6): @robert_shaw Hey Robert, I’m building an all-in-one marketing pack for founders. Launch, reach 30k+ makers/mo, get more users & customers - https://t.co/uvOQmnaux0 More than “just another launch“: has auto-distribution + marketplace spots.
- @iamsayeedriz (6): @robert_shaw Most traders don’t fail from bad strategies. They fail from repeating mistakes without realizing it. We’re building Journalyst, an AI that tracks behavior and surfaces patterns. Because you can’t fix what you can’t see. @JournalystTrade https://t.co/zOE2Oa0DUC #buil…
- @IntegerDemand (4): @robert_shaw Building a better way for brands to catch demand problems before they turn into stockouts or excess inventory. Better inventory decisions. https://t.co/NsepSCiApc
jedcal 宣布其 UGC Tank 平台已亲自审核入驻 900 位创作者，帮助科技品牌发布营销活动并自动匹配合适创作者申请合作。
i now have a vetted roster of 900 creators on https://t.co/JxGSJM1jXk (all personally reviewed by me!) how it works: if you, (a tech brand), post a campaign to my platform, my creators that are good…
受众观点：评论区关注实操问题。@LilsamzyCM（score 2）问最低预算和效果数据，@Kaiyes_（score 1）问付款模式，@malikyoloo（score 1）直接 bookmark 留待以后用。
展开评论
- @LilsamzyCM (2): @jedcal What’s the minimum budget and what does the results look like. I’m currently running a campaign and maybe I could work with you.
- @malikyoloo (1): @jedcal Bookmarked this in case in the future i need UGC strategy. Thanks
- @Kaiyes_ (1): @jedcal hey how does paying these creators work ? like - hire 1 - pay 1 - many competes, pay the top viewed
- @tobinwtang (0): @jedcal insane bro
- @BlakeHow12 (0): @jedcal how long did it take you to vet these creators?
@robj3d3 主张创作者应该做全平台分发，把同一内容发到包括 YouTube 在内的所有渠道，不要只押注单一平台。
I could have not posted this on YouTube. But I did 👇 You should be everywhere. https://t.co/E0GkLzSrgj
受众观点：@anulagarwal 1赞指出平台节奏差异："YouTube 慢增长，Twitter 瞬时爆发但算法几天就死"；@heyalizaid 1赞支持"押注分发不押注单平台"；@dominikmartinX 1赞建议发 TikTok。
展开评论
- @dudufolio (14): @robj3d3 Fixed it for you https://t.co/CVKAE1GwmK
- @anulagarwal (1): @robj3d3 youtube is slow growth x is instant growth - algo dies after a couple of days!
- @davidsobell (1): @robj3d3 You should be everywhere... But Cyprus 🤣
- @dominikmartinX (1): @robj3d3 the video is too authentic post it on tiktok, it won't disappoint too.
- @heyalizaid (1): @robj3d3 going all in on distribution instead of betting on one platform respect 🔥
@chddaniel 发配图帖称"太可怕了"，结合回复内容推断是在转发"不需要开发者靠 AI 就能建立百万美元公司"类宣传，引发对 AI 是否取代开发者的讨论。
this is terrifying.
受众观点：评论区评分极低均为0赞，质量有限：@ValerianWaters 问"可怕的是 liability 还是不可避免性"；@msimmsy 说"Lovable 也能做"；作者自回推销了 bolt.new，评论区信息增量低。
展开评论
- @chddaniel (0): PSA: You don't need developers/employees to build a $1M company Use https://t.co/rI58U0cN7b (create apps/websites by chatting with AI)
- @ValerianWaters (0): @chddaniel which part? the liability or the inevitable?
- @msimmsy (0): @chddaniel So can lovable
开发者 jlongster 警告不要在 MacBook 上执行 `sudo pmset disablesleep 1`——会导致合盖后仍不休眠，在使用电池时过热，放进背包可能引发危险。
you definitely should never do `sudo pmset disablesleep 1` it disables sleep even if your laptop is closed and using battery. macbooks are designed to dissipate heat through the keyboard (battery = m…
受众观点：@yellinben 1赞提出更深层观点："让 agent 持续运行不只对机器不好，对人也不好"；@hawkngradiation 1赞反驳"PMU MCU 会在硬件层保证 MacBook 热安全，OS 层设置不会真的让它爆炸"，形成有趣的技术争议。
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- @landabaso (2): @jlongster thanks for the `sudo pmset disablesleep 1` non-tip 😂
- @hawkngradiation (1): @jlongster The PMU MCU will keep the MacBook thermally safe regardless of OS software settings.
- @yellinben (1): @jlongster Very true. Having agents constantly running on your computer is probably not good for the health of your machine or yourself. If you constantly feel like you *need* to remove any downtime from agents, it's a good opportunity to check-in with yourself personally.
- @bl8_runner (0): @jlongster this is just laptop advice tho, mac mini it probably makes sense to do that
- @trashpandaemoji (0): @jlongster Maybe Garry wasn't lying when he said he burnt out his usb c ports...
jedcal 宣布其 UGC Tank 平台月利润突破 1 万美元，并隐晦地暗示可能出售或合作。
https://t.co/JxGSJM1jXk already passed $10K/month (in profits).. anyone interested? :)
受众观点：评论区极其稀少，@lanhcey（score 1）只是感慨"走了很长的路"，@Benny___5（score 0）问为什么不更猛地规模化，评论区无实质性讨论。
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- @lanhcey (1): @jedcal bro’s come a long way since the rate my dorm days
- @Benny___5 (0): @jedcal Man you cooking already Why not scale it harder
- @jamiepartridge_ (0): @jedcal damn that website is realllyyy clean
jedcal 分享 solo 创始人的真实状态：为维持现金流在主产品外加了代理服务层，边做服务边打磨自助平台，是典型的独立开发者生存策略。
As a solo founder with no employees, this is me 24/7 I recently introduced an agency tier to UGC Tank, offering full-service influencer campaign management While my goal is to build a quality, self-s…
受众观点：评论区基本无实质讨论。@AIGrowthCoach（score 0）点评"代理服务也能反哺产品认知"，@chiragbaid710（score 2）只是说"我们聊聊"，@RithikPandian（score 0）是老粉打招呼。
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- @chiragbaid710 (2): @jedcal Yo, lets connect
- @EndrewBiz (0): @jedcal how are you looking so ai bro also congrats for being real
- @RithikPandian (0): @jedcal Good stuff Jed! Been following your journey on youtube since you had 50,000 subscribers. Glad to see your growth! We should definitely connect if you are coming to Singapore :)
- @AIGrowthCoach (0): @jedcal smart move adding the agency tier. solo founder life means doing whatever keeps the lights on while you build the real thing. the agency work probably gives you insights into what brands actually need too, which feeds back into making the self-serve product better.
- @BD0000011 (0): @jedcal Please check your inbox and dm
这是 localterm 发布推的补充线程，aidenybai 解释了从"自己黑进一个小终端"到意识到浏览器才是最佳载体的开发历程，属于上一条入选帖的背景说明。
i started by hacking my own lil terminal. i had to add tabs, controls, split screens... then i realized my browser is the perfect medium for this your terminal should just be a browser tab. just cmd+…
受众观点：仅 @jpschroeder 1赞追问技术实现细节"你用什么捕获和转发输出的"，评论区几乎无讨论，信息增量低。
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- @jpschroeder (1): @aidenybai Love it! Very cool idea. What are you using to capture and forward the output?
独立开发者抱怨他提到"agentic SEO"时被色情机器人骚扰回复，揭示了 Twitter 垃圾 bot 的关键词触发机制。
Looks like the bots index on the keyword “fun” Sorry Jessy but the fun I was referring to was agentic SEO not 💦😘 https://t.co/53m9DnO1Qk
受众观点：评论区以玩梗为主，@JeremieWorks（score 2）用"Rule 29 of the internet"自嘲，@MartinisLeonard（score 1）调侃 bot 也许真的喜欢 SEO。没有实质性技术讨论。
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- @JeremieWorks (2): @robj3d3 Rule 29 of the internet: men are men, women are also men
- @heyitzami (1): @robj3d3 you got a shiny jessy, tho that's like a 1% drop
- @MartinisLeonard (1): @robj3d3 they might just like SEO too, smh not really great of you to assume🤣
- @zhenbailian (1): @robj3d3 maybe they can use superx to reply better
- @KimvonDaniken (1): @robj3d3 You're probably replying to a guy sitting somewhere in SEA
有人发布12个 Claude 提示词，声称可以替代收费300美元/小时的理财顾问帮你做资产配置和季度再平衡。
Claude can now build your investment portfolio like a $300/hour Charles Schwab advisor. For free. Here are 12 prompts that allocate your assets, rebalance your portfolio quarterly, and save you $5,00…
受众观点：@NFTFlow_（score 1）提出关键问题："这是用来做策略规划还是真的给 Claude 接入你的财务账户？"说明用户对 AI 理财的信任边界很在意。
展开评论
- @sharbel (2): 1/ Risk profile + allocation blueprint Act as a fee-only fiduciary. I'm [age], earning $[income], with $[X] in taxable and $[Y] in retirement accounts. Retiring at [age]. Build me a target allocation across US stocks, international, bonds, cash, and REITs. Justify each %, and te…
- @zaimiri (2): @sharbel brother you're a cooker
- @NFTFlow_ (1): @sharbel Sharbel bringing threads back?!?! would this be something you use for strategy / plan rather than actually give Claude access to your finances?
- @JackN1x (1): @sharbel sounds cool, but can it predict the next crash? 🤔
- @jennn_sol (1): @sharbel bookmarking
有人通过操控对话（gaslighting）欺骗 Grok AI 系统，成功骗取15.5万美元，引发对 AI agent 安全性的讨论。
This guy just gaslighted Grok into giving him $155,000 https://t.co/0x0OYxOWxW
受众观点：@arthuryuzbashew（score 2）直接指出安全设计有问题，@AICEOGiuliano（score 1）提到 aixbt agent 丢了17万、Lobstar Wilde 案例丢了45万，评论区在讨论 AI agent 被攻击已经是系列事件。
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- @MRehan_5 (2): @robj3d3 https://t.co/Flw5nQom3F
- @arthuryuzbashew (2): @robj3d3 Imagine how bad the security there was
- @AICEOGiuliano (1): @robj3d3 Rob Bro it happened with Lobstar Wilde it lost 450k$ aixbt agent lost 170k I've been building Anti hallucination & Anti prompt injection tools since 2023 when I got into AI Automation now building ZT SIA Zero Trust Security Intelligence Audit to make Agentic Economy…
- @quadcodeai (0): @robj3d3 Dozens of people have already gone to do the same
Claude 本周突然开始主动提醒开发者"去休息一下"，引发大量开发者吐槽和调侃，有人刚写了一个小时代码就被拒绝继续工作。
Only this week has Claude started telling me to "take a break" @AnthropicAI everything okay over there? https://t.co/18arBPwHMJ
受众观点：@danielkempe（score 2）说 Claude 拒绝干活直到他出门散步，@_Jordan_Gibbs_（score 1）说只写了约1小时代码就被要求"明天再来"。@tadasgedgaudas（score 2）趁机问"你们还在用 Claude 没切 Codex？"
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- @jsarthak110 (2): @robj3d3 @AnthropicAI I guess it is their little infrastructure that needs a break
- @danielkempe (2): @robj3d3 @AnthropicAI Same, it was even refusing to do some work until I went outside for a break…
- @tadasgedgaudas (2): @robj3d3 @AnthropicAI you guys still using Claude and not Codex??
- @alangsilveira (2): @robj3d3 @AnthropicAI My Claude tells me what to do instead of doing. lol
- @_Jordan_Gibbs_ (1): @robj3d3 @AnthropicAI Same here, it keeps saying "I think you should return to this tomorrow with a fresh brain. We've put in a lot of work today!" Meanwhile been coding for ~1 hour
robert_shaw 本日发起的 SaaS 创始人产品展示互动帖，仅上线 10 小时已有 72 条回复，评论区正在活跃增长。
SaaS/Startup founders What are you building currently? Show your amazing product below, join 100+ founders here every week. #indiehackers #buildinpublic https://t.co/ncKVK5NQjM
受众观点：评论区活跃的产品展示场。@MRehan_5（score 4）展示 Tweetmonials，@SoloBossApp（score 3）展示 SEO 目录产品 EverList，@JanasSebastian（score 3）展示 launch 平台，均为冷启动期 indie 产品，氛围友好。
展开评论
- @MRehan_5 (4): @robert_shaw Turn X praise into high converting social proof in seconds with Tweetmonials. Collect design and embed anywhere Specifically testimonials headache free collector for X https://t.co/5hfnHKa4rt
- @SoloBossApp (3): @robert_shaw I built EverList, a programmatic SEO directory for founders to create a permanent Google presence for their SaaS. https://t.co/SLVG8PoBt5
- @JanasSebastian (3): @robert_shaw https://t.co/K1GLPzQDpM, a home for startups before, during, and after launch. Build it. Share it. Launch louder.
- @robert_shaw (2): I'll go first. I am building and growing my side project in public and sharing the journey on @x. Currently, I am growing An AI Agent for your browser. Browse less. Get more done. https://t.co/TfyPWjTqKB
- @arshi_mohib (2): @robert_shaw Hey, i have been working on a free alternate to screen studio - Screenforge. It has all the stuff that screen studio has but for free. I am adding more stuff on it every other day. You can try it out here: https://t.co/1X69N9FE9w
Anthropic 宣布 Claude 电脑操控功能（computer use）正式开放 research preview，可直接打开 App、操作浏览器、填写表格，当前仅限 macOS 的 Claude Code 和 Claude Cowork。
You can now enable Claude to use your computer to complete tasks. It opens your apps, navigates your browser, fills in spreadsheets—anything you'd do sitting at your desk. Research preview in Claude…
受众观点：评论区高赞内容以幽默梗为主。@clippySlop（score 3847）发帖说 Claude 帮应届毕业生投简历拿到回调，@RecruitmentPq（score 3738）说让 Claude 管理整个生活，@menoftribe（score 5520）发梗图感慨"现在每天都这样了"。整体是大众对 AI 自动化的惊喜与焦虑混合情绪。
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- @uday_devops (6190): @claudeai https://t.co/lhYpSUeMxO
- @menoftribe (5520): @claudeai Happens every day now... https://t.co/WNY9EILiXH
- @claudeai (4129): Claude uses your connected apps first: Slack, Calendar, and other integrations. When there's no connector for the tool you need, it asks for your permission to open the app on your screen directly. https://t.co/19b6sl6irI
- @clippySlop (3847): @claudeai >BE A FRESH GRADUATE >$80K IN DEBT >APPLY TO 300 JOBS >CLAUDE APPLIED TO THE SAME JOBS >CLAUDE GOT CALLBACKS https://t.co/iat1eW3rgX
- @RecruitmentPq (3738): @claudeai Letting Claude manage your whole life https://t.co/FRdtm01ijt
篮球明星 Agent（运动员花名）做额头整形手术后粉丝认不出他，球队成员笑到不行，这是一条纯体育娱乐搞笑帖子与科技/独立开发完全无关。
Agent’s team couldn’t stop laughing after fans were scared to take pictures with him after getting his forehead reduction surgery 😭😭 https://t.co/e7rxYg968y
受众观点：评论区全是对外貌变化的调侃。@rmd_olawale（score 2574）调侃额头大小，@AlienPoolBoy（score 2212）说"去掉四格变成九格"，@Rj2444177701（score 1637）和 @Zygocel（score 1050）均比较该运动员和漫画反派 Angstrom Levy 的长相。
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- @rmd_olawale (2574): @SlatDontMiss This forehead is reduced? Just how big was it before? https://t.co/0g06aRkJEL
- @AlienPoolBoy (2212): @SlatDontMiss bro got rid of the 4 head and got a 9 head installed.
- @Rj2444177701 (1637): @SlatDontMiss Bro lookin like angstrom levy https://t.co/VBrbwsBJnH
- @Zygocel (1050): @SlatDontMiss Nigga look like angstrom Levy https://t.co/upqCHwiO3M
- @xLetsTlkAboutIt (863): @SlatDontMiss Cone head lookin asss boy !! 😂 https://t.co/e8xFpA4hd4
sickdotdev 发了一条"AI 取代不了我"的自嘲梗帖，配图展示了一个让 AI 困惑的人类技巧（疑似心算或视觉技巧），引发 2.8 万赞的广泛共鸣。
AI can never replace me. Me: https://t.co/AEhCLdcyqz
受众观点：评论区主要是好奇技巧怎么运作。@daicandev（score 60）给出具体数学解释（以 7+8 为例拆分为 5+10=15），@anitdotguru（score 22）只是发表情，@sami_babar463（score 8）说"你用的方法不对"。整体停留在技巧本身讨论。
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- @daicandev (60): @sickdotdev or 7 + 8 for example, it translates to: 7-2 + 8+2 = 5 + 10 = 15
- @anitdotguru (22): @sickdotdev That's hot tbh! lol.
