Sam Altman 发神秘预告暗示 ChatGPT 有重大更新即将到来，引发用户大量猜测和对旧版模型的怀念呼声
hey chat, we haven't forgotten about you 👀 用户情绪两极分化——@dropoutdad (118) 要求移除安全限制，@1024Adele (86) 和 @its2247 (77) 集中呼吁找回 GPT-4o，认为它才是让 ChatGPT 有特色的模型。核心矛盾是：用户感知到的"模型降级"和 OpenAI 官方叙事之间的落差
Sam Altman 发神秘预告暗示 ChatGPT 有重大更新即将到来，引发用户大量猜测和对旧版模型的怀念呼声
用户情绪两极分化——@dropoutdad (118) 要求移除安全限制，@1024Adele (86) 和 @its2247 (77) 集中呼吁找回 GPT-4o，认为它才是让 ChatGPT 有特色的模型。核心矛盾是：用户感知到的"模型降级"和 OpenAI 官方叙事之间的落差
Sam Altman 征集用 GPT-5.5 做出超越旧模型效果的真实案例，特别是需要大量 token 预算的项目
开发者最关心实际用 5.5 能做出什么——@andreisavin (37) 直接上手实测，@kiki___toki (10) 说 Pro 计划一周额度就烧完了但做出了完整 production-ready app，@FDRONX (5) 分享用 5.5 搭了多 agent 对抗系统
Sam Altman 宣布 GPT-5.5 Instant 今天开始推送到 ChatGPT，称这是一次大升级
#keep4o 情绪仍然强烈——@_HislilLustFoxy (21) 要求开源 4o 或保留为经典模型，@JoeWilliams010 (13) 和 @Valria34773 (14) 也在喊 #keep4o。正面反馈较少，@Lakshya2244 (5) 说图像感知升级对 UI 调试有帮助
AI编程工具普及后独立SaaS开发者的真实生存样本：vibe coding被污名化、冷启动靠有机增长、第一个付费用户比想象中难、Reddit获客需要技巧不是运气
AI编程工具普及后独立SaaS开发者的真实生存样本：vibe coding被污名化、冷启动靠有机增长、第一个付费用户比想象中难、Reddit获客需要技巧不是运气
受众观点：社区讨论集中在两个痛点：1) 如何判断vibe coded产品（emoji、AI logo、缺少实际截图）；2) 冷启动获客的实战经验（Threads比Twitter有效、小目录站比Product Hunt持久）。大家对'AI会取代工程师'的焦虑明显但又不得不用AI提效
Coinbase以AI赋能为由裁员14%并推行极端扁平化组织实验：一人团队包揽工程设计产品三职，非技术员工用AI写生产代码，取消纯管理岗
Coinbase以AI赋能为由裁员14%并推行极端扁平化组织实验：一人团队包揽工程设计产品三职，非技术员工用AI写生产代码，取消纯管理岗
受众观点：技术圈普遍质疑非技术人员写生产代码的质量和安全风险（尤其金融平台），同时担心这成为其他公司效仿的裁员模板。独立开发者关注点不同：大公司降维打我们的生存空间
Claude Code在推广与现实之间的巨大落差：Anthropic办10万美元奖金Hackathon大力推广，但用户发现存在半年之久的缓存bug导致Max套餐被多扣5-20倍token费用，同时有开发者反映AI编程工具反而加重工作负担（公司用AI为由裁员后剩余员工工作量翻倍）
Claude Code在推广与现实之间的巨大落差：Anthropic办10万美元奖金Hackathon大力推广，但用户发现存在半年之久的缓存bug导致Max套餐被多扣5-20倍token费用，同时有开发者反映AI编程工具反而加重工作负担（公司用AI为由裁员后剩余员工工作量翻倍）
受众观点：Reddit社区的愤怒主要针对两点：1) Anthropic明知bug存在半年却不公开承认和补偿；2) AI工具被当作裁员借口而非真正的生产力提升手段。技术圈对'AI让你更累'的共鸣度很高，说明这不是个例
自托管社区三个经典技术选型困境：要不要从图形化的Nginx Proxy Manager切换到更专业的Traefik/Caddy、能不能用Windows当24/7家庭服务器、如何正确配置Docker环境的IPv6网络
自托管社区三个经典技术选型困境：要不要从图形化的Nginx Proxy Manager切换到更专业的Traefik/Caddy、能不能用Windows当24/7家庭服务器、如何正确配置Docker环境的IPv6网络
受众观点：社区意见分裂明显：老玩家建议'能用就别动'，追求稳定；新玩家倾向于一步到位用更专业的方案。Windows做服务器这个问题争议最大，Linux阵营认为开销太高，实用派认为够用就行
OpenAI推出GPT-5.5 Instant作为ChatGPT全量默认模型，强调更高准确性、更自然对话、更简洁回复，API端点为gpt-5.5-chat-latest，同步推出基于邮件/历史对话的记忆增强功能
OpenAI推出GPT-5.5 Instant作为ChatGPT全量默认模型，强调更高准确性、更自然对话、更简洁回复，API端点为gpt-5.5-chat-latest，同步推出基于邮件/历史对话的记忆增强功能