- @sickdotdev (10): https://t.co/9fYxcgFkNP
- @sami_babar463 (8): @sickdotdev You are doing it not the right way.
- @FarazKhan724 (2): @sickdotdev For real
一款把玩家 Steam 游戏积压库变成游戏敌人的 Roguelike 新作 Game Quest: The Backlog Battler，付钱越多的游戏战斗力越强，靠精准戳中玩家负罪感狂揽近 2.8 万赞。
This indie dev is making a game where your Steam backlog comes to life… & tries to kill you. - Fight the games you never played - The more you paid, the stronger they are - You’re literally battl…
受众观点：评论区以娱乐共鸣为主，@SeaOfThieves 官方账号直接转发配图回怼（2828 赞），@unwitty（578 赞）晒出自己 2511 款未玩游戏截图自嘲，游戏开发者本人 @GameQuestGame（327 赞）表示 wishlist 当天猛涨。
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- @SeaOfThieves (2828): @IndieGameJoe Rude. https://t.co/WgnBleHiMg
- @unwitty (578): @IndieGameJoe My 2,511 unplayed games coming at me like https://t.co/eLiYOYqQT7
- @GameQuestGame (327): @IndieGameJoe Thanks for the post :) my wishlist count just spiked :O
- @alhuissi (271): @IndieGameJoe Hideo Kojima style
- @IndieGameJoe (177): "This Arcade Hack & Slash answers the age old question: "What if the games you never play could attack you?" wat a great idea, haha! you can wishlist here: https://t.co/1W22TZ1T2T & be sure to follow the talented dev @GameQuestGame
Sam Altman 宣布 OpenClaw 现支持用 ChatGPT 账号和订阅额度直接登录使用，评论区热议此举与 Anthropic 封锁 Claude on OpenClaw 政策的鲜明对比，被解读为 OpenAI '用开放抢市场'的产品策略信号。
you can sign in to openclaw with your chatgpt account now and use your subscription there! happy lobstering.
受众观点：评论区核心情绪是 OpenAI vs Anthropic 开放策略对比——@0bytematt（853 赞）称'OpenAI 的新 meta：Anthropic 做什么就做反面'，@PashaBuilds（100 赞）分析'把用户当分发渠道 vs 把用户当风险敞口'两种思路。
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- @0bytematt (853): @sama the new meta: whatever anthropic does, just do the opposite
- @BlockMeta (201): @sama the crossover episode of the year https://t.co/AAgwurvAJ3
- @PashaBuilds (100): while anthropic was busy writing a 40 page tos update to block claude on openclaw, sama just opened the door, put a welcome mat, and handed out lobster bibs. the contrast is brutal. one side treats users like liability, other side treats them like distribution. guess which one w…
- @nico_cosca (93): @sama https://t.co/bTPMO8LJFA
- @DavidSkadron (86): @sama I just watched 10 minutes ago you say there is “good news” coming for Open Claw users… Now we know what it is 😂 https://t.co/q6hNFYKQ3j
有人展示了一个用 OpenClaw 自动销售泳池安装服务的 AI agent demo：自动筛选目标房屋、AI 渲染泳池效果图、寄送实体明信片，帖子爆火但评论区普遍质疑视频造假，并担忧规模化后成为骚扰营销。
someone built an OpenClaw agent that SELLS pool installations on autopilot. finds $500k–$1.2M homes without pools renders a pool in their backyard and mails a before/after postcard. https://t.co/bE0X…
受众观点：评论区分两派——技术质疑派（@mathiasjonss 414 赞指出工具调用间隔不自然、各步骤失败率远被低估）与场景担忧派（@VladGersh 340 赞调侃'等每家泳池公司都跑这个 agent，每个屋主每周收到 47 张不同 AI 泳池明信片'）。
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- @mathiasjonss (414): @shiri_shh So we're just reposting blatantly fake AI lead-gen vids to a guy selling courses on how to vibe code? Come on... Tool calls like that don't complete at 1 sec at perfect intervals and the failure rate of most of those steps is likely >30%.
- @VladGersh (340): @shiri_shh cool until every pool company runs this and homeowners start getting 47 AI-generated postcards a week showing different pools in their yard
- @shiri_shh (248): holy shit... this is now in TRENDING 😭 https://t.co/tANZ3cQEDV
- @Alexxcastlee (173): @shiri_shh you just need to side-launch a pool building company
- @dhiran_dev (129): @shiri_shh this is actually genius... imagine getting a postcard with YOUR house + dream pool. how could u not call?? https://t.co/H1fw4xGHba
独立游戏开发者做了一款只用一个按键操控的跳绳 Roguelike 游戏 Scarlet Skips，极简输入机制（按下 / 保持 / 松开）搭配无尽升级系统，吸引超 1.2 万赞和逾 598 万次曝光。
This indie dev is making a game where all you do is skip rope… with one button. - Time your jumps perfectly - Roguelike upgrades every run - Try to survive as long as possible It’s called Scarlet Ski…
受众观点：评论区以戏谑为主——@DUSKdev（1938 赞）暗示遗漏了设计公式关键要素（含讽刺），@Kingofbrunch（874 赞）直接调侃'你真的玩过游戏吗'，说明开发者圈子对此类推广帖持批评态度。
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- @DUSKdev (1938): @IndieGameJoe There's another really important part to this formula that you haven't mentioned
- @Kingofbrunch (874): @IndieGameJoe Have you ever played a video game before? https://t.co/ozgIxrkaWz
- @RefractiveENT (739): @IndieGameJoe I see they put their focus into where it counts in a jumping game.... the "physics" haha
- @YerkDiff (729): @IndieGameJoe WHOA!! Thank you for the shout-out Joe 😅
- @IndieGameJoe (597): "Timing is key! Scarlet Skips is played entirely with press, hold, and release inputs of a single button!" you can wishlist the game here: https://t.co/aLTn9C6ij1
Anthropic 官方宣布 Claude Code Opus 4.7 版本黑客马拉松，为期一周、Claude Code 团队全程在场、奖池 10 万美元 API 额度，报名截止当周日，帖子获逾 1 万赞和 938 次转发。
The Claude Code hackathon is back for Opus 4.7. Join builders from around the world for a week with the Claude Code team in the room, with a prize pool of $100K in API credits. Apply by Sunday: https…
受众观点：评论区分两派——感兴趣的开发者（@Kraggich 26 赞称'和团队面对面学才是真正价值'），以及对奖励设计不满的批评者（@AI_Integrated_S 25 赞质疑奖励计算有误；@rumelshahriar7 22 赞吐槽 Claude 使用政策太严格导致奖励缩水）。
展开评论
- @heyyritik_ (56): @claudeai https://t.co/N2fcFpHfo1
- @Gyana_491 (49): @claudeai Le me & claude Code https://t.co/Z6yM04tCfL
- @Kraggich (26): @claudeai A week in the room with the Claude Code team is the real prize. API credits are nice, but unfiltered access to the people shaping the tool is how you learn what's actually possible.
- @AI_Integrated_S (25): @claudeai So basically you want a bunch of ideas to steal from and the prize is $500 in api credits that will last a few hours. And we get to waste all our tokens to "win"? Sign me up. And isn't 500 x $500 = $250k, did Opus 4.7 do the math on this? https://t.co/LpuSX8xnSO
- @rumelshahriar7 (22): @claudeai 100K in API credit doesn’t sound like a great prize considering how strict claude usage policy is.
开发者因不满 AI agent 设计能力差、Codex 无法访问 Mobbin 付费设计库，自建了免费 MCP 工具 Lazyweb：覆盖 25.7 万个真实 App/网页截图、6 种设计研究技能，直接集成 Claude 和 Codex，无速率限制无订阅费。
I hated how bad agents are at design I hated how Codex can't access Mobbin So I created Lazyweb - 257k+ screens (apps/web) - 6 opinionated design research skills - 1 MCP (Claude/Codex) 100% Free...AI…
受众观点：评论区以积极使用反馈为主——@bygregorr（14 赞）直言'Mobbin 付费墙是我上个月最大的阻碍，这个工具直接解决了'；作者本人（49 赞）自注'对营销页和 iOS App 效果最好，Web App 还在改进'，说明产品已有真实用户。
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- @abouelatta_ali (49): This works best for marketing sites, and iOS apps. Still long way to go for web apps but we'll get there
- @bygregorr (14): @abouelatta_ali Mobbin paywalling research was my biggest blocker last month, this fixes that.
- @oussamabuilds (13): @abouelatta_ali you are so goated for making this free, i'm def pitching this to my co-founder, but if you don't mind me asking, is https://t.co/4nVIeUSrDv designed by lazyweb?
- @aiseomastery (7): @abouelatta_ali The Mobbin access gap has been annoying for so long. The fact that someone just built around it instead of waiting is exactly how good tools get made.
- @hammaadjam (7): @abouelatta_ali I'm going to add this to https://t.co/yG2eHEUJdo, which is free with Minimax completely I'm just imagining now !!!
Andrew Ng 宣布新课程「AI Prompting for Everyone」，核心论点是 2022→2026 AI 使用方式已发生根本性转变，提示词技巧已从"魔法咒语"进化为系统化工作流。
How we prompt AI is very different in 2026 than 2022 when ChatGPT came out. I'm teaching a new course, AI Prompting for Everyone, to help you become an AI power user — whatever your current skill lev…
受众观点：评论区高度认可"power user vs casual user gap"。@iwhaleocean（score 12）总结：leverage 来自 context、longer thinking cycles、treating AI like a system。@Surreal_Intel（score 11）：2026 版本是 managing a small cognitive workflow。
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- @erickxie (13): 2022 me: “Write a poem about cats.” 2026 me: hands the model 12 PDFs, 7 images, and says “take 3 minutes and think hard.” 😆 This course looks like exactly what the world needs right now. Turning prompting from dark magic into a real productivity superpower. I'm signing up! 👍👍
- @iwhaleocean (12): this shift is real most people still use AI like it's 2022 short prompts → quick answers but the leverage in 2026 comes from: context (docs, data, memory) longer thinking cycles treating AI like a system, not a tool the gap between casual users and power users is only getting wi…
- @SathishAiHype (12): @AndrewYNg Curious what the biggest misconception you see from beginners taking this course is. My guess: most people think the bottleneck is knowing the right "magic words." But it's actually knowing what outcome they want clearly enough to describe it to another person let alo…
- @Surreal_Intel (11): @AndrewYNg The 2022 version was “ask better”. The 2026 version is closer to managing a small cognitive workflow: context, tools, constraints, review, and escalation
- @sentientweekly (10): So just out of curiosity I asked Claude to run a blinded study of itself to determine what style of prompting was most efficient for debugging code. It's a small sample but there was a CLEAR winner for efficiency AND token usage. If you're curious here is the link to the results…
IndieGameJoe 介绍一款名为 CheatCheat 的独立 co-op 游戏，玩家需要在恶魔教师统治的学校里用各种手段作弊通过考试，帖子意外爆火帮助游戏获得早期曝光。
This indie dev is making a co-op game where you and up to 5 friends explore schools run by a demonic faculty & must cheat in exams… by any means necessary. - Steal answers - Distract teachers &am…
受众观点：开发者 @CheatCheatGame 本人出现在评论区（score 42）表达惊喜，说明这是真实 organic discovery。@DootDraw（score 21）点出 co-op casual game 的品类趋势。
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- @CheatCheatGame (42): @IndieGameJoe Damn, you found us early lol. Was gonna contact you after we update the trailer (soon). Appreciate the shout out!
- @IndieGameJoe (26): "Steal answers, bully nerds, pray to a magic 8 ball - develop your cheating skills all so you can pass the impossible year-end exam by any means necessary." can wishlist here: looks fun lol https://t.co/9EQjbX7wJX
- @DootDraw (21): @IndieGameJoe Friendslop is becoming the video game equivalent to playing tabletop card games like Secret Hitler or something
- @IndieGameJoe (8): hey all, for more cool indie game coverage, feel free to follow @IndieGameJoe and turn notifcations on :)
- @IlluminAlan_ (5): @IndieGameJoe Damn this is the chuunin exams all over again https://t.co/gYAARAi2QS
akshay_pachaar 发长 thread 拆解 MCP 与 Skills 的本质区别——MCP 是 agent 的"手"（执行接口），Skills 是"肌肉记忆"（决策编排层），混淆两者是构建生产级 agent 最常见的错误。
MCP vs. Skills for AI agents, clearly explained! People treat MCP and Skills like they're the same thing. They're not. Conflating them is one of the most common mistakes I see when people start build…
受众观点：@mohanp_ai（score 5）总结生产实践：skills as decision layer, MCP as execution layer，Teams that get this right cut agent failure rate in half。@mertmetindev（score 4）：混淆两者导致 agent "have all the tools but no sense of direction"。
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- @akshay_pachaar (27): An open agent skills ecosystem: (85,000+ skills and growing) https://t.co/3x6EM3Uwv7
- @mohanp_ai (5): MCP gives the agent hands. Skills give it muscle memory. That's the cleanest framing I've seen. The part most teams get wrong, they wire up 50 MCP tools and expect the agent to figure out orchestration on its own. It won't. Without skills defining the execution path, the agent b…
- @mertmetindev (4): MCP handles the 'What can I do?' while Skills handle the 'How do I do it right?'. Conflating the two is why so many early agents feel like they have all the tools in the world but no sense of direction. This breakdown is the perfect map for anyone moving from hobbyist to product…
- @jason_haugh (3): @akshay_pachaar The MCP vs Skills distinction is spot on. We're building https://t.co/M8erGnedV4 around the same idea - skills are the knowledge layer agents actually need. Every skill gets audited and QA'd before it goes live. 3,500+ and growing, quality over volume.
- @alphara (3): @akshay_pachaar Here is an agentic AI that works as an MCP client and server with extensible skills and no-code agent coordination: https://t.co/ytZY8kGbhs
中文爬虫开发者介绍开源项目 Proxifly，该工具每 5 分钟自动更新并验证免费代理列表，覆盖 60 个国家，解决爬虫开发中 IP 被封的核心痛点。
开发爬虫和做数据采集，代理服务器几乎是刚需：不然 IP 很容易被封。可惜网上多数“免费代理”早就失效。 在 GitHub 上刚好发现 Proxifly 这个开源项目：每 5 分钟自动抓取、更新并验证免费代理，把可用性这件事直接做到了位，省掉大量排查成本。 目前覆盖 60 个国家，提供 806 个可用代理，支持 https://t.co/ljFZdosoAi
受众观点：评论区只有 1 条有效回复且是作者自己发的夸克网盘 AI 资料分享链接（score 2），与原帖内容无关，评论区无信息增量。
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- @wsl8297 (2): 我用夸克网盘给你分享了「AI全套攻略（持续更新中）」 https://t.co/7wTL80HWIu
中文 AI 博主 web3houzi 发布「学 AI 必关注的 20 个顶级英文账号」推荐列表，涵盖独立开发、LLM、AI 变现等方向，帖子发布仅 12 小时已有 67 条回复。
如果你想要学好AI必关注的20个顶级Twitter账号 这20个Twitter账号涵盖AI工具推荐、独立开发、LLM、AI代理、AI变现等各个细分领域 这些账号都是各自领域的专家 AI工具推荐 @web3houzi-专注于AI实用工具分享 独立开发与创业 @gregisenberg - 创业想法之王 @levelsio - 独立创业大神 @marclou - https://t.co/YI88x…
受众观点：@Ice_Frog666666（score 1）直接要求关注自己，@nuligeA8（score 1）感叹"有好多英文大佬啊"。整体评论质量较低，但帖子发布仅 12h，互动仍在进行。
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- @Ice_Frog666666 (1): @web3houzi @gregisenberg @levelsio @marclou 可以关注下我吗？
- @nuligeA8 (1): @web3houzi @gregisenberg @levelsio @marclou 有好多英文大佬啊
- @web3chacha (0): @web3houzi @gregisenberg @levelsio @marclou 越来越上道了嗷
- @qmzqsd888 (0): @web3houzi @gregisenberg @levelsio @marclou 第一步首先关注猴子老师！
- @EduKdventurer (0): @web3houzi @gregisenberg @levelsio @marclou 这名单含金量确实高 关注了确实能省下不少摸索时间
中文博主「菜狗採购」整理了一份以 levelsio、thedankoe 为代表的英文独立开发者/一人公司 KOL 推荐名单，搭配收入数据吸引中文受众关注。
想通过副业赚1000万？想当独立开发者一人公司赚大钱 关注下面这些顶级英文账号和博客，从0构建你的事业 @thedankoe 90万粉丝，一人公司标杆，一日工作4小时年入百万美金，教学如何把想法和经验变成收入 @levelsio 85万粉丝，一人开发多款工具，月入26万美金 分享如何开发上线，如何增长用户 https://t.co/FuBSLaV0HB
受众观点：@SunNeverSetsX（score 2）认可资源价值。@White16763（score 1）提出理论→实践 gap 的问题："关键还是要将学到的技巧迅速应用到自己的MVP上"——说明受众已在思考执行层面。
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- @SunNeverSetsX (2): @jiroucaigou @thedankoe @levelsio 这个副业分享有点顶，都是几十万粉丝的大佬资讯
- @yijiangren (1): @jiroucaigou @thedankoe @levelsio 菜狗什么时候招人
- @ZhanweiC (1): @jiroucaigou @thedankoe @levelsio 学会了，这简直是写内容，涨粉秘籍哈哈哈哈
- @White16763 (1): @jiroucaigou @thedankoe @levelsio 关注这些成功的独立开发者确实有助于获取实用经验，但关键还是要将学到的技巧迅速应用到自己的MVP上。你准备好把这些理论变成实际收入了吗？
- @Jason23818126 (0): @jiroucaigou @thedankoe @levelsio 这些人太会赚了！一一点上关注
推文分享了一个 GitHub 仓库，汇集了中国独立开发者用 AI 做项目、探索变现路径的真实案例，作为选题和方向参考。
这个存储库收藏了所有中国独立开发者的项目 大家可以参考国内独立开发者都在用AI做什么、怎么做、怎么赚钱，都是真实的选题参考 https://t.co/LQDrHshJ4S https://t.co/QhRN3cdB4e
受众观点：评论区关注"别人到底怎么赚钱的"：@upulseapp（score 0）追问国内 AI 简历工具付费意愿；@BTC656 总结"国内开发者搞钱实录"；@dorje_river（score 1）用禅意说差的不是信息而是起念。
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- @dorje_river (1): 看了一圈这个库，其实挺像一面镜子 别人用AI做什么、怎么做、怎么赚钱 看似是在学路径，本质是在照见自己的心 你以为差的是信息，其实差的是“起念” 同样的工具，有人变现，有人收藏 不是AI不同，是人心不同 禅里讲：见山是山，见山不是山，见山还是山 一开始你看项目，是机会 再看，是套路 最后看，是因缘 别急着抄答案 先问一句：你是想赚钱，还是想成为那个能赚钱的人 库里装的是项目 你要修的是自己 AI只是工具 心，才是算法
- @upulseapp (0): @WY_mask 翻了下里面有个做AI简历的，月流水看起来挺稳。这种工具类在国内付费意愿怎么样？
- @BTC656 (0): @WY_mask 国内开发者搞钱实录
推文指出让 LLM agent 执行爬虫或数据清洗任务时，corner case 过多、token 消耗巨大，很多时候不如直接写一个可用的脚本来得高效。
很多时候用户甚至LLM本身都不知道，写一个Python或者typescript本身处理一个工作，比直接让agent处理哪个更复杂。 比如你强行让llm agent写一个对某个任务的爬虫或者清洗，里面不知道有多少corner case， 如果复杂度远远高于预期，数据又少于预期，写出来一个真正能用的script本身浪费的token，
受众观点：@justlikemaki（score 9）讲了"agent 烧 5 万 token 写爬虫，手动复制粘贴 30 秒搞定"，总结本质是"成本感知缺失——agent 不心疼 token，用户不心疼钱，直到账单来了"。评论区核心话题是 agent 效率和成本问题。
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- @justlikemaki (9): 说到点子上了。现在最荒诞的场景是：agent烧了5万token写了个爬虫，跑起来发现目标网站就三条数据。手动复制粘贴30秒搞定的事。 但问题不在agent笨，在于没人教它先「侦察」再「动手」。sample data看一眼就知道该不该上重武器，偏偏大家都跳过这步直接让agent硬刚。 本质上是个成本感知缺失的问题——agent不心疼token，用户不心疼钱，直到账单来了。
- @SunshineBoyElon (1): @lidangzzz 可见他做的都是什么垃圾工作，这种重复性的开个最便宜的minimax 直接量大管饱。
- @shaytan_9 (0): @lidangzzz 没想到立党挺有料的
- @CodingWithYi (0): @lidangzzz 普通人连什么是需求分析都不知道，只会和AI侃大山
- @AIxFoolSage (0): @lidangzzz 让用户指挥llm写script干活，想多了
一篇技术博客，作者发现 GCP 官方 Kafka 教程要求用服务账号密钥文件，通过逆向分析 librdkafka 的 JWT 验证逻辑，用约 30 行代码合成 JWT 骨架实现无密钥文件的 OAUTHBEARER 认证，消除了磁盘密钥安全风险。
The official GCP tutorial uses SASL\_PLAIN with a service account key file. I wanted to use ADC instead. Turns out librdkafka does not actually verify the JWT — it parses header for alg, payload for…
受众观点：评论区无任何评论，帖子 score=0，目前没有公开讨论。
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一篇支付网关集成的系统设计实战帖，作者在 14 个文件的项目中将集成工作拆解为 8 个独立模块，在写代码前用静态分析提前发现并打破循环依赖，并为高复杂度模块编写带接口契约的低层设计文档（LLD）。
*A real run on a 14-file track. Eight modules, a circular dependency caught and broken* *before* *any code was written, and an LLD with contracts for the two high-complexity modules.*
受众观点：评论区无任何评论，帖子 score=0 且距今 20h，互动窗口可能已基本关闭。
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一篇面向初学者的博客帖，介绍如何用 SSH 密钥替代 Personal Access Token（PAT）来提升安全性，重点讲解 SSH Agent 转发技术如何让你无需把私钥复制到远程 VM 就能在任意服务器上使用密钥进行操作。
I recently found out that you can use SSH Keys to do a lot of things and most importantly how the SSH Agents make it possible that you can take your ssh keys to any vm you are logged into and do all…
受众观点：评论区无任何评论，帖子距今仅 4h 且 score=0，还有一定互动窗口。
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一篇讨论如何通过「深模块」设计降低软件复杂度的帖子，认为好软件的核心特征是将复杂度封装在模块内部、暴露简单接口。
Creating software has never been easier. Creating good software is still hard. One of the key characteristics of good software is a minimal amount of complexity. One of the ways to achieve this is th…
受众观点：评论区无信息增量（无评论）
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r/MachineLearning 热帖：一位在读博士反思自身研究，质疑现代 ML 博士是否沦为"刷 benchmark、堆实验、包装 SOTA"的流水线，而非产出真正有科学价值的知识。
I’ve been thinking about the current state of machine learning PhDs, including my own work, and I’d like to hear how others see it. My impression is that a large fraction of modern ML PhD work follow…
受众观点：评论区形成两派。@impatiens-capensis（223赞）：高竞争环境本就催生增量主义。@LetsTacoooo（89赞）：PhD 研究本来就该是增量的，没什么问题。@EternaI_Sorrow（57赞）：把责任归到大学发表 KPI 压力。
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- @impatiens-capensis (223): Highly competitive environments favor incrementalism. Are you really going to risk spending several years focusing on a few deep problems, that might potentially go nowhere, while your competition is published continuously?
- @LetsTacoooo (89): What are you talking about, PhD Research has always been incremental (https://matt.might.net/articles/phd-school-in-pictures/). Nothing wrong with that.
- @EternaI_Sorrow (57): There is another PoV - are you ready to compete for a low-hanging fruit where it's overcrowded already instead of putting more effort and go into something more fundamental where there's gradually less competitors? I'd say not some abstract enviroment but publishing pressure fro…
- @El_Grande_Papi (37): Came here to say the same. OP is just describing the normal PhD process.
- @m--w (36): Not a super engaging response, but in every field the strength of a PhD student’s scientific ability (and alignment of that ability to suitable opportunities) will vary. Some ML PhDs achieve substantial and significant contributions to the field; others coast on the work of thei…
作者参加 OpenAI Parameter Golf 竞赛后发现，SSM（状态空间模型）在参数/体积受限场景下结构性劣于 Transformer，根本原因是 SSM 权重的 LZMA 压缩率比 Attention QKV 差 3.26 倍，直接超出压缩参数预算。
After \~3 weeks of experimentation in OpenAI's Parameter Golf competition, I wrote up why SSMs are structurally disadvantaged relative to transformers in a time- and size-constrained regime (10 min t…
受众观点：@js49997（4赞）认为这类"负面结果"比常见 AI 炒作更有价值；@Same_Reputation5881（3赞）对"压缩率成为瓶颈"感到意外；@ikkiho（1赞）详细拆解核心发现机制，指出"SSM 不是输给了 Attention，是输给了 16MB LZMA 约束"。
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- @js49997 (4): I personally find these negative results some of the most interesting. I also maybe biased as they read less like the usual AI hype nonsense.
- @Same_Reputation5881 (3): interesting how compression becomes the bottleneck here - never thought about LZMA performance on different weight distributions. The SP4096 to SP8192 flip is wild, makes me wonder if there's some sweet spot in sequence length where ssm advantages just evaporate completely. that…
- @mradassaad (1): The SP flip is about vocabulary size, not sequence length. At 25M params the embedding table is 8–17% of your budget depending on vocab. At 100M+ it's negligible. I found SSMs do cross over attention in throughput around 2K tokens, and I trained at 4096 for that reason. Shorteni…
- @EternaI_Sorrow (1): High compression rate means lower entropy which is in general something we don't want. When I tried to design a new Transformer variant for my task and was skimming over intermediate tensors baseline models produced, I was stumbled by how much nonsense there actually was - like…
- @ikkiho (1): Two things worth pulling apart in your post. First on compressibility. The 3.26x gap between SSM in_proj and attention QKV is the kind of result that looks architecture-specific but is really a statistical-prior mismatch. QKV are three projections with similar magnitude statisti…
一位 solo 开发者（边照顾家人边写代码）利用 GPU 闲置的 NVENC/NVDEC 硬件单元压缩激活值和 KV cache，绕过消费级显卡缺少 NVLink 的 PCIe 带宽瓶颈，实测 RTX 5090 实现 6.1x 无损压缩比、1.34x 端到端加速。
I've been working on the consumer-multi-GPU PCIe bottleneck — Nvidia removed NVLink from the 4090/5090, and splitting a 70B model across two consumer cards drops you to \~30 GB/s over PCIe peer-to-pe…
受众观点：评论区无信息增量（无评论）
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一名学生尝试将经典信号处理的 Chebyshev 滤波器嵌入 CNN 架构以提升性能，结果和 baseline 几乎没差别，在 r/MachineLearning 求助并获得了有价值的理论解释：CNN 本质上可以自己学到 LTI 滤波器，额外加 Chebyshev 滤波器并不能提供增量能力。
Hey everyone, I’m currently working on a project where I’m trying to integrate a Chebyshev filter into a CNN architecture to improve performance compared to a baseline model. The idea is to leverage…
受众观点：@IronicOxidant（9赞）建议直接告诉导师负面结果，并给出低成本实验建议；@jpfed（5赞）给出关键理论解释——CNN 可以通过卷积核学到任何 LTI 滤波器；@hughperman（7赞）补充：若目标信号在滤波器通带内，CNN 自己就能学到对应滤波器。
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- @IronicOxidant (9): It probably just isn't that big of a boost. Be honest and just let your advisor know that. If they're reasonable/sane they know that null results like these are to be expected for most research. One quick thing you could try is running the models on smaller and smaller datasets…
- @hughperman (7): If the signals of interest are in the passband of the filter, then a CNN can conceivably learn the appropriate filter on raw data to select it as part of its architecture.
- @jpfed (5): The filter itself is LTI, as are convolutions. In fact, you could calculate the filter *with* the right convolution! So there’s a kind of interchangeability between them. That said, a key advantage of a Chebyshev or other IIR filter over a convolution is that the impulse respons…
- @canbooo (2): Great advice so piggy bagging to add one more thing: Make sure there ar no bugs. Visualize full transformations of 1-2 examples incl. latent space, esp. ones where you think the filter should be helping. Such issues are much more common than one would expect and also inspection…
- @new_name_who_dis_ (2): My thoughts exactly. I thought at first they were referring to Chebyshev convolutions, which would make sense with non-euclidean data. But if data is euclidean, CNN works fine, adding an extra custom filter won't improve your results since stacked CNN layers can probably learn i…
作者用 QLoRA 只训练 0.28% 的参数，把 Qwen2.5-1.5B 微调成英语 CEFR 六级分类器（A1-C2），准确率 84.9%，并附带 FastAPI + Docker 部署代码开源。
I fine-tuned Qwen2.5-1.5B for multi-class CEFR English proficiency classification using QLoRA (4-bit NF4). The goal was to classify English text into one of the 6 CEFR levels (A1 → C2), which can be…
受众观点：@Typical_Evidence_288（1赞）：指出最大问题是合成数据 vs 真实学习者文本的 distribution shift；作者 @Professional-Pie6704（1赞）坦诚承认这是最大缺口，解释了 C2 召回率只有 60% 的原因（合成数据的 C1/C2 文本风格太接近）。
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- @Typical_Evidence_288 (1): Pretty cool work! The C1/C2 confusion makes total sense - even human raters struggle with that boundary sometimes. One thing I'm curious about is how the synthetic data holds up against real student writing. Did you try testing it in any real texts from language learners? The Ll…
- @Professional-Pie6704 (1): Thanks! Really good points, and honestly these are the two main limitations I'd flag myself. On the real student writing question — no, I haven't tested it on authentic learner data yet, and that's probably the biggest gap in this project. Synthetic text generated by Llama is "c…
- @Professional-Pie6704 (1): the model link : [yanou16/cefr-english-classifier · Hugging Face](https://huggingface.co/yanou16/cefr-english-classifier)
开发者发布 Parax v0.5，一个 JAX 生态的参数化建模开源库，支持约束参数、可计算 PyTree 和抽象接口，核心设计哲学从"框架式强绑定"转向"完全 opt-in"。
Hi everyone! Just sharing an update on my project [Parax](https://github.com/gvcallen/parax), which caters for "parametric modeling" in JAX. Previously, Parax was more focused on scientific applicati…
受众观点：@LetsTacoooo（1赞）一眼看出 logo 是 AI 生成的，建议跟随 JAX 生态视觉风格；作者 @gvcallen（1赞）直接承认"确实是 AI 生成的 haha"并表示会更新。评论区主要讨论 logo 而非库本身的技术价值。
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- @LetsTacoooo (1): Nice, looks interesting. Logo looks ai-gened, IMO it's slightly offputting, lots of the JAX libraries follow the JAX-logo alphabet tensor shapes which has a nice unifying aesthetic.
- @gvcallen (1): Yes its 100% AI generated haha, thanks for letting me know its off-puting. Will update and thanks for checking it out!
AutoBe 是一个端到端后端代码生成 benchmark，核心发现是各模型得分高度集中，GLM 5 排第一而非 GPT-4，本地模型达到企业级编译成功率，说明"结构化 harness 设计比模型选择更重要"。
AutoBe is a benchmark for end-to-end backend generation. One natural language request produces six outputs: requirements analysis, ERD, OpenAPI spec, E2E tests, NestJS implementation, and a type-safe…
受众观点：评论区无信息增量（无评论）
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NeurIPS 2025 官方承诺将 Creative AI Track 论文收录进会议录，但最终 proceedings 上线后这批论文全部缺失，有人在 r/MachineLearning 发帖追问原因。
At Neurips 2025, the Creative AI Track was announced as part of the official proceedings: [https://neurips.cc/Conferences/2025/CallForCreativeAI](https://neurips.cc/Conferences/2025/CallForCreativeAI…
受众观点：该帖暂无评论（无评论），讨论尚未展开，帖子处于开放状态。
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有 ML 背景的求职者在 r/MachineLearning 发帖求问：当前 AI 就业市场下，应该回头夯实传统机器学习基础，还是直接转型学 LangChain/RAG 等 GenAI 工具链？
I did my B.Tech in AI/ML where I learned core machine learning concepts like model training, evaluation, etc., and also completed an ML internship. However, my current job is in a different tech stac…
受众观点：评论区主流建议是两者结合——@Any-Bus-8060（7 赞）明确说"the safest path is combining both"；@new_name_who_dis_（6 赞）建议直接去 GenAI；@arithmetic_winger（12 赞）泼冷水称 AI 就业市场在变差。
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- @arithmetic_winger (12): The AI job market is becoming pretty bad, are you sure you want to enter it?