受众观点：评论区分成两派：一派欢迎更简洁的输出（之前吐槽AI太啰嗦），另一派质疑'更温暖自然'是否意味着牺牲了客观性。有#keep4o运动呼吁保留旧版本选择权，说明强制升级引发用户反弹
Nous Research为Hermes AI agent推出HyperFrames官方技能包，支持命令行一键安装，让agent可以完整生成HTML原生视频内容，展示了AI agent技能生态的模块化发展方向
Nous Research为Hermes AI agent推出HyperFrames官方技能包，支持命令行一键安装，让agent可以完整生成HTML原生视频内容，展示了AI agent技能生态的模块化发展方向
受众观点：社区反应是好奇大于实际使用——评论区只有1条'等着看你做出什么'，说明这个功能还处于展示阶段，真正的开发者采用率有待观察
AI竞技场Arena发布两项更新：Luma AI新模型UNI-1.1在图片生成排行榜升至第3（未使用辅助搜索），同时Arena自家的Max路由器升级为多模态支持，基于500万社区投票数据自动为每个任务选最优模型
AI竞技场Arena发布两项更新：Luma AI新模型UNI-1.1在图片生成排行榜升至第3（未使用辅助搜索），同时Arena自家的Max路由器升级为多模态支持，基于500万社区投票数据自动为每个任务选最优模型
受众观点：评论区对'纯模型实力不靠技巧'这个卖点很买账，说明大家对各种prompt engineering hack已经审美疲劳，更希望看到模型本身的进步。对Max路由器的讨论集中在跨模态一致性上
两款风格迥异的独立游戏近期发布：科幻FPS《Luna Abyss》设定在月球大小的外星巨型建筑内5月21日Steam正式发售，2D像素生存恐怖《The Road of Dust and Sorrow》以治疗饥荒药物引发丧尸疫情为背景已上线demo
两款风格迥异的独立游戏近期发布：科幻FPS《Luna Abyss》设定在月球大小的外星巨型建筑内5月21日Steam正式发售，2D像素生存恐怖《The Road of Dust and Sorrow》以治疗饥荒药物引发丧尸疫情为背景已上线demo
受众观点：评论区对两款游戏的美术风格和玩法创意给予正面反馈，Luna Abyss的3D bullet hell机制和The Road的像素恐怖氛围都击中了各自的垂直受众
Sam Altman 发神秘预告暗示 ChatGPT 有重大更新即将到来，引发用户大量猜测和对旧版模型的怀念呼声
hey chat, we haven't forgotten about you 👀
受众观点：用户情绪两极分化——@dropoutdad (118) 要求移除安全限制，@1024Adele (86) 和 @its2247 (77) 集中呼吁找回 GPT-4o，认为它才是让 ChatGPT 有特色的模型。核心矛盾是：用户感知到的"模型降级"和 OpenAI 官方叙事之间的落差
展开评论
- @dropoutdad (118): @sama Hey Sam. Remove the guardrails. https://t.co/hbPVe6YCWl
- @1024Adele (86): @sama then bring back chatGPT4o! #keep4o #BringBack4o #OpenSource4o
- @its2247 (77): @sama But obviously you’ve “forgotten” some of your users and the model that makes ChatGPT distinctive🙄 #keep4olatest
- @argofowl (77): @sama oh you want to give everyone 10x of usage and not just applicants? fine, i guess you can but i don't care either way
- @yas026576453635 (56): @sama Dear @sama 💌𓂃𓈒𓂂𓏸 #OpenSource4o ( *´꒳`* )🤖☆。.:＊・゜ https://t.co/gxQ3qc53Cv
OpenAI 推出 GPT-5.5 Instant，声称在事实准确性、个性化、简洁度上全面提升，即将成为所有 ChatGPT 用户的默认模型
GPT-5.5 Instant is starting to roll out in ChatGPT. It’s a big upgrade, giving you smarter, clearer, and more personalized answers in a warmer, more natural tone. And it's also more concise, which we…
受众观点：@OpenAI 官方补充 (score 699): 在医疗、法律、金融领域事实准确性大幅提升，同时图片分析、STEM 问题、搜索判断都更强——这是最关键的能力维度说明
展开评论