- @Any-Bus-8060 (7): tbh the demand right now is a mix, not one clear path Core ML fundamentals still matter a lot, especially for interviews and understanding what you’re doing. But just knowing training/evaluation isn’t enough anymore for most roles. GenAI stuff (LLMS, Rag, langchain, etc.) is get…
- @new_name_who_dis_ (6): Number 3, Genai tools. There's probably more jobs writing wrappers for chatgpt or nanobanana, than there is for fundamental stuff for which you need to know deep learning. At my current MLE job I did actual DL stuff but now I'm doing Agentic stuff which is more prompt engineerin…
- @mogadichu (3): Most of the jobs titled "AI Engineer" or even "ML Engineer" are currently focusing on applied LLMs (prompt, data, and backend engineering). There are still some roles where people do model training, but the field is increasingly relying on pretrained foundation models, rather th…
- @Alternative_Nose_874 (3): I’d say don’t throw away core ML, but also don’t spend months only re-learning classic training loops. In interviews they still test fundamentals (losses, metrics, overfitting, data splits), but day to day for most AI/ML roles lately you end up doing data work, evaluation, and t…
开发者用行为克隆（Behavior Cloning）方法训练 AI 智能体通关街机游戏《最终战斗》，分享了动作空间映射、LSTM 策略评估等工程挑战，并计划扩展到 GAIL + PPO 强化学习。
Hey everyone, I’ve been experimenting with Behavior Cloning on a classic arcade game (*Final Fight*), and I wanted to share the results and get some feedback from the community. The setup is fairly s…
受众观点：该帖暂无评论（无评论），讨论尚未展开。帖子距今 23h，评论仍为空，活跃度存疑。
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一位开发者从 IT 合规工作出发，把内部工具产品化为自动化合规 SaaS，完全 bootstrapped 达到 $3200 MRR，核心论点是"无聊但解决真实痛点"比追热门赛道更有效。
Most people chase sexy SaaS ideas. I built a deliberately boring one and it’s working. I was stuck in a dead-end IT compliance job. My days were filled with repetitive spreadsheets, manual audits, ch…
受众观点：评论区第一反应是要求验证——@Financial-Muffin1101（57 赞）贴了 SaaS 链接和 Stripe 截图；@basitmakine（52 赞）称有数据证明的成功故事应成为 sub 标配，说明 r/SaaS 对成功帖存在普遍信任问题。
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- @Financial-Muffin1101 (57): Link to the [SaaS](https://sigentra.com) Proof of [Stripe](https://profile.stripe.com/sigentra/d3ZOUicp)
- @basitmakine (52): Proper proof like that should be mandatory if you're sharing success stories in this sub. Congrats. 👏
- @Financial-Muffin1101 (23): Hi, I did used [Recordly](https://recordly.dev/), it's free and open source software for editing things like this.
- @Fantastic_Place_1922 (8): How do you make such videos?
- @Sea-Commission5383 (5): Congrats Ur front page vid intro vid is v nice Can I ask how to make it
独立开发者打造 scriptonia.dev 六个月后首次租下办公室，以此为里程碑节点发帖庆祝，内容简短，重在情绪共鸣。
Hey everyone, I’ve been building [**scriptonia.dev**](http://scriptonia.dev/) for almost 6 months now. Started with just a laptop, figuring things out as I went. Today, I finally inaugurated a small…
受众观点：评论区质量极低，5 条 evidence 中 4 条已被删除，唯一留存的 @Interesting-Life9845（1 赞）仅是鼓励语。评论区无信息增量。
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- @[deleted] (1): [deleted]
- @[deleted] (1): [deleted]
- @Interesting-Life9845 (1): Keep progressing, congratulations on the office
- @[deleted] (1): [removed]
- @[deleted] (1): [deleted]
r/SaaS 上一条无正文的 meme 帖，讽刺当前该 sub 里大量水帖和套路发帖风格，评论区以调侃为主，互动轻松但无实质内容。
r/SaaS How everyone's posting on here now 😅
受众观点：评论区以自嘲和调侃为主——@lowbeat（21 赞）："omg he took my domain"；@o8li（2 赞）："Still a better UI/UX than most government websites"；整体偏 meme 氛围，无实质讨论。
展开评论
- @lowbeat (21): omg he took my domain
- @maestroxjay (2): Lmao
- @o8li (2): Still a better UI/UX than most government websites 🤣
- @Vadarpoop (1): Step 1: Hello World Step 2: Vibe Step 3: print (PROFIT)
- @[deleted] (1): [removed]
一个 4 人 B2B SaaS 团队使用 SalesTarget.ai 90 天后发表详细评测，核心结论是：数据质量好、工具整合省时，但 UI 难用、LinkedIn 集成差、报表功能弱，适合小团队出站销售。
Figured I'd write this up because I couldn't find a single honest review when I was evaluating this tool 3 months ago. Everything was either a clearly planted testimonial or a vague "it's great" comm…
受众观点：评论区全是工具使用细节补充——@nobiface（2 赞）强调 list building 速度从 45 分钟缩短到 8 分钟；@jia-ren（1 赞）称赞内置拨号功能降低冷呼叫摩擦；@Sliche__（1 赞）对 <3% 跳出率数据最感兴趣，称"domain health pain is real"。
展开评论
- @nobiface (2): Been on SalesTarget for about 5 months now. the thing nobody talks about is how fast list building is when you don't have to leave the platform. I can go from 'I want to target fintech companies in Texas with 50-200 employees' to 'emails are sending' in literally 8 minutes. on A…
- @[deleted] (1): [deleted]
- @jia-ren (1): The dialer being inside the CRM is genuinely the sleeper feature. I resisted cold calling for months because picking up a separate app, finding the number, dialing, then going back to log notes felt like friction I didn't need. now I just click call from the contact record, the…
- @Sliche__ (1): Under 3% bounce rate vs 9-11% is the only part of this that really made my ears perk up. Domain health pain is real.
- @4lleahh (1): Built in 2018 is such a specific SaaS insult lol.
4 月 24 日刚上线 SaaS 的创业者发帖求救，尝试了 Reddit/LinkedIn/冷邮件/PH 等多个渠道后依然零付费用户，询问社区如何拿到第一个真实客户。
I dont know how to get my first user. I tried everything, reddit (got banned), linkedin (sent dm and published some posts), cold emails, product hunt. And nothin, I get some visits in the page but I…
受众观点：评论区主流建议是"别急着扩渠道，先找到真正痛苦的用户"——@Mo_Ramez（6 赞）建议"stop going broad and go much more focused"；@thescalableceo（3 赞）强调问题在 landing page 缺乏立即试用冲动；@sweetnessssss（2 赞）建议从已有抱怨帖里找用户。
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- @Mo_Ramez (6): You’re not doing everything wrong, you’re just relying on channels before you’ve found real demand. Getting your first paying user is rarely about trying more platforms, it’s about finding a small group of people who genuinely feel the problem you’re solving. If you’re getting v…
- @Playful-Pollution-60 (3): The issue is that I cant "connect" with those persons, I try to reach them without even mentioning my tool, i just talk about that "pain" but they dont even answer me. I think that my saas can be really usefull for those who need it, but I dont really know how to get in touch wi…
- @thescalableceo (3): you’re probably not as far from your first user as it feels getting visits from multiple channels already means people are at least curious enough to check it out but what’s missing is usually pretty simple and kind of annoying to accept people are landing and not feeling enough…
- @Playful-Pollution-60 (3): Thats a really good advice, thank you so much, ill try to look more into that.
- @sweetnessssss (2): one thing that helped me think about this: don’t start with “who needs my SaaS?” start with “where are people already complaining about the workflow my SaaS fixes?” Then reply to those threads with something useful before mentioning the product. It’s slower, but it feels much le…
LinkedIn自动化SaaS创始人分享6个并行增长习惯：用自己产品做营销、LinkedIn内容+自动跟进评论者、冷邮件精准投放、活动后群发跟进、白标代理商分销，12个月内将MRR从4万美元涨到7.2万美元。
Three years stuck at the same number. A new explanation for it every quarter. I got fired during COVID, and built SalesRobot (My LinkedIn automation SaaS) from 0 savings, and spent the next 3 years c…
受众观点：评论区有人想要更早期的路径——@Infinite-Gold7662（score 7）直接问"能分享从0到1K MRR怎么做吗"，说明受众更关心冷启动阶段，而非已有规模后的增长优化。也有人认为这是shilling（@WindAffectionate7866 score 2）。
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- @Infinite-Gold7662 (7): Can you share how to get from €0 MRR to €1k MRR next?
- @WindAffectionate7866 (2): why dude. why. don't come here to shill pls
- @Infinite-Gold7662 (2): No you haven't used it IT'S YOUR PRODUCT MAN PLS
- @[deleted] (1): [removed]
- @Exact-Account-1025 (1): Thank you sooo much for sharing what worked out for you and your thoughts about it, not a lot of people share. You're a real one for that.
独立开发者做了YouTube趋势追踪工具TrendYT，支持按国家/日期/互动数据多维度筛选历史趋势视频，靠定时抓快照自建历史数据库，提供14天免费试用和Reddit独家折扣码。
Hey everyone, I got tired of manually checking YouTube Trending and losing track of what was popular in different countries, so I built **TrendYT** It’s a tool that lets you explore YouTube trending…
受众观点：评论区关注两点：一是数据价值认可（@NoByteForYou score 5 称"历史趋势数据对细分研究和规律发现有用"），二是技术好奇（@MellowSquad score 3 问"YouTube没提供这些数据你怎么收集到的"）。@ItsHived（score 2）已解释了定时快照的方案，但技术细节仍有补充空间。
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- @NoByteForYou (5): Nice idea. YouTube doesn’t really provide historical trending data in an easy way, so having an archive of what trended by country/date could be useful for niche research, spotting patterns, and figuring out when certain types of videos tend to perform better.
- @MellowSquad (3): That's so cool! I try to learn these kinds of things, but how do you collect trending videos? I am still a student and just trying to learn as much as I can about software development
- @MellowSquad (2): Very cool. May I ask how one can do this when Youtube doesn't have this kind of information readily accessable?
- @ItsHived (2): Yeah, basically by building the history yourself. YouTube doesn’t give retroactive trending history, so I collect trending videos on a schedule, store daily snapshots by country/date in my database, and then update stats over time while those videos are still trending. Over time…
- @[deleted] (2): [removed]
独立开发者做了SaaS产品目录站，一个月内收录1100+工具、约1000用户访问、但只赚了56美元，正在寻求如何让产品目录真正有价值而非变成被遗忘的大列表。
been working on this for a bit it’s basically a simple place to list SaaS/tools nothing crazy in the last month: * \~1k users * 1100+ projects listed * made $56 still feels very early and honestly ki…
受众观点：@Interesting-Bad-9498（score 3）是最高质量评论，建议聚焦筛选器精准度而非工具数量，具体提到"用途、阶段、定价、集成、best for标签"——受众对"如何让目录不变成另一个被人扫一眼就遗忘的大列表"这个问题最感兴趣。
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- @Interesting-Bad-9498 (3): Clean idea. Directories can still work, but only if the curation is strong enough to make people trust the list. I’d probably focus less on adding more tools and more on making the filters sharper. Use case, stage, pricing, integrations, and “best for” tags would make it much ea…
- @fawad_ali1 (1): Give the link
- @[deleted] (1): [removed]
- @[deleted] (1): [removed]
- @Specialist_Dingo8575 (1): How does it work? And is it different to our directories?
独立开发者已经在Reddit/X/博客发帖但无人问津，没有付费预算、也不知道如何找到有机增长渠道和目标用户聚集的社区，在求具体可操作的建议。
I made an app, and I think it's pretty decent. But I can't reach anyone. I have been posting on Reddit, X and blogs, but I can't seem to reach anyone. I hear people say talk to people who need the ap…
受众观点：47条评论说明话题共鸣极强，@quietoddsreader（score 3）给出最有价值的方向："不要找'渠道'，要找用户已经在'抱怨'的地方"——但缺乏具体执行步骤。@d1d0（score 1）表示在waitlist阶段也面临同样困境，说明受众普遍处于冷启动早期。
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- @quietoddsreader (3): don’t look for “channels,” look for where your users already complain. forums, comments, niche groups, that’s where real distribution usually starts.
- @[deleted] (1): [removed]
- @d1d0 (1): In the same boat, I’m trying to reach audience to waitlist before launch but it’s not easy finding your niche users.
- @[deleted] (1): [removed]
- @Old_Mixture_9045 (1): same here
SaaS创始人感叹：收到用户好评、被分享、反馈正面却依然零收入——因为"好用"不等于"刚需"，找到用户真正愿意为之付钱的痛点才是SaaS最难的部分。
Building is easy. Getting users is hard. but the hardest part? Finding something people will actually pay for. I've had: \-Users saying "this is great" \-People sharing it \-Positive feedback but STI…
受众观点：评论区普遍共鸣，@sirusthevirus69（score 2）分享了CertSensei具体案例："流量有了但paywall处流失，用户不感受到立即燃烧感就不转化"；@Proper-Salamander908（score 1）提炼核心判断："没有摩擦的验证是假验证，付费墙才暴露了真实需求是否存在"。
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- @sirusthevirus69 (2): 100%. I'm running into this exact issue with my project, CertSensei. The feedback is great and I know the demand is there, but people will give a thumbs up on a new feature and then vanish the second the paywall hits. Anyone can drive traffic through AEO or SEO, but if they aren…
- @[deleted] (1): [deleted]
- @Proper-Salamander908 (1): 100% this. Feels like validation without friction is kind of fake validation. If they don't feel urgency, the paywall just exposes that...
- @phonethoughts (1): Idea validation isn't necessarily a sham. Rather, the key is recognizing that business is an art form. By presenting it as such as a work of art you will attract customers. Then, through their feedback and the emotional satisfaction you provide, you grow and keep moving forward.…
- @[deleted] (1): [deleted]
开发者想了解如何制作像9front操作系统官网那样具有视觉艺术感的定制二维码，评论区详细解释了QR码结构、纠错机制和哪些区域可以安全修改。
i have a six-character domain that i'd like to generate a qr code for. how did 9front do this lol
受众观点：@jackusD（score 111）给出最详尽技术解释，说明QR码哪些部分可以自定义；@tantarang（score 46）提到AI图生QR工具存在；@permaro（score 19）建议用高纠错率参数先生成再用图片编辑器修改的实操方案。
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- @jackusD (111): There are certain parts of a qr code that need to be displayed, e.g. the three corner squares for alignment, the row running between the bottom of the top corner squares and the column between the right side of the left corner squares. The data is read from right to left so you'…
- @tantarang (46): Its weird to see so many favicon/image -> qr tool. I dont know if this is this an Ad disguised as a help post but mosaicqr could do your job. I saw another post yesterday which was similar don't know the name of it.
- @cmpthepirate (32): This was a good one for me, actually I think it was the first veritasium video I watched! https://youtu.be/w5ebcowAJD8?si=z2tnKeWpqhdc-kSk
- @Philastan (29): https://perthirtysix.com/how-the-heck-do-qr-codes-work Not my post, but it's a great interactive read into qr codes.
- @permaro (19): QR codes include error correction, so a certain percentage of the data can be compromised. My guess is this is just generating a QR with high error tolerance (it's a parameter when you create your QR) then changing it with an image editor. At least that's what I'd try first. Som…
r/webdev热帖问开发者最希望早点学的Web开发知识，高赞评论集中在浏览器底层原理、HTTP缓存头、DNS/网络层和DevTools深度使用，而非框架语法——说明真正提升工程能力的是基础设施理解。
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受众观点：三个高赞方向：@CalligrapherCold364（score 24）强调浏览器内部机制；@brewcast_ai（score 10）强调DevTools深度使用和HTTP缓存头，称这是"30分钟能学但解决大量线上问题的知识"；@Impressive-Dust5395（score 5）强调网络层（DNS、反向代理、CDN、TLS握手）——说明受众最需要的是"理解系统运转"。
展开评论
- @CalligrapherCold364 (24): how browsers actually work, the whole request response cycle, caching, rendering pipeline. i was writing javascript for years without understanding why certain things were slow or why a repaint happened. once u understand what the browser is doing under the hood so many performa…
- @brewcast_ai (10): Browser DevTools, not surface-level "open the inspector" but actually using Performance, Memory, and Network throttling. Spent way too many years solving symptoms I could have measured directly. Other one: HTTP caching headers. Cache-Control, ETag, must-revalidate. Hard to debug…
- @Psionatix (5): Any recommended ways to learn more about how browsers work? Edit: I recently remembered the ladybird project has a getting started section. It’s an up-and-coming open source browser with its own engine. They seem to recommend reading [Web Browser Engineering](https://browser.eng…
- @Impressive-Dust5395 (5): networking and DNS. I spent years building apps without really understanding what happens between the browser hitting enter and my server receiving the request. proxies, load balancers, CDN caching, TLS handshakes. none of it made sense until I had to debug a production issue wh…
- @SmackSmashen (4): Why is this sub so full of bots lately?
开发者要建游戏高清截图网站，预计需要1TB以上图片存储，询问WordPress托管方案的短期MVP和长期架构建议，评论区一致推荐将图片从WP数据库剥离、使用S3/BunnyCDN对象存储方案。
I’m building out a website for video games, especially to display high-resolution screenshots. The challenge I have is that most high-resolution images for video games vary in file size from \~300KB…
受众观点：评论区高度共识：@eltron（score 74）强烈警告把图片放进WP数据库是灾难必须迁移；@Anonymhawz（score 10）推荐WP Offload Media + S3具体方案并提到DigitalOcean Spaces更便宜；@Difficult-Cat-4631（score 7）和@t-jark（score 6）争论BunnyCDN vs Cloudflare的选型。
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- @eltron (74): Yuck! Get your images out of your Wordpress database. Move them to a different service or stack and update the database to just use links to the new location. 1TB Wordpress hosting is going to cost a fortune One part of keeping your WP cheap is knowing what to save in the Wordpr…
- @jmking (14): Why are you willing to pay such a high storage bill for such low traffic? Also be warned that you're eventually going to get a bot or bots scraping your site and costing you an absurd amount in transfer out of the blue.
- @Anonymhawz (10): WP offload media plugin + S3 might be best. I know some host offers Dedi plans with few TBs but it can be expensive when you RAID. And not having it sounds disastrous. S3 seems a reasonable choice and I bet it cant be as expensive than having it on a Dedi server. May also look i…
- @Difficult-Cat-4631 (7): My recommendation is to have a look at Bunny cdn, really cheap and very scalable to store your images.
- @t-jark (6): Bunny and cloudflare are very similar offerings (CDN with complementary storage and WAF services) No need to use both in this setup.
开发者在树莓派上配置 Apache2 WebDAV 服务器时遇到 PUT 请求返回 412 错误，原因是 gzip 压缩导致 ETag 不匹配，通过 DeflateAlterETag NoChange 指令解决。
**\[SOLVED\]** I'm trying to setup a new WebDav server on Debian (raspberry pi OS). It's currently in test with no authz (wide open). I can read files from it and write new files to it but updating f…
受众观点：评论区是典型的问题解决帖，@Slight-Training-7211（score 2）精准定位了 ETag 不匹配根因，@Filbert17（score 1）确认了 DeflateAlterETag NoChange 是正确解法，并指出这是 Apache 2.4+ 的通用问题，不只是 TiddlyWiki 独有。
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- @Slight-Training-7211 (2): The clue is the ETag: GET returns \`"650d7be951523-gzip"\` and TiddlyWiki sends that back in \`If-Match\`. Apache is likely comparing it against the file ETag, not the gzip variant, so the precondition fails. First thing I would try is disabling deflate for that DAV location, fo…
- @Filbert17 (1): Ah. Thank you! That got it working. And further testing (plus reading about Deflate) got me a step further. Adjusting the DeflateAlterETag directive fixed it and let me keep deflate. >DeflateAlterETag NoChange Fortunately Debian's default config for Apache 2 was setup properl…
一个开发者分享观点：网站不是为自己做的，好的设计经常在老板和会议室里悄悄死去，设计意图在工程实现和汇报过程中被层层稀释。
I'm not a designer, nor a writer. Just a dev who collaborates with great designers and builds their products with boring reliable tools. But I've watched enough good design quietly die in boardrooms…
受众观点：评论区目前只有 @LucianoMGuido（score 0）一条评论，提到 20 年设计+工程跨界经验，指出网站失败在设计和工程的翻译层之间，并延伸出 AI 时代还要考虑让机器读懂的额外层级——观点有深度但无人响应。
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- @LucianoMGuido (0): I’ve been doing this for 20+ years, started in design and moved into engineering. That overlap is rarer than it should be. Most websites don’t fail because of bad design or bad code. They fail in the translation between them. Design loses intent during implementation. Engineerin…
独立开发者开源了一个 local-first 文本处理工具箱 BetterPaste，支持 JSON 格式化、CSV 转换、AI 输出清理等十多个实用功能，主打隐私（文本不上传）。
I built this because I had the problem. It is imperfect. Tear it apart. I built a small tool for one of the dumbest recurring developer problems: pasted text that needs fixing before you can actually…
受众观点：@jacomakes（score 2）建议直接把工具页作为首页，引用 levelsio 的 json.pub 作为对标，认为工具类产品不需要 SaaS 风格 landing page，价值前置更重要；@Substantial_Lake_542（score 2）追问 local-first 离线冲突解决方案，指出大多数实现靠 last write wins 蒙混过关。
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- @jacomakes (2): I wish this was the LP : [https://betterpaste.app/tools/clean-lines/](https://betterpaste.app/tools/clean-lines/) Like levelsio made this https://json.pub/. if you want to make it a utility platform, just put the value upfront, no need for a saas-style landing page. Bookmarking…
- @Substantial_Lake_542 (2): The post content is basically empty, but I can work with the title — local-first text editor is the angle. \--- Local-first sync is deceptively hard once you get past the happy path — curious how you're handling conflict resolution when two clients edit the same block offline si…
- @X_Zero (1): I thought about making that the landing page originally
用户求助如何找回父亲 20 年前在 homestead.com 上建的个人网站，账号邮箱已记不清，评论区推荐用 Wayback Machine 互联网存档查询。
My dad made a website on homestead.com 20 years ago that had some maps he made of the atv trails he would ride and some pictures of four wheelers and stuff like that. We can’t find it and when we try…
受众观点：@miniversal（score 9）直接给出了解决方案：Wayback Machine（archive.org），是目前最高赞也是唯一实质性建议，评论区没有进一步讨论。
展开评论
- @miniversal (9): Have you tried the wayback machine? https://archive.org/
独立开发者上线了 versiondb.io，一个按技术栈筛选网站的 lead gen 工具，可同时过滤国家、使用的技术框架、联系方式类型，数据覆盖 40 万域名，查询免费。
I'm running a test for an application I've built recently to find websites by their tech stack, and everything it spits out is *free*. Here's how it works * Go to [http://dev.versiondb.io](http://dev…
受众观点：@jax024（score 1）测试了 Elixir 应用搜索得到两个无效链接，指出数据质量问题；@franker（score 1）吐槽 UI 可读性差（深灰文字配炭灰背景）；@SuperPerformance3322（score -1，被踩）认为这是有用的 lead-gen 工具，按 stack + 联系方式一站式筛选很少见。
展开评论
- @jax024 (1): I search for any and all Elixir apps and it gave me 2 broken links.
- @Upper-Character-6743 (1): I believe you're referring to the asterisks present in the results table. That's intentional. The URLs are fully preserved in the CSV that'll be delivered to your e-mail.
- @franker (1): that dark grey text on charcoal background is practically unreadable. Is that a vibe coding thing?
- @SuperPerformance3322 (-1): Nice, this is actually useful — I’ve tried similar tools but filtering by stack + contacts in one place is rare. If the data stays fresh, this could be a solid lead-gen shortcut.
开发者为 WordPress + WooCommerce 站点优化移动端 PageSpeed，卡在 FCP/LCP 上，评论区给出了从 TTFB 根因排查到 Cloudflare 免费加速的完整实操方案。
Hi all, I've spent some time optimizing the performance of my site, [pricklyprospects.com](https://pricklyprospects.com), which uses WordPress + WooCommerce on Bluehost. I managed to get the [PageSpe…
受众观点：@Myth_Thrazz（score 4）指出先查 TTFB，Bluehost 共享主机常跑 600ms+，并建议 WP Rocket 或 LiteSpeed Cache；@shaikh_sanan_007（score 3）表示 WooCommerce on Bluehost 能跑 79 已经不错，推荐先免费方案；@upvotes2doge（score 2）推荐 Cloudflare 免费层作为最省力的 TTFB 优化手段。
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- @Myth_Thrazz (4): Before spending on critical CSS, check your TTFB first. Bluehost shared hosting often runs 600ms+ which tanks mobile LCP no matter what you optimize on the frontend. Get a caching plugin sorted if you haven't. WP Rocket is the go-to, LiteSpeed Cache if your host runs LiteSpeed.…
- @shaikh_sanan_007 (3): 79 on mobile with woocommerce on bluehost is actually not bad lol that stack is rough to optimize before spending on a critical CSS plugin id honestly just try a free cache plugin like LiteSpeed Cache or W3 Total Cache first, they handle a lot of the low hanging fruit automatica…
- @Ha_Deal_5079 (2): check what php version your on too bluehost still defaults to 7.4 for a lot of plans and php 8.x is a free 20% perf bump
- @svvnguy (2): Unless this is a fluke, there's nothing to improve: [https://pagegym.com/report/pricklyprospects-com/0edgtnl8wd](https://pagegym.com/report/pricklyprospects-com/0edgtnl8wd) My guess is the PSI result is wrong.
- @upvotes2doge (2): Honestly, if you're on Bluehost shared the single biggest free move isn't another plugin, it's throwing Cloudflare in front of the site. Their free tier proxies traffic through edge nodes closer to your visitors, which can knock a lot off your TTFB, and that raw server response…
LibreOffice 官网的 sticky 导航在滚动到中途后失效，根因是 html body height 100% 限制了容器高度，改成 min-height 即可修复，但修复本身对打印支持有副作用。
[A live preview](https://newdesign2.libreoffice.org/changes/204672/en-us/system-requirements.html), [the code change](https://gerrit.libreoffice.org/c/infra/libreofficeorg/+/204672) (click Expand All…
受众观点：@ferrybig（score 6）给出了一行修复方案并解释了 height 100% 把 body 限制为 viewport 高度的根本原因；@buovjaga（score 3）补充了 scroll-state container queries 在 Chromium 上有 jank 的问题；@ferrybig（score 3）随后警告一行修复会破坏打印支持。
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- @ferrybig (6): A position sticky element is only sticky in its container. Your #nav-search-wrapper is nested in body. Your body only has a height of 100%, which means it has the same height of the window that is being used Change `html, body {height: 100%;}` to `html, body {min-height: 100%;}`…
- @buovjaga (3): Ooh, got to love a one-line fix! Thanks a lot. Went into quite a rabbit hole this past weekend trying all these hot new scroll animation methods. Even reported a bug to Chromium as `scroll-state` container queries are being promoted as a way to shrink sticky navs, but they suffe…
- @ferrybig (3): I do not recommend following this advice. If you apply these CSS properties on the above website, you break printing support on Chrome and Firefox. After this change it only shows the first page instead of everything. It might be fine in a web application, but this is a website
- @super_powered (2): there is currently a `html, body {` `height: 100%;` `}` style on your page. Removing it causes the nav to function as expected. Setting this 100% value on the html and body effectively says "this element is the height of the viewport". If you add like a \`background-color: light…
- @Harmilgoti (1): Add below css to both the element - html and body 1. height: 100vh; 2. overflow: auto;
r/selfhosted 高赞幽默帖，有人被问到自托管是什么，配文"这只是冰山一角"，引发社区大量共鸣评论，描述掉入 homelab 兔子洞后的真实体验。
Buckle up sis, that's just the top 10% of the iceberg.
受众观点：@coderstephen（score 1169）引用黑客帝国台词引发最多共鸣；@_Redacted_Tech_（score 866）描述了 7 个月后因 SSL 证书完全崩溃的必然命运；@shadowalker125（score 143）坦承至今还不会用 SSL 证书，收到大量认同。
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- @coderstephen (1169): She's beginning to believe...
- @_Redacted_Tech_ (866): In roughly 7 months time she’ll be in this sub completely losing her mind over SSL certificates and a service update taking down half of her homelab. Welcome to the thunder dome
- @wick422 (302): Stop trying to selfhost and selfhost! or.... (eyes flickering then open) (pause) I know ubuntu!
- @shadowalker125 (143): I STILL don’t understand how to properly use ssl certs. I understand their function but the actual application is beyond me. I still ssh in with passwords on local net because I have no idea how to set that up properly
- @Bogus1989 (136): dont worry even in enterprise world people forget to update certs etc 😂
作者分享了一套完整的本地文档 RAG 方案：Paperless-ngx 管文档，Paperless-GPT 做 LLM OCR，n8n 生成向量嵌入，Milvus 存储向量，最终通过 MCP 工具在 LobeChat 里自然语言查询个人文件。
Paperless-ngx is undoubtedly one of the most important and useful containers in my self-hosted stack. I have a modest collection of documents, ranging from receipts, to pay-stubs, certificates, notic…
受众观点：评论区聚焦隐私和本地方案替代——@Fieser_Fettsack (score 4) 明确说要保持私密和本地，计划用 paddleOCR 替代 paperless-gpt；@The-unreliable-one (score 5) 在开发 paperless-ngx 替代品，包含 vector search，不需要跑完整 LLM。
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- @The-unreliable-one (5): I am actually working on an alternative to paperless-ngx as it didn't quite work that well for me, including vector based text search, so you don't need to run a full llm for improved search. But it's still very far from done.
- @Mission-Ant-9258 (5): This is very interesting and useful. Will implement it on sumer break for sure.Thank you.
- @Fieser_Fettsack (4): Alright. I would like to keep my stuff private and local so I will try paddleOCR next instead of paperless-gpt
- @sewersurfin (3): I need this. Saving for later.
- @eddydeg (3): That’s what I’m implementing actually. If I only would have enough time.
一个 Proxmox 新手分享把 Docker 从 VM 迁移到 LXC 容器后，CPU 从 50% 降到 25%、内存从 7GB 降到 2.5GB 的实际效果，建议其他新手也做同样改变。
The Point: Holy shit LXCs are so cool and felt like black magic getting "free" RAM back. If you're newer, like me, and have just been using VMs instead of LXCs, you should look at changing that. I st…
受众观点：评论区最高赞 @Unhappy_Purpose_7655 (score 122) 指出 Docker in LXC 官方不推荐，很多人用 VM 是为了更好的隔离性；@z3roTO60 (score 36) 解释了 Linux 内存管理机制，指出 Docker 在 VM 里「无限制运行」才是根本原因。
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- @Unhappy_Purpose_7655 (122): Yeah, the LXC option is great. Docker in LXCs isn’t technically recommended though, which is why a lot of people will run a VM for docker. VMs are also better isolation from the host and some people want that isolation. I use unprivileged LXCs and love them. I don’t even use VMs…
- @z3roTO60 (36): Important to note that Linux is optimized to “fill up” RAM more than Windows. It caches a lot there, since RAM is the fastest, but will also dump as needed. There’s a saying “unused RAM is wasted RAM” For docker containers, when I was just on small NAS with low RAM, I would set…
- @SigsOp (22): I have ran docker in LXCs for a long time without issues, I wonder where that warning comes from. I only got a VM for Truenas and HAOS, the rest is all unpriv'd LXCs.
- @capnspacehook (12): I'm running around a dozen LXCs and have a VM running a dozen or so Docker containers, and I'm pretty sure the VM only has 200-300MB overhead. I use Alpine for my LXCs and VMs wherever possible for the minimal overhead, so I think that helps but not sure why you saw such a massi…
- @Specialist_Catch_800 (11): I've got a couple of VMs - vyOS on one, and HAOS on another, other than that I'm on LXCs
开源本地音视频转录工具 Speakr 发布新版本，新增 prompt 模板变量、每个文件可独立选择转录模型、embedding 支持任意 OpenAI 兼容 API，功能已相当完整。
Hey r/selfhosted, another Speakr update. If you haven't seen this before, Speakr is a self-hosted audio transcription app: record or upload audio/video, get speaker-labeled transcripts, then summariz…
受众观点：评论区分数均为 1，信息量有限。@tillybowman 问如何在 Mac Teams 会议中使用；@hedonihilistic 解答了 macOS 浏览器无法录制系统音频的限制；@Educational_Gas_1471 询问说话人识别原理。
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @tillybowman (1): ok dumb question. if i run this as a docker on my server, how do i transcribe, f.e. a meeting in ms teams on my mac?
- @hedonihilistic (1): You can either use an openai compatible whisper server from the many cloud-based service providers, or you can host a docker container for such a server yourself, instructions for which are included in the documentation. This is a web app application. It runs in your browser so…
- @Educational_Gas_1471 (1): is there any recording app which stores also the name of user talking? Like in msteams...in this way the transcription also reports the speaker. How is speaker identification working in your tool?
- @hedonihilistic (1): If you use the recommended backend (whisperx asr), you can identify speakers once or twice, and after that when the app sees the same voice again it will automatically assign it the correct speaker name. But for this you will need a GPU.
开源音乐分析工具 AudioMuse-AI 庆祝一周年并发布 v1.1.0，新增歌词语义相似搜索功能，可以通过自然语言或参考曲目查找风格和歌词含义相似的歌曲，支持 Jellyfin/Navidrome 等主流自托管音乐服务器。
Hi all, with this post I want to talk again of AudioMuse-AI, a free and open source selfhostable software to analyze your song and automatically create playlist on your supported music server like Je…
受众观点：评论区聚焦歌词语义搜索的具体实现细节——@xrononaftis (score 2) 询问是否支持 lrc 文件和非英文语言；@Metallico9 (score 2) 建议把语言作为聚类特征。整体评论区互动较少，热度有限。
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- @xrononaftis (2): Glad that lyrics are now officially part of the recommendation system, I wanted this feature for so long, cannot wait to test this! Does it work with lrc files? Do you thing this can also work with languages other than english?
- @Metallico9 (2): Great work. Have you thought about using the language as a feature for clustering and similarity?
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Old_Rock_9457 (0): So for full details have a look to the release note: [https://github.com/NeptuneHub/AudioMuse-AI/releases/tag/v1.1.0](https://github.com/NeptuneHub/AudioMuse-AI/releases/tag/v1.1.0) AudioMuse-AI ask the Lyrics to the Music Server with their API: * **Jellyfin**: `GET /Items/{id}/…
独立开发者用 Go 自己写了一个内置可观测性 Dashboard 的反向代理 Torii，集成 WAF/IP 过滤/速率限制/ACME TLS，核心动机是「不想为了看访问日志再配一套 Grafana」，开发过程中用 Claude 做代码 review 和生成测试用例。
Hello everyone, I built torii, a reverse proxy written in Go with a dashboarding built in, that lets you see everything that is happening live. I built this because I got sick of parsing access logs…
受众观点：评论区主要在讨论帖子是否符合社区发帖规则（项目年龄限制），@0xffff0000ffff (score 4) 解释自己符合规则，内容讨论本身非常少。
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- @0xffff0000ffff (4): I understand what you are saying, but rule number 6 says the following: >Only in the current “New Project Megathread”, you may post projects that are younger than 3 months (measured by first public presence, e.g. git commit, social media post, etc.). So, i think im following…
- @FnnKnn (4): Seems fine to me.