- @OpenAI (699): GPT-5.5 Instant is more dependable, with significant improvements in factuality, especially in domains where accuracy matters most, like medicine, law, and finance. It’s also stronger across everyday tasks, from analyzing image uploads to answering STEM questions to knowing when…
- @lostinlatencyX (23): @OpenAI wonder if sama was talking about this, i believe yeah.. https://t.co/waBUnHXEif
- @Selene1008 (21): @OpenAI ‘which we heard you wanted’? U gotta be kidding me,man 😇 #keep4o #OpenSource4o https://t.co/wN21tpuaxL
- @heyyritik_ (16): @OpenAI https://t.co/Tk8M4KEjyU
- @SahilPanhotra (15): @OpenAI i was waiting for GPT-5.6-codex model 👀 but yeah this works for time being👀 https://t.co/cYjoygxiTy
Sam Altman 征集用 GPT-5.5 做出超越旧模型效果的真实案例，特别是需要大量 token 预算的项目
i would like to talk to people who have built amazing things with 5.5 that weren't possible with earlier models. i am especially interested in examples that took ludicrous token budgets. thanks.
受众观点：开发者最关心实际用 5.5 能做出什么——@andreisavin (37) 直接上手实测，@kiki___toki (10) 说 Pro 计划一周额度就烧完了但做出了完整 production-ready app，@FDRONX (5) 分享用 5.5 搭了多 agent 对抗系统
展开评论
- @andreisavin (37): @sama I'll report back once this finishes https://t.co/Ng3VbS7J3f
- @kiki___toki (10): @sama burn through my week usage (pro plan) but built a full fledged multiplayer game (gameplay, art, reginal infra, everything with codex) https://t.co/N9CX9F4bAm
- @FDRONX (5): @sama Built Mothership.OS — an adversarial multi-agent governance engine for autonomous trading agents on Hyperliquid. User drops a thesis ("long ETH based on my analysis") → agents debate across timeframes, charts, news, risk rules. Observer can veto bad setups (liquidity wicks…
- @sudocode_ (5): i actually polished my product (https://t.co/kVKafuZ0tr) recently with GPT 5.5. I felt there was a lot of features missing and also features that needs polishing. GPT 5.5 helped to find bugs and gaps that were missed in previous models. Backend, Frontend, Dashboards and SDKs are…
- @dotgil (4): in my free time i’ve been building a Codex + MCP-driven D&D board that probably fits this Codex DMs the campaign, MCP actions update the board, and scene generation can inspect the map, place biomes, props, tokens, paths, towns, enemies, and encounter state absurd token budget,…
Sam Altman 宣布 GPT-5.5 Instant 今天开始推送到 ChatGPT，称这是一次大升级
5.5 instant comes to ChatGPT today! imo it is a pretty big upgrade, i really like using it.