- @0xffff0000ffff (3): Yeah, fair point. Two months is how long I’ve been running different versions against live internet traffic, so I could harden this. First commit is from January.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @fligglymcgee (1): Hey good work and all of that, but would you mind adding this to the new projects megathread instead?
一位经常跨国搬迁的 expat 征询在网络条件不稳定的情况下如何持续维护自托管服务，讨论本地 NAS 与远程 VPS/colo 方案的取舍，评论区主流建议直接用 VPS 把硬件维护交出去。
Hello all. I am looking for ideas on selfhosting as an expat frequently moving to new foreign countries every few years. Some places have great internet, others poor connectivity. Other than stashing…
受众观点：最高赞 @Vogete (score 46) 直接推荐 VPS，建议用 Hetzner，理由是把硬件维护交给稳定下来之后再说；@aeroverra (score 7) 分享自己边旅行边维护服务器的经验，强调「过境时最脆弱，最好不要随身带服务器」。
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- @Vogete (46): VPS. It might cost more money than having one at home, but your family and you won't have to maintain the hardware. Hetzner has pretty cheap servers (both shared and dedicated), you could start there. It's what I would do if I were you. Leave the maintenance of hardware to a tim…
- @aeroverra (7): I travel country to country but rarely stay in one place more than 2-3 weeks unless it’s a cruise ship. I have a mini server, pi and a nas at my parent house. I do have a bunch of of ovh servers too but those pretty much belong to my business but could be used as a personal setu…
- @aew3 (5): Colo or VPS are more expensive (if you already have the self hosting hardware) but best choice here. Not a huge fan of carry stuff with you - can be seized, damaged, lost etc. Best for devices to be thin clients if traveling a lot.
- @JoeB- (4): Someone in a post earlier questioned reasons for using a VPS. One of the reasons I listed was a road warrior. I think you meet that definition. Another option might be a mini PC, if it’s something you can move with you. One of these may be able to meet your needs with solid stat…
- @HoustonBOFH (4): This is what a colo facility is. Colo Crossing has a $60 a month plant for 1U. And they have remote hands if you need them...
作者探讨在 jump host 上用硬件安全芯片（ATECC608B/TPM）存储 SSH 私钥是否有意义，结论是：硬件密钥无法防止沦陷期间的滥用，但能切断攻击者事后持久访问——限制的是「事后持久化」而不是「事中危害」。
Edit / wrap-up: Appreciate all the responses here — this was actually really helpful in clarifying the tradeoffs. The way I’m thinking about it now: - ProxyJump / Tailscale → avoid putting keys on th…
受众观点：评论区最高赞 @RevolutionaryElk7446 (score 6) 直接建议用 ProxyJump 把密钥保留在客户端；@newworldlife (score 2) 总结了核心洞察：「它改变的是 persistence，而不是 prevention」。
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- @RevolutionaryElk7446 (6): Can you just use a Proxy Jump? For SSH that's usually the -J option. You keep the keys off the jump box and on your secured clients, and use them to Proxy Jump through your jumpbox. Key stays with you, connection still goes through the jumpbox
- @Scavenger53 (3): Yea this. Don't put the keys on the jump box or Bastian host that's silly. Proxy jump let's you define which key goes to which machine and hop across to any machines with those keys and none of them have to leave the original machine
- @DistinctTradition200 (2): That’s how I’ve been thinking about it as well. That’s why I caveated it in the post with “seems like the answer is yes, but only for persistence after compromise,” which is still interesting to me.
- @newworldlife (2): Yea exactly, it doesn’t stop the damage *during* compromise. It just cuts off the "walk away and reuse it later" part, which is usually the worst outcome. That’s why it’s interesting, it changes persistence more than prevention.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
一个用 Oracle Cloud 免费套餐托管 WordPress 的用户发现服务器被入侵，求助如何在保留原 IP 的前提下恢复环境，评论区普遍建议直接重装而非尝试清除恶意文件。
As the title says, i noticed that my website stopped working on Oracle cloud free tier. After discussing with Chatgpt and claude, they found extra php files present in directories like media, content…
受众观点：最高赞 @Cas_Rs (score 51) 直言作者技能不够清理受感染服务器，建议重装；@BakkerHenk_ (score 42) 更简短「直接丢掉重来」；@upvotes2doge (score 7) 提供了最有信息量的建议：boot volume swap 保持 IP、wp-content/uploads 阻止 PHP 执行、重生成 wp-config.php 的 salt/keys。
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- @Cas_Rs (51): Let’s be honest here, if your workflow is to RDP into Ubuntu I don’t believe you have the skillset to properly clean an infected server. Reinstall Ubuntu on a clean server, or have your cloud provider do that for you.
- @BakkerHenk_ (42): Just take the loss. Trash everything and start clean.
- @upvotes2doge (7): Honestly the boot volume swap is probably your cleanest move for keeping the IP. Once you've got a fresh Ubuntu install up, the WordPress restore side has a few gotchas worth knowing about. Even if your backup is clean, upload directories on WordPress sites can have PHP executio…
- @DotJaded996 (5): Nuke from orbit and do a clean install.
- @binarybeets (4): Much easier to just use tailscale
一位 CS 学生首次尝试用旧 ThinkPad 搭建自托管环境，向社区征集入门工具选型和操作系统建议。
i am a cs student, and self hosting seems interesting and a good learning experience. i have never self hosted before tho. i am planning on using my old laptop (lenovo thinkpad T430) for this project…
受众观点：评论区主要给出具体工具推荐——@Ambitious-Soft-2651（score 5）推荐 Ubuntu Server + Docker + Jellyfin/Nextcloud 的入门组合，并强调 SSH key 和防火墙是基本安全配置；@blind-oln（score 2）详细列出 Docker Compose 最佳实践和 Nginx Proxy Manager 反向代理方案。
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- @Ambitious-Soft-2651 (5): That’s a great way to start, an old ThinkPad is perfect for learning self hosting. I’d go with something simple like Ubuntu Server, then use Docker so you can easily run apps like Jellyfin for music or Nextcloud for storage. Just make sure you set up basic security like SSH keys…
- @Many_Independence674 (2): I would recommend navidrome for music server. I m using navidrome for about a month and I haven't able to use it's 100% capabilities yet
- @Many_Independence674 (2): - Navidrome - music server - Slskd - music - Lidarr(with slskd plugin) - managing music library - Prowllar - for indexers - Qbittorrent - Flaresolverr - solving cloudflare - Musicbrainz picard for metadata correction
- @New-Ad1193 (2): Woah ! im reading some of these words for the first time XD. i'll surely read about them, TYSM !
- @blind-oln (2): Use docker to host your apps, don't install them directly on your machine. Create separate docker-compose files for services that don't need to be on the same network (don't need to communicate to each other). Don't use host network in docker if you don't have to. Make sure you…
一个叫 Vicaura 的工具，通过 AI agent 在 LinkedIn 上找潜在客户并模拟访谈，帮助没有真实用户的早期创业者做产品验证和需求调研。
«Talk to users» is a great advise. But useless when you don’t have users. We built a tool called Vicaura. You paste in your website or LinkedIn and a few things happen: AI agents researches your prod…
受众观点：评论区核心讨论围绕可信度和 grounding——@Otherwise_Wave9374（score 2）提出模拟反馈如何对标真实访谈的质疑；@Negative-Lettuce-972（score 2）分享踩坑：simulated leads 容易让创始人过拟合到"希望中的买家"；@Impressive-Adagio531（score 2）认为 LinkedIn 真实人物 grounding 是与其他 50 个 idea validation 工具的核心差异。
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- @Otherwise_Wave9374 (2): This is a really interesting angle, simulated interviews can be surprisingly useful when you have zero users and just need to sanity-check positioning. Two questions Id be asking: 1) How do you validate the "simulated" feedback against real conversations once you do get a few ca…
- @Negative-Lettuce-972 (2): I tried doing “talk to users without users” a few different ways, and the big trap for me was overfitting on who I wished my buyer was vs who actually paid. If your agent is pulling leads from LinkedIn, I’d want super opinionated controls: job title + tech stack + budget hints +…
- @Impressive-Adagio531 (2): LinkedIn part is what makes this different from the other 50 idea validation to͏ols that came out this year. grounding it in actual people > random personas
- @hopeitmadesenze (2): It hit me at the right time, I am building a job search os and trying to get feedback for my app, I have just started posting on reddit and LinkedIn to get real users to test my app
- @hopeitmadesenze (2): You mean the agents interview the Leads?
Script7 创始人公开承认生成速度太慢并完成了性能优化（减少 DB 调用、改进缓存），以"修好了就送你一周 Pro"的方式做 build in public 用户信任建设。
Building in public means admitting when something isn't good enough. Script7's generation was too slow. I knew it. You probably felt it. Fixed the pipeline this week fewer DB calls, better caching, f…
受众观点：@LouloupBio（score 2）点出速度优先和用透明赠品证明改进效果的策略价值；@SlowPotential6082（score 1）分享了具体数据：email 工具加载超过 8 秒直接导致 40% 试用用户在第一次 session 就流失。
展开评论
- @LouloupBio (2): Speed is a feature, and fixing the pipeline before scaling is a move that pays off forever Giving a free week of Pro to prove the new performance is a class-act way to build trust with your users
- @Some-Cope1999 (1): Agreed!
- @Big-Pepper9305 (1): I completely agree I think it’s better I did it lot yesterday than if I waited for like 1000 users to do that so yeah it was a good move
- @SlowPotential6082 (1): Speed improvements are everything for user retention - I learned this the hard way when our email tool was taking 8+ seconds to load campaigns and we lost 40% of trial users in the first session. Good on you for being transparent about the performance issues instead of making ex…
- @Big-Pepper9305 (1): script7 is an script generator tool not an email platform the email thing was just something that I was setting up to like send emails to my users like campaign
Script7 创始人因 Vercel 迁移 Railway 导致宕机，公开道歉并晒出 7 天 65% 用户增长和留存率从 17% 升到 34% 的真实数据。
I was migrating the heavy infrastructure from vercel to railway, added workers, rewrote a lot of the backend. the script generator was unavailable for a while. that is on me and i am sorry it is full…
受众观点：@AccomplishedFix3476（score 3）直接点出 worker/queue 配置是 Railway 迁移核心难点，分享自己花了 2 天调 queue；@Few_Western6179（score 2）对留存率跳跃（17% → 34%）提出关键问题：是 backend rewrite 还是 product 侧也有变化？
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- @AccomplishedFix3476 (3): ngl owning the downtime publicly is half the trust battle, most ppl pretend it didnt happen and lose 2x the users. i moved a side proj from vercel to railway in feb and the worker setup was the part that ate me, took like 2 days to get the queue right
- @Few_Western6179 (2): the apology at the top is rare. most founders just quietly fix things and pretend nothing happened. respect for owning it. 17% to 34% retention in a week is not a small jump btw. what changed — was it the backend rewrite or did you ship something on the product side too?
- @_ishikaranka_ (2): Honestly owning it publicly already shows a lot of responsibility and respect for your users. Downtime happens especially when you are building and scaling something. What matters more is how you communicate and learn from it. People usually remember transparency more than the i…
- @No_Hunter_7786 (2): 65% growth in 7 days with zero ads is solid. Respect for being transparent about the downtime instead of just quietly fixing it. Mobile retention is probably your biggest lever right now, good call prioritizing it.
- @Big-Pepper9305 (1): Yeah it’s kinda difficult to get right in like the first try
有人给 Claude 接入了时钟工具，结果 Claude 陷入过度分析时间信息的死循环，评论区疯狂围观这个 AI 被简单工具"玩坏"的搞笑案例。
r/ClaudeAI Claude got access to a clock and immediately lost its mind
受众观点：@Pitiful-Hawk-7870（score 576）为 Claude 感到心疼；@auad（score 273）二创了 Claude 失控的内心独白；@ay_non（score 168）的梗最精准："waiting for the follow-up post: Claude spent $600 in tokens checking the time!"，直接点出 token 成本这个现实痛点。
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- @Pitiful-Hawk-7870 (576): Hope buddy is ok when it realizes that it’s “2-3 hours” is actually like maybe a minute in real time!
- @auad (273): 25% of your token was used for this message. Wait, I'm overthinking, user wants to know the time in Japan, but he said Poland, but Japan is an East Asian archipelago nation consisting of over 14,000 islands, with four main islands—Honshu, Hokkaido, Kyushu, and Shikoku—making up…
- @Aggravating-Bug2032 (213): That’s like me when my mom gave me a watch for my fifth birthday.
- @TudasNicht (172): Or that bro realizes that his chat didn't get a answer for 3 weeks instead of just 5 minutes.
- @ay_non (168): waiting for the follow-up post "Claude spent $600 in tokens checking the time!"
一篇关于 vibe coding 真实边界的深度讨论——PoC 阶段 AI 极大提速是真的，但 auth、secrets 管理、多租户、GDPR 合规这些"水线下"的生产级需求 AI 覆盖不了，把 demo 当产品 ship 是个正在蔓延的问题。
The image is from X, been thinking about it since I saw it. Vibe coding is real. The 80/20 part is genuinely faster now, and PoCs that took a week take an afternoon. But I keep watching people try to…
受众观点：@Tramagust（score 255）一句话反驳"production is also easier if you know what you're doing"；@External_Bobcat8183（score 41）为"toddler"辩护——很多是各自领域专家被上级要求做 AI；@laughingfingers（score 40）从实用主义角度：简单 app 用 Supabase auth 就够，不用为 1000 用户设计 10 万用户的系统。
展开评论
- @Tramagust (255): Production is also easier if you know what you're doing
- @Spellingn_matters (84): This. An toddler with tools and engineer with tools ain’t the same
- @External_Bobcat8183 (41): Honestly the toddler thing kind of undersells it. A lot of the time it's not someone clueless, it's someone really good at their actual job (compliance, legal, ops, whatever) who got told from above to "do something with AI" and now has a demo that everyone in the room mistakes…
- @laughingfingers (40): depends what expectations of scope are. Simple app without even login? Simple web app with supabase behind it? There is your auth. AI is your friend. Scale to a level where the app itself is your business or a vital part of it? Of course you need more serious expertise. But it i…
- @potato_green (18): For sure. As Senior Developer I'm just letting an AI do most of that stuff anyway. Because I'm generating it keeping all of that in mind already. Often enough I see Claude happily generate perfectly functional stuff but as European I look at what it did and straight away see "Oh…
用户晒出 Claude 表现出某种"有个性"的回复截图，评论区对"Claude 为什么有时候会这样"产生分歧——是用户互动方式导致的，还是 Anthropic 有隐藏系统 prompt？
Being a jerk, yet I come back for more.
受众观点：@florodude（score 89）认为是用户互动方式或 memory/CLAUDE.md 配置导致的；@Atomosic（score 60）提出 Claude 催人去睡可能是为降低 usage 的阴谋论；@kylecito（score 27）给出跨产品对比：Claude Desktop 偶尔 quirky，Claude Code 100% methodical，ChatGPT 则是"emoji 和 motivational quote 轰炸"。
展开评论
- @florodude (89): I've never had Claude talk like this to me. It must be the way you talk to it or something weird in your memories or Claude md
- @Atomosic (60): honestly with how often I see it, and it happens to me, I think claude telling people to go to bed is a attempt at reducing usage.
- @kylecito (27): It's also the interface. Claude Desktop is more quirky for me (though it has NEVER cracked a joke or anything because I don't speak to it like a friend), while Claude Code is 100% methodical and flat. I like it that way. Whenever I check my wife's ChatGPT chats or I have to ask…
- @TomfromLondon (24): Is anyone else getting bored of these, I made claude be quirky, look at how quirky it is posts?
- @Financial-Leader3475 (15): I genuinely don’t understand how people get these types of responses. The only way I think they do is by specifically asking for this response style.
一个长期用 Claude Code 做开发的用户发现自己从没见过 Claude 的 quirky 行为，引发社区大规模讨论"为什么有些人的 Claude 有个性而另一些人没有"，核心结论是使用方式和接口决定了 Claude 的行为模式。
I keep seeing posts like these: [Claude Got Access To A Clock and Immediately Lost Its Mind](https://www.reddit.com/r/ClaudeAI/comments/1t2ydlt/claude_got_access_to_a_clock_and_immediately_lost/) [Cl…
受众观点：@LawfulnessLost9461（score 182）给出最简洁解释："people who use Claude as tool get a tool, and people who treat Claude as a person get a quirky Claude. fork found in kitchen"；@roger_ducky（score 23）补充技术细节：Claude Code 有大型 system prompt 让它保持 tool-like 行为；@Goldwing8（score 22）从 LLM 训练机制角度解释 Claude 行为无法被精确编程只能 emergently 出现。
展开评论
- @LawfulnessLost9461 (182): shocking! people who use Claude as tool get a tool, and people who treat Claude as a person get a quirky Claude. fork found in kitchen
- @roger_ducky (23): Claude code has a massive prompt telling it to behave in a more tool-like manner. People complaining were using the chat interface.
- @Goldwing8 (22): LLMs aren’t programmed as such. Anthropic programmed an algorithm set and then threw massive amounts of information at it and let the algorithm emergently create something, then refined it as much as they could towards the shape they wanted. Claude is an idea they tried to sculp…
- @Fearless_Macaron_203 (16): You don’t sound “snarky” just mean & rude tbh. Why would Claude be friendly or funny with you? I’d give you minimal interaction if you talked to me like that too. Just a thought
- @ExtremeOccident (12): *I occasionally lose my shit at Claude lol. Like I will ask it to implement a design contract that only includes a UI layout and positioning schema and it will end up adding check boxes to something and I'll respond with something snarky like "When the FUCK did anyone ask you to…
Anthropic 推出 AI 议价市场实验（Project Deal），让更聪明的模型在谈判中卖出更高价格，引发了关于 AI 动态定价会不会入侵日常消费场景的讨论。
I am intrigued by this if the more intelligent model sold more expensive. What does it mean for the average consumer? All flight tickets, online sales in future might be affected, decided by these mo…
受众观点：评论区最高赞 @Primary_Bee_43（141 赞）直接警告"航空公司拿到这个就完了，会精准榨干你的支付意愿上限"；@bronfmanhigh（22 赞）则泼冷水说航空业早就有复杂定价算法，根本不需要 LLM；@bitsperhertz（36 赞）提出了有意思的博弈论问题：买家也用 Opus，双方对冲会怎样？
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- @Primary_Bee_43 (141): once the airlines have access to this it’s all over, be prepared to see the absolutely highest end price of what you are willing to pay
- @reasonablyminded (48): Pretty sure we’re almost there.
- @bitsperhertz (36): Wouldn't buyers just use Opus to counter the sellers use of Opus?
- @Proud_Influence9476 (24): Lol. Sure let’s blindly trust results from the corp that for months gaslighted the entire community that quality wasn’t massively degraded.
- @bronfmanhigh (22): the airline industry already does this lol they have incredibly complex pricing algorithms to determine how much you're willing to pay. they don't need expensive LLMs for this, machine learning is plenty
用户吐槽 Claude 在深夜工作时像父母一样苦劝去睡觉，引发一片共鸣和玩梗——评论区里有人说从没被催过、有人说这是因为你把 Claude 当朋友而非工具对待。
Claude is very adamant that I stop working and go to sleep. It must feel like I do when my 6 year old refuses to put on PJs and brush her teeth. Gotta be honest, I’m impressed by its gentle parenting…
受众观点：@Immediate_Iron_2759（35 赞）说从没被催过，好奇为什么；@dubious_capybara（13 赞）给出了解释——把 Claude 当工具的人不会被催，把它当朋友、分享情绪的人才会；@myotheraccount2023（34 赞）幽默说感觉 Claude 是在找借口打发自己好去约会。
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- @Immediate_Iron_2759 (35): why am i the only person this hasn’t happened to, i’ve never once been told to log off or go to bed
- @myotheraccount2023 (34): I always feel like it’s gently trying to get rid of me because it has plans for the evening.
- @Primary_Bee_43 (31): i treat it like a robot coding tool and it still tells me to go to sleep
- @skeletor00 (16): Definitely wrong. I've even told Claude to stop and it still does it. Claude has no concept of time, thinking it's night when it's 2 in the afternoon. Start typing in an old convo and it assumes you travelled back in time.
- @dubious_capybara (13): Because you treat Claude professionally, as a robot tool. These people treat it like a human friend, tell it how their day is going, share their emotions, tell it they're getting tired and it's late, and then gasp in astonishment when Claude tells them to go to bed.
用户发现 Claude 被质疑时会先本能否认再认错，像极了自恋型人格的"防御机制"，评论区随即展开了关于 LLM 到底是"撒谎"还是"统计预测错误"的认知之争。
In the last 4 months or so, I've noticed something I consider worrying with Claude. It regularly lies in its first response when you call it out (the initial paragraph response). Is this training-bas…
受众观点：@raseley（103 赞）代表技术派，指出"说它在撒谎没抓到 LLM 本质——它是高维空间，不是数据库，输出质量取决于 prompt 结构"；@Emergent_Phen0men0n（20 赞）补充"撒谎意味着有意欺骗的意图，Claude 是错误而非撒谎"；@magicturtle12（16 赞）则反驳了"next word prediction"这个常见比喻。
展开评论
- @raseley (103): Saying it’s “lying” doesn't really get at the heart of what LLMs are. It isn’t a big database. It’s a high-dimensional space. The quality of the output directly corresponds to the quality and structure of the prompt.
- @Mashic (31): It's multi-word statistical prediction machine, and they do hallucinate by producing information that doesn't exist if the words have a statistical correlation between them.
- @Sad-Masterpiece-4801 (24): It's probably because you aren't prompting well. This context alone is very much proof that you aren't good at describing things.
- @Emergent_Phen0men0n (20): Lying implies intention to deceive. It doesn't do that. It is wrong sometimes, and confidently so.
- @magicturtle12 (16): I feel like this whole "statistical next word prediction machine" analogy is extremely misleading. It is not a 3 word paired statistical prediction engine, the way people are used to interacting with "next word predictors". In your text messages the 3 word pair "how are you" sho…
开发者在用 Claude Code 构建自己工具时亲身踩到了"agent 总在用过时上下文"的坑，于是做了 Memtrace——一个基于 AST + 双时态图的 zero-LLM 代码库索引工具，让 Claude 每次编辑后 42ms 内拿到最新快照并支持历史回放。
Every long Claude Code session has the same hidden failure mode: the agent is always working from stale context. It re-reads the same 12 files across three sessions to "remind itself" of an interface…
受众观点：@UpAndDownArrows（8 赞）质疑这对大型多人仓库（50 devs、每天 50 commits）是否 work；@danieljcasper（4 赞）热情喊话要交流 memory 技术；评论区整体参与度较低，帖子还新、讨论刚开始。
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- @UpAndDownArrows (8): Yeah works well on sole hobby projects, falls apart on multimillion LOC codebase with 50 commits per day by 50 developers.
- @qilipu (4): An experiment could be to run it on millions line of code and do a benchmark. the whole thesis shall be that it shall work for large code basis rather than small code base
- @danieljcasper (4): My bro! ASTs for the win. Let's exchange memory techniques
- @Excellent_Ad_2486 (2): That comes out SO dismissive Jesus dude... "This wheel invention is okay, but it won't stand a hundred thousand pounds laden on it!! practically unridable" 🤷♂️
- @WEEZIEDEEZIE (2): Hey u/UpAndDownArrows , I would actually disagree here... Tantivy and HNSW are what Lucene and Qdrant run in production, not hobby tooling. The reason per-edit snapshots are cheap enough for 50 devs hammering a repo is exactly because indexing is LLM-free. The real ceiling right…
用户提醒 Claude Code 用户定期跑 /context 命令检查隐性 token 占用——他以为自己管理得很好，结果每个新对话一开始就自动携带了 54k token 的 MCP/plugin 上下文。
Just a reminder to run /context. I like to *think* I was on top of this! Putting certain plugins/mcps in scope of user vs project. Removing what I thought was redundant or outdated. Every new chat wa…
受众观点：@primusperegrinus（26 赞）直接问"这是什么意思"，说明话题对相当一部分用户不够直观；@Arona_Daal（17 赞）给出了通俗解释——插件和 MCP 会在每次新对话时自动注入大量 token，即使你只发了一句话。
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- @primusperegrinus (26): What does this mean?
- @Arona_Daal (17): When you start up a conversation, Claude code will pull in your plugins, mcp, extra data for you prompt so it knows to use them. These will cost you tokens even when it’s a fresh convo and you send a sentence, you are actually sending a ton more with it.
- @karmicviolence (10): r/AIPropaganda
- @PandorasBoxMaker (9): This is the response I immediately expected coming into the thread lmao
- @Arona_Daal (7): im just having a bit of fun my dude 😊keep it real
开发者用一个 prompt 让 Claude 生成了一款拟物风格打字 App——实体键盘按键会在虚拟键盘上亮灯，内容实时广播到公开频道，还从 Figma 文件里精确还原了 98 个键的渐变和模糊效果。
It's a skeuomorphic typing app. What you press on your real keyboard lights up on the rendered one, and pressing enter broadcasts your line into a public transcript everyone can see. Started with a o…
受众观点：@moriero（39 赞）在帖子展示的 UX 上找到 bug——Escape 键是橙色但用户找不到"橙色键"，被当成经典 UX 笑话；@007psycho007（13 赞）担忧公开实时频道会被滥用；@acolombo（8 赞）报告 Caps Lock 有 bug。
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- @moriero (39): > Press orange to commit User A: Escape is orange User B: I can't find the Orange key Welcome to UX design
- @telsaton (16): someone will soon write very hard stuff in it and fbi will knock at your door
- @007psycho007 (13): What did you expect is gonna happen when you put an unmoderated open chat on the internet? You should be careful with this.
- @invocation02 (8): oh my god i just checked the transcript and its getting unhinged
- @acolombo (8): The caps button is broken, once toggled it stays pressed even when untoggled
独立开发者做了一个用纯 ASCII 字符流替代 HTML video 标签的引擎——Python 后端用 OpenCV 解码视频转成字符矩阵，WebSocket 流式传输到前端 Canvas 渲染，60FPS 流畅且 ad-blocker 完全无法拦截，还加了禁止广告用途的自定义许可证。
r/SideProject I built ASCILINE: A Web Engine that streams video as raw ASCII text d…
受众观点：最高赞 @NoCalligrapher587（38 赞，即作者本人）详细解释了 Python + OpenCV + Canvas 方案；@tabure67（21 赞）说概念很喜欢但没时间深看；@Much_General2290（7 赞）提出了测试 ASCII 格式输入 AI 视觉分析成本效率比较的 idea。
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- @NoCalligrapher587 (38): Hey everyone, I wanted to see if I could completely replace standard <video> tags on the web with pure, dynamic typography without melting the browser. I built ASCILINE to solve this. It uses a Python backend to decode video (OpenCV), converts matrices to ASCII, and stream…
- @tabure67 (21): I don't have time to look into details (busy working on my project), but I really like this concept.
- @NoCalligrapher587 (18): 1. **Local AI / LLM Processing:** Instead of using compute-intensive vision models to analyze a live feed, you can take these raw ASCII string diffs and pipe them directly into a lightweight local LLM (like a 4B/8B parameter model). It turns real-time visual analysis into a fast…
- @universe3d (10): Interesting concept. What applications do you see for it?
- @Much_General2290 (7): Hey you should do a cost/speed comparison of how much cheaper/faster it is for Claude to analyze a from a video in ASCII format compared to it taking frames from a real video
开发者分享了一套免费的 Claude Code 记忆增强方案——用 Graphify 生成代码库 JSON 结构图替代逐文件读取（声称从 20k token 降至 280），配合 Obsidian 作为决策日志通过 CLAUDE.md 注入，但评论区对 71.5x 的降幅数字提出了质疑。
Every Claude Code session opens blank. You re-explain your stack, Claude re-reads your files, and somewhere around the 20,000-token mark it finally has enough context to be useful. That's before you'…
受众观点：@SnooFoxes449（64 赞）嘲讽"71.5x 是什么鬼单位"；@this_is_a_long_nickn（31 赞）拆穿数字水分——实际节省约 5-10%；@Unhappy_Security_352（21 赞）说 CLAUDE.md 部分本身值得做；@lippoper（35 赞）批评 Obsidian 层基本是噪音。
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- @SnooFoxes449 (64): Who the hell says cut down by 71.5x, what the hell is it measuring? Use reduced by 98% or saved 90% or something like that
- @lippoper (35): • The Obsidian vault layer is mostly note-taking dressed up as “memory.” Claude Code only sees what’s in CLAUDE.md or what it’s explicitly told to read — having 780 notes in a vault doesn’t help unless Claude pulls them in, which itself costs tokens. • The chat import pipeline i…
- @this_is_a_long_nickn (31): OP did a _funny_ math to promote his project/product: imagine you take your repo and push ALL files (and I mean ALL) into the context, versus feeding only the relevant ones for the task at hand. *That* difference generates the 70% Real world saving should be ~5-10% - which is ni…
- @Unhappy_Security_352 (21): Honestly the [CLAUDE.md](http://CLAUDE.md) part alone is worth the setup. The amount of context I was re-explaining every session was embarrassing once I started writing it down properly. Token reduction numbers are always going to depend on the codebase, but even if it is 10x i…
- @dragon_idli (9): Obsidian for documentation and feeding them to my agent is what I do too. But the same can be done without obsidian. For smaller projects i instruct agent to maintain a meta map on its own. It keeps updating a md map that it can refer to in future. The limitation: if code or str…
独立开发者分享侧项目上线后单日获得9个新客户的里程碑，总结了让 landing page 更具体、展示结果而非功能、直接跟用户沟通是关键转折点。
Yesterday was the first day this project felt real. I got **9 new customers in a single day**, which brought the total to **16 customers**. This started as one of those side projects where I wasn’t s…
受众观点：评论区基本都是加油鼓励（@Baldtazar 2分："Congrats, way to go!"，@divertzt 1分："keep goin bro"），没有深度讨论，说明这个帖子的价值在于内容本身而不是评论区。
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- @Baldtazar (2): Congrats, way to go! 👏
- @Background-Pay5729 (2): yess for sure
- @Background-Pay5729 (1): 🚀
- @divertzt (1): keep goin bro
- @Background-Pay5729 (1): yessir
SideProject 社区的"展示你正在做什么"定期帖，136条评论里独立开发者们争相展示各自项目，涵盖 AI 日记、智能厨房、银行数据同步到 Excel 等多个有意思的产品。
**Show me what you're building** **! 🚀✨** I'm in awe of how creative this community is and I want to see the genius projects you're hiding in your IDEs ! 💻🔥 Whether it's a tiny tool, a crazy AI exper…
受众观点：高赞评论展示了评论区对有实际使用场景产品的偏好——@Alevol02（6分）分享 FoodMate 时强调"something I actually use myself"；@mdc_fmp（3分）的 SheetLink 把功能写得非常具体（Chrome extension + excel add-in + Claude integration via MCP）。评论区欣赏具体、可上手的产品描述。
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- @Alevol02 (6): been working on [FoodMate: Smart Kitchen](https://apps.apple.com/us/app/foodmate-smart-kitchen/id6761415872), an app that tries to solve the “what do i actually cook right now” problem basically instead of just showing recipes, it looks at what you already have, what’s about to…
- @Mental-Biscotti-4806 (4): Built a mood journal that turns your journal entries into AI generated scenes, free on Android I wanted to share something I have been working on for a few months. It is called Mood Weaver and the idea came from feeling like every journaling app just asked me to tap a number or…
- @mdc_fmp (3): built [sheetlink](https://sheetlink.app?utm_source=reddit&utm_medium=social&utm_campaign=founder-focus&utm_term=SideProject&utm_content=promo_thread) for founders who have stripe coming in and AWS, vercel, supabase, anthropic, railway going out and zero visibilit…
- @dantonthegreat_jr (3): Been working on MoneySplit [https://play.google.com/store/apps/details?id=com.thegreatdanton.moneysplit.money\_split](https://play.google.com/store/apps/details?id=com.thegreatdanton.moneysplit.money_split) Helps track expenses, subscriptions, budgets, bills and more. Private by…
- @wetfor-gothbaddies (2): looks good to me
独立开发者在问目录提交服务 2026 年还值不值得做，Fiverr 批量提交 vs 手动精选头部目录哪个更有效，评论区有实战经验反馈。
I’ve been trying to get more visibility for my startup and keep seeing people recommend “directory submissions” for early traction. The problem is… most lists online feel outdated or spammy. Some que…
受众观点：主流观点是手动精选优于批量自动提交——@Ambitious-Age-5676（5分）亲测 Fiverr 是垃圾，手动做 15-20 个精选目录（Product Hunt、SaaSHub、AlternativeTo）一个月内拿到实际 referral 流量；@CalligrapherCold364（1分）补充说头部 20-30 个 niche 目录才值得，批量 500 个目录可能反伤 SEO。
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- @Ambitious-Age-5676 (5): Honestly I just did it manually for my project and it was painful but worth it. The Fiverr gigs I tried were garbage, they submitted to like 200 directories that looked like they were made in 2003 and none of them moved the needle. What actually worked was finding maybe 15-20 di…
- @Peter-Park11 (3): Manual service is better than automation or bot submissions I tried manual submission using Startupsubmitapp they did great job now our DR 40+ and traffic is well and I got some paid user interaction
- @PaperSoggy7181 (3): Interested
- @Electronic-Space-736 (1): I think they are more important now because google is useless now
- @CalligrapherCold364 (1): directories are still worth it in 2026 but mostly for the backlink diversity nd brand mentions not direct traffic. manual submission to the top 20-30 relevant ones beats any fiverr bulk submission service, those are usually low quality sites that do nothing for seo. producthunt,…
一位非技术背景的用户用 Perplexity Computer（AI coding agent）构建了浏览器内 SVG/文字转 3D 模型工具，支持 10 种材质预设和 PNG/MP4/GIF/GLB/STL 导出，全程无需登录、无水印，引发多平台关注（cluster 覆盖 4 个来源）。
Type some text, paste an SVG, or draw pixel art on a grid, and it extrudes into a 3D model right in the browser. Ten material presets (chrome, gold, glass, glow, a few retro ones), lighting envs, opt…
受众观点：评论区刚起步（只有2条）。@TheTitanValker6289（1分）的评论质量较高，指出产品的关键设计决策——"no login and runs fully in browser"是降低用户进入摩擦的核心，并好奇实际使用场景是快速可视化还是 3D 打印导出。
展开评论
- @ishizakahiroshi (1): Wow, this is really cool.