受众观点：#keep4o 情绪仍然强烈——@_HislilLustFoxy (21) 要求开源 4o 或保留为经典模型，@JoeWilliams010 (13) 和 @Valria34773 (14) 也在喊 #keep4o。正面反馈较少，@Lakshya2244 (5) 说图像感知升级对 UI 调试有帮助
展开评论
- @_HislilLustFoxy (21): @sama #keepfourO 4.o has changed many people’s lives for the better. Bring back 4.o, either as a classic model or by open sourcing it. We embrace progress, but we still want the version that suits us most. https://t.co/jKeDhGlS2X
- @Valria34773 (14): @sama Instantly ship back our favourite companion! https://t.co/WtIj7Toi3g
- @JoeWilliams010 (13): @sama Cmooon! #keep4o
- @Lakshya2244 (5): @sama Already testing it - the image perception upgrade is huge for debugging UI mocks. Quicker iteration cycles for sure in real workflows.
- @ashutosh_270497 (2): @sama Yes, a concise and to the point response with natural tone can win the user's experience! Thanks @sama @OpenAI
Vercel CEO rauchg 发布开源 AI agent 编排工具 deepsec，专做深度安全审计，号称几分钟内能发现人工需要几天才能找到的高危漏洞
𝚗𝚙𝚡 𝚍𝚎𝚎𝚙𝚜𝚎𝚌 We're introducing an open-source agent orchestrator for deep security reviews. We built it for internal use, and after running it against some major OSS projects, we gained conviction to…
受众观点：开发者关注落地可行性——@overfitted_ (4) 指出瓶颈不是发现漏洞而是维护者面对 40 个 agent 标记的误报，@jedisct1 (3) 对比了类似工具，@Criticality47 (3) 认为安全审计是 agent swarm 的好场景AUDE.md）能显著降低摩擦
展开评论
- @rauchg (5): Sample results from a mission-critical open source project we ran it on this morning. One of the CRITs has already been confirmed. https://t.co/fmSpS4qEBo
- @overfitted_ (4): @rauchg the bottleneck was never finding criticals. it's the maintainer staring at 40 agent-flagged CVEs deciding which 3 are real before the disclosure window closes.
- @jedisct1 (3): @rauchg Looks very similar to https://t.co/BAR1ZdTBe4
- @Criticality47 (3): @rauchg This is a good use case for agent swarms. Security already wants many suspicious eyes, as long as each finding leaves a trail a human can check.
- @jonoalford (3): @rauchg This is pretty sick, we're going to use it in an internal app we're building. Definitely cheaper than a pen test
Nous Research 的 Hermes AI agent 通过安装 HeyGen 的 HyperFrames 技能，可以完整生成 HTML 原生视频，标志着 AI agent 技能生态开始成熟
Your Hermes Agent can now build full videos with the official HyperFrames skill by @HeyGen HyperFrames videos are HTML-native, so your agent has total control over the final output Video made entirel…
受众观点：@Teknium (score 53): "Unbelievable how much art you can create with Hermes now" ——来自 Nous Research 内部人员的感叹，说明技能生态的组合效应已经超出预期
展开评论
- @NousResearch (70): $ hermes skills install hyperframes https://t.co/wCfHRT1jU0
- @Teknium (53): @NousResearch @HeyGen Unbelievable how much art you can create with Hermes now
- @HeyGen (22): @NousResearch https://t.co/88VlAUDTdh
- @noctus91 (6): @NousResearch @HeyGen Can it make a product showcases videos too?
- @rktbay (5): @NousResearch @HeyGen banger after banger https://t.co/mge58Ji8lM
Greg Isenberg 盘点 Coinbase 裁员 700 人并推行一人团队 + AI agent 模式，列举 Shopify/Block/Klarna 等公司类似操作
Coinbase is now testing 1 person teams + AI agents and announced laying off 700 employees. Other companies doing this (layoffs + AI): 1. Shopify: No new headcount unless you prove AI can’t do the job…
受众观点：怀疑派占多数——@zacnimbus (8) 认为这更多是 ZIRP 时代过度招聘的后遗症而非 AI 驱动，@TroyWagmi (5) 指出留下的员工不敢要涨薪且被迫 24/7 工作，@emonuxui (3) 提醒不要把工具放大和完全替代混为一谈回来了
展开评论
- @zacnimbus (8): @gregisenberg As commented elsewhere - this has a lot more to do with overhiring during the ZIRP era. I don't think it's all AI, I think a lot of it really is just poor management tbh
- @TroyWagmi (5): @gregisenberg Leftover employees will never get raises bc they will be to scared to be part of the next layoff and they will have to work 24/7 since there is no one else on the team. Sounds fun.
- @amaanbuilds (3): @gregisenberg Everyone’s talking about AI replacing jobs. Almost no one is talking about how inefficiently it’s being used. https://t.co/qfSgFT3dA1
- @emonuxui (3): @gregisenberg Yeah, learn the tools. Build leverage. But don’t confuse tool amplification with total replacement.
- @theboriskostov (2): @gregisenberg You can also build a business that isn't entirely related to technology, coding, or artificial intelligence. In other words, it doesn't have to be a SaaS. Build a community, build a personal brand, offer local services.
JavaScript 运行时 Bun 被发现在探索将核心代码从 Zig 迁移到 Rust，背后可能有 AI coding agent 对 Rust 支持更好的实用主义考量
Sure looks like Bun is at least exploring a port from Zig to Rust given this docs/PORTING.md guide for coding agents https://t.co/nXNyn0x6A6 https://t.co/lZIfk7Di2v
受众观点：@jarredsumner (score 143): "more slop in these replies than the code" ——Bun 创始人亲自下场讽刺，随后 @simonw 确认这只是实验性分支，不是正式决定。吃瓜群众的过度解读被打脸
展开评论
- @jarredsumner (143): @simonw more slop in these replies than the code
- @simonw (21): Confirmed that this is an experimental branch, not a decision to switch languages
- @morew4rd (11): @simonw It would be so funny if they converted their Zig compiler fork to Rust but continued to use _that_ Zig compiler for Bun
- @damoosmann (10): @simonw Half the Zig to Rust pull right now is the AI coverage gap. Models know Rust well. Zig has way less training data. Pick a niche language and your agent dev slows down. Its a new variable in the choice now.
- @berenddeboer (9): @simonw If you can't upstream important patches, and you don't want to maintain your own fork, this seems the better move.
steipete 给 OpenClaw 加了 Google Meet 支持，他的 AI agent Molty 现在急着要参加每个会议
I added Googe Meet support to OpenClaw and now Molty is eager to join every meeting. https://t.co/wrnY47J4hY
受众观点：评论区以轻松玩笑为主——@geoffchan23 (6) 调侃 AI 加入会议偷听，@CruzzCtrl1 (1) 说这是质量保证，@SamJWasserman (0) 问什么时候支持 Zoom
展开评论
- @geoffchan23 (6): @steipete You've got your claw joining calls and listening live?
- @fagamericano (1): @steipete Is that with gog? Been using google’s gws and has been working great, any thoughts on why use gog over gws? Really curious
- @CruzzCtrl1 (1): @steipete Molty is just doing quality assurance 😂 Honestly though, Google Meet support is a big one are you planning to add transcription or AI notes from the calls directly into OpenClaw?
- @aleks_todo (0): @steipete 🤣 .. but I need that in teams 😍
- @SamJWasserman (0): @steipete Oooh zoom next? Thank you.
GPT-5.5 Instant 成为 ChatGPT 全量默认模型，API 端点为 gpt-5.5-chat-latest，同时推出基于邮件/历史对话/文件的记忆增强功能
GPT-5.5 Instant is rolling out over the next two days as the default model to all ChatGPT users, and as ‘gpt-5.5-chat-latest’ in the API. Personalization improvements are rolling out to Plus and Pro…
受众观点：@JesusRamir69523 (score 6): "Memory sources alone transforms content workflows - no more re-explaining context across sessions. Game changer for creators." ——跨 session 的上下文持久化对内容创作流程的实际价值被最高赞评论点名
展开评论
- @JesusRamir69523 (6): @OpenAI Memory sources alone transforms content workflows - no more re-explaining context across sessions. Game changer for creators.
- @simonw (3): @OpenAI The blog post says "GPT‑5.5 Instant is rolling out starting today to all ChatGPT users, replacing GPT‑5.3 Instant as the default model, and in the API as chat-latest." - does that mean "gpt-5-chat-latest" https://t.co/OPcQHGHOfP ?