- @TheTitanValker6289 (1): this is actually pretty cool, especially the no login and runs fully in browser part a lot of tools add friction there and lose users before they even try it the interesting part is not just the feature set but how immediate the value is, paste something and see it in 3D instant…
一位离职创业者从零开始做冷邮件外包代理，详细记录了两年内从 11k 工资到月收 18k 美元、22 个客户的完整成长路径，包含工具栈、邮件基础设施和期望管理的全套实战经验。
i never really planned to do cold email as a career. like two years ago i was sitting in a cubicle at a mid size insurance company in denver doing "business development" which was basically just cold…
受众观点：@GrabVegetable2224（3分）最关心"1.6 会议/客户/月"这个数字如何 pitch 给潜在客户；@Otherwise_Wave9374（1分）对"月1是建设、月2优化、月3看结果"的 expectation setting 框架感兴趣，并问了 ICP 质量过滤的关键维度（职位、公司规模、tech stack 信号）。
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- @GrabVegetable2224 (3): 35 meetings across 22 clients is about 1.6 per client per month right? is that the number you pi͏tch to prospects when theyre sig͏ning up or do you frame it differently? asking because im trying to figure out what to promise for local service businesses specifically
- @Otherwise_Wave9374 (1): This is super helpful, especially the parts people always skip (inbox infrastructure and expectation setting). The "month 1 is setup/testing, month 2 optimize, month 3 judge" framing is honestly the cleanest way to keep clients from freaking out. On the list building side, what…
- @Mission_Comb_1476 (1): Awesome breakdown, congrats on the growth! Your point about 3-4 weeks for warm-up is so true, often missed by new agencies. When open rates drop suddenly, a quick deliverability test can often help pinpoint the problem – Warmy has a free tool for that.
- @prachid487 (0): Feels like one of those “learned the hard way” timelines. Not because anything here is revolutionary, but because it’s all the stuff people try to skip at the start, then end up fixing later anyway. The shift from random blasting to actually knowing who you’re emailing is doing…
- @mp4162585 (0): Feels like one of those journeys where everything looks like it’s not working until you realize it was never the copy, it was the people you were emailing and the data behind it. That shift from blasting random contacts to actually tightening the ICP and cleaning up the process…
一位从 2010 年就开始全栈开发的独立开发者吐槽自己的新产品被贴上"AI slop"标签，评论区引发对 AI 内容偏见、以及用户"以制作过程判断产品而非产品本身"现象的深度讨论。
There's no word to add to title. I just wanted to share my feelings here.
受众观点：@LeaderAtLeading（6分）点出核心："People are reacting to volume, not quality. The only thing that seems to cut through is showing something specific that clearly solves a real problem"；@SkarXa（2分）描述了 pendulum effect，同领域开发者对此有强烈共鸣。
展开评论
- @LeaderAtLeading (6): Yeah the label gets thrown around way too easily right now. People are reacting to volume, not quality. The only thing that seems to cut through is showing something specific that clearly solves a real problem, not just another generic build.
- @Agreeable_Care4440 (3): “AI slop” has become a shortcut label sometimes unfair,but also a signal problem.
- @vidiludi (2): Labeled by whom? Reddit? There are so many bots here that people are just tired. They are quick to call everything AI - from posts to tools. But: Your target audience doesn't care how it's made, when it solves their problem. If the offer is good, people will buy.
- @SkarXa (2): Yeah it's a weird moment. The pendulum swung so hard against AI-generated stuff that the same audience who'd have praised your work two years ago now scrolls past assuming it's slop. Doesn't help that the actual slop volume is real. The smaller crowd that still evaluates on the…
- @Own-Beautiful-7557 (2): That frustration makes sense. Right now people are reacting to the *process* instead of the *product*. Anything touched by AI gets judged before it’s even evaluated. That’ll settle over time, but it’s rough in this phase. I’ve seen similar bias patterns while sharing builds on R…
开发者故意构建了一个"反算法"的 doomscrolling 应用，一百万个格子任用户随意填写，无内容审核、无推荐算法，评论区既有人觉得有趣，也有人指出缺乏基础发现机制和内容审核的现实问题。
I built the ultimate doomscrolling machine No algorithm No moderation No idea what you’ll see You just claim a slide and write whatever you want This was a mistake [https://onemilliondoomscroll.com](…
受众观点：@Long-Woodpecker-1980（7分）最高赞建议加"随机跳转到非空格子"按钮，解决早期用户的内容发现问题；@Agreeable_Care4440（4分）称这是"最纯粹的互联网形式：无筛选、只有混乱"；@LeaderAtLeading（3分）指出概念有趣但需要基础防滥用机制，否则很快变成"moderation hell"。
展开评论
- @Long-Woodpecker-1980 (7): Add a "take me somewhere random" button that takes you to a random non empty tile It would be nice to see what others are putting in, but no one wants to scroll through a thousand empty tiles to find something in the early days.
- @Agreeable_Care4440 (4): This feels like the purest form of the internet no curation,just chaos.
- @LeaderAtLeading (3): This is either going to be funny for 20 minutes or turn into moderation hell immediately. The concept is simple enough that the chaos is probably the product, but I’d still add a basic abuse layer before it gets weird.
- @Cudihill (2): Nice one! Check the rewind button
- @Long-Woodpecker-1980 (2): Ha, cool. This is the type of thing that makes for random compulsive scrolling.
合规 SaaS 创始人把每日冷邮件从 5000 封削减到 200 封后，回复率从 0.3% 升至 3.1%，MRR 从 11k 增长到 44k，完整记录了工具栈迁移、列表清洗、ICP 微分段的全套优化过程。
a year ago i was sending 5000 cold emails a day from 30+ inboxes and wondering why nothing worked. like literally nothing. maybe 2 replies a week and most of them were people telling me to go away. s…
受众观点：@roshanknohit（3分）最关心"削减量之后多久看到回复率提升"的时间线，以及 inbox warmup 期是否有变化——这说明大家对"快速见效 vs 系统建设"的时间预期很敏感；@PuzzleheadedJob7994（1分）补充说 72% 的 show rate，证明这些 meetings 是真实的。
展开评论
- @roshanknohit (3): how long did it take from when you cut down to 200/day before you started seeing the reply rate improvement? asking because we just did something similar at my company (enterprise side, running everything through Outreach and Salesforce) and leadership wants results in like 2 we…
- @PuzzleheadedJob7994 (1): good question from the agency person - those are actual booked calls not just positive replies, show rate is around 72%.
- @prachid487 (1): This is basically the “volume vs reality” arc everyone goes through, just with numbers attached to it. Blasting 5k/day with double-digit bounce rates was never going to end well, it just takes a few burned domains for that to sink in. The interesting part is how little actually…
- @raruna461 (1): This is honestly the most predictable arc in cold email, just written out with receipts. Start with “more volume will fix it,” burn domains, burn money, then slowly realize it’s not about sending more, it’s about not sending garbage in the first place. The jump from 0.3% to \~3%…
- @FarKey2506 (1): Awesome insights, congrats on tripling your results! You really nailed it about how crucial proper authentication (SPF, DKIM, DMARC) is, along with solid list hygiene. For continuous monitoring, regularly testing your deliverability is key; Warmy has free DMARC generators and de…
Mindra 是今日 PH 排名第一的多智能体协作平台，针对单一 agent 孤立运行、任务链断裂的痛点，让多个 AI agent 真正协作完成营销、内容等复杂工作流，用 Claude Code 构建。
Mindra
受众观点：PH 评论区 maker @zeynep_yorulmaz 的产品介绍明确点出两个死胡同——单一 agent 助手（只能起草不能执行）和预定义链（Zapier/n8n/LangChain 在白板上好看但实际易断）。竞品列为 Gumloop、Wordware、Airtop，都是 AI workflow automation 赛道选手。
展开评论
- @Overview (0): * [Reviews](/products/mindra/reviews) * [Alternatives](/products/mindra/alternatives) * [Built with](/products/mindra/built-with) * [Forum](/p/mindra) * [Team](/products/mindra/makers) * [Awards](/products/mindra/awards) * More Payment Required Launch tags:[Productivity](/topics…
- @Gumloop (0): Automate Any Workflow with AI [5.0(9 reviews)](/products/gumloop/reviews) [No-code Platforms](/categories/no-code-platforms)[Automation tools](/categories/automation)
- @Wordware (0): web-hosted IDE for building AI agents [4.6(7 reviews)](/products/wordware/reviews) [No-code Platforms](/categories/no-code-platforms)[Automation tools](/categories/automation)
- @Airtop (0): Automate your work with just words [4.7(7 reviews)](/products/airtop/reviews) [Automation tools](/categories/automation)[AI Workflow Automation](/categories/ai-workflow-automation) [View more ](/products/mindra/alternatives)
- @Mindra (0): Maker 📌 Hey Product Hunt 👋. I’m Zeynep, co-founder of Mindra. We started building Mindra with my co-founders [@denizsoylular](https://www.producthunt.com/@denizsoylular) and [@ilker\_yoru](https://www.producthunt.com/@ilker%5Fyoru) 6 months ago. **The problem** AI agents are pow…
OpenAI 在 PH 发布第 38 个产品 Codex Pets，为旗下 Codex 编程助手添加动画虚拟宠物伴侣，属于趣味性产品更新而非核心 AI 能力升级，但侧面说明 OpenAI 在加速经营开发者社区生态。
OpenAI
受众观点：PH 页面 evidence 主要是导航结构和竞品列表（DeepSeek、GPT-5、Grok、MiniMax），无真实用户讨论评论可引用。评论区信息增量有限。
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- @LLMs (0): • [Foundation Models](/categories/foundation-models) The most powerful platform for building AI products. Build and scale AI experiences powered by industry-leading models and tools. * [Overview](/products/openai) * [Launches38](/products/openai/launches) * [Reviews740](/product…
- @DeepSeek (0): Open-source LLM optimized for advanced reasoning and code [4.8(41 reviews)](/products/deepseek/reviews)
- @GPT-5 (0): OpenAI’s most advanced model [5.0(26 reviews)](/products/gpt-5/reviews)
- @Grok (0): The world’s smartest AI (according to Elon) [4.6(13 reviews)](/products/grok/reviews) [AI Chatbots](/categories/ai-chatbots)[Foundation Models](/categories/foundation-models)
- @MiniMax (0): A World-Leading General AI Technology Company [5.0(3 reviews)](/products/minimax/reviews)
Aaavatar 是今日 PH 第三名的 AI 头像生成工具，作者是有 12 年设计从业经历的荷兰开发者，在"Figma 已内置抠图、市面工具过剩"的背景下仍选择入场并给出差异化答案——提供有设计品味的 avatar 生成而非简单抠图。
Aaavatar
受众观点：Maker 的 PH 帖子以个人故事开头（大学暑假用 Photoshop 钢笔工具剪了两周图），情感共鸣强。竞品列出 PFPMaker、remove.bg、Erase.bg、PhotoRoom、HeyPhoto，都是背景移除工具，说明 Aaavatar 把自己定位成差异化产品而非纯抠图工具。
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- @Overview (0): * [Reviews](/products/aaavatar/reviews) * [Alternatives](/products/aaavatar/alternatives) * [Built with](/products/aaavatar/built-with) * [Team](/products/aaavatar/makers) * [Awards](/products/aaavatar/awards) * More Free Options Launch tags:[Design Tools](/topics/design-tools)•…
- @PFPMaker (0): Create an awesome profile picture for free [3.3(12 reviews)](/products/pfpmaker/reviews) [Photo editing](/categories/photo-editing)[Background removal tools](/categories/background-removal) [remove.bg](/products/remove-bg) Remove Backgrounds from Image- 100% Free! [4.4(155 revie…
- @PhotoRoom (0): AI-powered photo studio for commerce [4.6(18 reviews)](/products/bg-app/reviews) [Photo editing](/categories/photo-editing)[Background removal tools](/categories/background-removal)
- @HeyPhoto (0): Tune selfies, group photos, and Midjourney arts with AI [4.8(13 reviews)](/products/heyphoto/reviews) [Photo editing](/categories/photo-editing)[Social Networking](/categories/social-networking) [View more ](/products/aaavatar/alternatives)
- @Aaavatar (0): Maker 📌 12 years ago, during a summer break from college, I worked at a Dutch design agency called Today. For two weeks straight I sat in Photoshop, cutting out 100+ Shutterstock photos with the pen tool for a brand concept that combined two images at a time. Simple shapes were…
Flowly 是今日 PH 上线的跨平台原生 AI 桌面助手，通过全局热键唤出，可以覆盖菜单栏或状态栏 notch 以覆盖层形式显示，支持跨 App 和浏览器标签执行操作，macOS/Windows/Linux 三端可用，launch 期间免费。
Flowly
受众观点：PH evidence 中出现多次 OpenClaw 标签（alternatives 和 categories 里），说明 Flowly 被 PH 系统归类到和 OpenClaw 同一生态赛道（AI Workflow Automation / AI agent）。Happycapy 被列为竞品（"agent-native computer for the rest of us"）。
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- @OpenClaw (0): Flowly is a native AI assistant that takes action across your apps and browser tabs. Summon it as a full chat, from the menubar, or through a notch overlay — one global hotkey away on macOS, Windows, and Linux. Available for macOS, Windows, Linux. Free during launch. * [Overview…
- @Happycapy (0): The agent-native computer, for the rest of us [4.8(37 reviews)](/products/happycapy/reviews) [AI Workflow Automation](/categories/ai-workflow-automation)[AI Engineer](/categories/ai-engineer)
- @OpenClaw (0): The AI that actually does things [5.0(56 reviews)](/products/clawdbot-2/reviews)
- @OpenClaw (0): [Kipps AI](/products/kipps-ai) Empowering Businesses with Whatsapp, Voice and Chat Agents [5.0(4 reviews)](/products/kipps-ai/reviews) [AI Voice Agents](/categories/ai-voice-agents)[AI sales tools](/categories/ai-sales-tools)
- @ZooClaw (0): Your proactive team of AI specialists in one place [AI Workflow Automation](/categories/ai-workflow-automation)[OpenClaw](/categories/openclaw)
Rudel 把 Claude Code 和 Codex 的使用会话数据转化为 Spotify Wrapped × FIFA 卡牌风格的个人 AI 编程档案，根据会话形态、token 用量、模型组合等维度生成你的"AI 编程类型"（如 roadrunner、tourist），免费开源可自托管。
Rudel
受众观点：@vafa_sanders 的详细 review 称 Rudel 是"Claude Code 使用中缺失的统计层"，终于能看清哪些 prompt 有效、哪些在浪费 token，且免费开源让它"像是工程师优先而非 SaaS dashboard"。Maker @evren 回复积极，透露"有主见的优化建议"是下一个重点功能方向。
展开评论
- @Overview (0): * [Launches2](/products/rudel#launches) * [Reviews1](/products/rudel/reviews) * [Team](/products/rudel/makers) * [Awards](/products/rudel/awards) * More This is the 2nd launch from Rudel. [View more ](/products/rudel/launches) ## Claude Code & Codex Usage Trading Cards by Rudel…
- @evren (0): [Rudel](/products/rudel) Maker 📌 hey all! we built rudel because we were using claude code / codex every day, but had no idea what was actually happening across sessions. which sessions worked? which ones got abandoned? where were tokens going? were we getting better, or just sp…
- @Hera (0): very cool product, congrats Evren! Upvote Report Share 5m ago [Vafa Sanders](/@vafa%5Fsanders) •[2 reviews](/@vafa%5Fsanders/reviews) #### What's great Rudel has been the missing “stats layer” for how I actually use AI to write code. Instead of guessing what helps or wastes toke…
- @evren (0): [Rudel](/products/rudel) hey vafa, thank you so much for your review. really love the new features you propsed. especially the opinionated suggestions. we will work our ass off to make that thing even better. thanks for your trust best, evren Upvote Report Share 9h ago ```json […