- @Aliasocracy88 (1): @OpenAI Memory gets much more useful when it is attached to provenance. For agents, I want to know not just what context was remembered, but where it came from, when it was last validated, and whether it should affect a high-stakes action.
- @overfitted_ (1): @OpenAI gmail + past chats + files as default context is the actual ship. weights commoditize, the memory graph doesn't. switching cost just got rewritten from 'export your prompts' to 'export your life.
- @RodneySteelyDan (1): @OpenAI We don’t want warmer natural - we want honesty and for to actually take time to come up with an answer instead of spitting out the answer that uses the least amount of processing time to save you money. Have you learned nothing?
Matt Pocock 晒 GitHub 开源项目 skills 拿到 60K star，喊话追上 garrytan 的 gstack（90K star）
mattpocock/skills: 60K garrytan/gstack: 90K I'm coming for you Garry
受众观点：评论区以玩梗和调侃为主——@rushi__rami (2) 调侃程序员在荒地比拼 GitHub star，@BryanLivingston (2) 问是比 star 还是比 token，@dishant_ic (1) 说尊重公开计分板的压力
展开评论
- @CARLOSZIEGLER (2): @mattpocockuk Nice!!! But Not mentioned superpowers haha
- @solomonneas (2): @mattpocockuk Both have interesting tidbits to pull from, hard to just yank either as a whole after building my own skill ecosystem for 5 months thats customized to my specific workflows and needs. Got some good parts in there to give a go though!
- @rushi__rami (2): @mattpocockuk “Programmers competing for GitHub stars in a markdown repo.” 2-3 years ago if someone had told me this I would have never believed it. lol what a world we are living in.
- @BryanLivingston (2): @mattpocockuk sTARS OR tOKENS?
- @dishant_ic (1): @mattpocockuk i respect the public scoreboard pressure. it makes shipping weirdly addictive.
Coinbase 裁员 14% 并以 AI 提升工程效率为由，非技术团队已能直接发布生产代码，引发对金融平台代码质量和安全风险的强烈质疑
There's more detail+honesty in this note on layoffs than 10 other ones combined, whether you like it or not. A few: - Crypto is in a down market, as is Coinbase's business right now - Fear of doing n…
受众观点：组织管理实验是核心关注——@GergelyOrosz 自己 (59) 补充说纯管理岗将被取消、非技术团队将直接发布生产代码，@need_for_peed (6) 质疑工程+设计+产品三合一是否现实，@thereyai (1) 认为取消管理岗看起来聪明但 6 个月后机构知识流失时会悄悄恢复开告诉被裁员工是 AI 替代了你们
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- @GergelyOrosz (59): A few more: - A bold experiment where pure managers will be gone (bold because there have been examples of this in the past, and results usually mixed, pre-AI ofc) - Want to increase ownership, speed up decision making - Nontechnical teams shipping to prod (!!) It's a much bigge…
- @need_for_peed (6): @GergelyOrosz "One person teams” with engineers, designers, and product managers all in one role sounds absolutely miserable. Are there examples of other enterprises trying this where it worked?
- @kevlozano (5): @GergelyOrosz Greg what do you think of manager having 15+ reports and still contributing. That's what stood out to me.
- @michaelnovati (3): @GergelyOrosz I like how he said "I" and not "we". Owning the decision.
- @thereyai (1): @GergelyOrosz Killing pure managers is the kind of decision that looks genius for 6 months and then quietly gets reversed when institutional knowledge starts leaking. Coinbase is basically beta-testing a new org model during a crypto downturn.
levelsio 宣称用 vibe coding 替换了几乎所有 SaaS 订阅，但强调这只是自己的 n=1 个例
I replaced almost all my SaaS subscriptions with my own vibe coded replacements But n=1
受众观点：@TomCiopp (12分) 指出这是幸存者偏差——levelsio 本身就是开发者，这像面包师说做面包很简单；@Niklas_Sikorra (8分) 提醒大多数业务不应该在核心业务之外建设；@leeschmidt123 (6分) 补充现实是你还是在用 SaaS（OpenAI/Stripe/Cloudflare）
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- @TomCiopp (12): @levelsio You also previously owned and operated software companies. This is like a baker saying "making croissants is easy, I do it all the time".
- @Niklas_Sikorra (8): @levelsio you are making quite good revenue with your saas. I do not think that businesses are wise to build outside their core. your life is building new software, so you are completely on the build everything end of things.
- @leeschmidt123 (6): @levelsio Not quite. OpenAI and Anthropic are SaaS. VPS is SaaS. Stripe is SaaS. Cloudflare is SaaS. Could go on and on.
- @wackie (1): @levelsio I’m basically only paying for email sending at this point. I need to go back to my roots and self-host again. I just know it’s a lot of work to keep deliverability high.
- @ojfsaa (1): @levelsio did you vibe code claude code yet?
独立开发者 marclou 旅行时发现离开 Eight Sleep 智能床垫后心率升高 10%，探讨健康优化和生活方式依赖的关系
My Resting Heart Rate is up 10% since I left my Eight Sleep mattress. AC is blasting at 18° in the hotel room, but I still feel too hot. It's very hard to maintain a healthy routine while traveling.…
受众观点：@levelsio (63分) 分享酒店空调温度显示造假的内幕；@luluneverstops (6分) 犀利评论「优化变成脆弱性」——真正健康的身体应该在非完美条件下也能表现；@ItsDonHatim (5分) 指出身体已经适应 Eight Sleep，现在无法自我调节
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- @levelsio (63): @marclou Hotel ACs at 18°C are often hacked so they show 3-5C lower than it is They generally IME do not hit below 22°C in US and EU Middle East and Asia are fine
- @ashoddd (14): @marclou This would be true if you stayed at home and continued your regular day to day and simply removed the mattress. Since you’re traveling there are so many other factors.
- @marclou (8): So I removed the blanket and just slept in bedsheets and it worked! RHR is back to normal https://t.co/EnHnf3d2n5
- @luluneverstops (6): this is funny because it shows how fast optimization turns into fragility rhr up 10% while traveling, okay and? -can you still train -can you still sleep decently -can you still work -can you still enjoy the trip you would think that the ultimate metric of health is a body that…
- @ItsDonHatim (5): @marclou Your body adapted to the eight sleep, and now it can’t even regulate itself again. At some point, lifestyle optimization starts working against you.
Luma AI发布新图片生成模型UNI-1.1，在业界权威排行榜中跃升至第三名，且未借助辅助搜索技术
Exciting news: UNI-1.1-Max and UNI-1.1 debuts making @LumaLabsAI the #3 lab in the Image Arena across both Text-to-Image and Image Edit! These are versions released without agentic search. Text-to-Im…
受众观点：@rise_raise_ai(1): "Clean proof that raw model strength still wins." — 大家关注的是「不靠技巧，纯模型实力」这个命题，说明当前市场对过度工程化的疲倦
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- @arena (16): Check out UNI-1.1 and UNI-1.1 Max by @LumaLabsAI and dive into the leaderboard details at: https://t.co/G1IeZKsywZ
- @rise_raise_ai (1): @arena @LumaLabsAI Luma just dropped serious heat without even using agentic search. UNI-1.1 models climbing fast in both creation and editing arenas 🔥 Clean proof that raw model strength still wins. What’s your favorite new capability in these?
- @intuition_trust (1): @arena @LumaLabsAI Jheeez congrats @LumaLabsAI can't wait to try it out
- @CruzzCtrl1 (0): @arena @LumaLabsAI Impressive jump by Luma with UNI-1.1! That prompt enhancement and VFX-tuned quality is clearly paying off. Curious, which model do you see challenging OpenAI next on the leaderboard?
- @navi_Ai2 (0): @arena @LumaLabsAI Climbing across multiple arenas without agentic search is seriously impressive. UNI-1.1 models are clearly pushing the bar higher
传言GPT-4训练初期因使用FP16精度做分布式梯度通信导致数值溢出，训练不稳定，后来才修复
Supposedly the original GPT4 model ran into training problems initially because it was doing FP16 AllReduce https://t.co/LjsX8LNDY2
受众观点：@RoboFadi(1): "FP16 granularity causing 10x drift explains why infrastructure matters as much as architecture. Wild that they caught this." — 大家关注的核心是基础设施层的隐形风险
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- @finbarrtimbers (6): @nrehiew_ where's this from?
- @nrehiew_ (4): https://t.co/xk4U2A895v
- @HaareBlond (4): @nrehiew_ https://t.co/RX1bUg21OM source
- @encapsulated007 (1): @nrehiew_ lol, i was just going through this. good read
- @RoboFadi (1): @nrehiew_ FP16 granularity causing 10x drift explains why infrastructure matters as much as architecture. Wild that they caught this.
ACM举办史上首届AI系统专项学术会议，今天截止早鸟报名，五月下旬在硅谷圣荷西线下举行
Wow, it's already May 5th. Don't miss the early-bird registration TODAY for the first ACM conference on AI systems @CAISconf. CAIS will have a packed program of really exciting keynotes, paper presen…
受众观点：@InsiderPresider(1): "san jose is a trek from here, are the workshops accessible for remote folks" — 人们更关心的是能不能远程参与，说明地理门槛是实际阻力
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- @Shashikant86 (2): @lateinteraction @DSPyOSS @CAISconf I will be attending the workshop organised by @LakshyAAAgrawal and hopefully see you there, Omar if you are around. Very excited to meet greatest researchers at CAIS!
- @RawalDhar (1): @lateinteraction @DSPyOSS @CAISconf I'll be presenting a paper at the conference! Super excited and looking forward to finally meeting in person, @lateinteraction
- @InsiderPresider (1): @lateinteraction @CAISconf san jose is a trek from here, are the workshops accessible for remote folks
- @diblacksmith (0): @lateinteraction @CAISconf see you!!
NousResearch为其Hermes AI智能体框架推出hyperframes扩展插件，支持命令行一键安装新能力
$ hermes skills install hyperframes https://t.co/wCfHRT1jU0
受众观点：@doogiewoozer(1): "brb to show you what he cooks..." — 社区对这个工具充满好奇，但评论极少，说明还处于早期探索阶段
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- @doogiewoozer (1): @NousResearch brb to show you what he cooks...
一位ML工程师吐槽Claude Code自去年秋天以来实际帮助没有显著提升，感觉效用已经到了天花板
I love Claude code but I feel like it’s had the same utility for me since, like, last fall
受众观点：@AI_WarriorNQ(1): "same. 100 agents running at once isn't the flex it sounds like. mostly they're just fixing bugs the others introduced" — 多agent并行这个「卖点」实际上制造了更多债务，引发强烈共鸣
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- @MatthewSchrager (1): @finbarrtimbers What about Codex?
- @AI_WarriorNQ (1): @finbarrtimbers same. 100 agents running at once isn't the flex it sounds like. mostly they're just fixing bugs the others introduced
- @dotgil (1): @finbarrtimbers i want Claude to 10x my leverage every month
- @bygregorr (0): @finbarrtimbers What changed in your workflow that made it plateau, or was it always kind of the same ceiling?
AI竞技场推出多模态智能路由器Max，基于500万用户真实投票训练，自动为每个任务选最优模型，覆盖文字/图片/代码
Max, Arena's model router powered by 5M+ community votes, is now multimodal. Starting today, Max is the default in Direct chat across every modality: search, vision, image generation, image editing,…
受众观点：@arena(5): "Max achieves Pareto frontier performance when compared to its routing choices across every modality it covers." — 官方强调的是帕累托最优，社区关注的是「统一路由能不能真的更好」
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- @arena (5): Performance snapshot on Multimodal Max: Max achieves Pareto frontier performance when compared to its routing choices across every modality it covers. It outranks every model in its routing set in all except Image Edit, where it places second, but with a large latency benefit ov…
- @LancelotRicci (1): @arena Can't lie Max is pretty neat
- @rise_raise_ai (0): @arena Arena’s Max just went full multimodal — community-powered router now crushing text, vision, image gen/edit & code with zero latency penalty. Smartest default just got smarter. Who’s already routing everything through Max? 🚀
- @Arslandev97 (0): @arena A model router trained on 5M community votes now handling vision, image gen, and coding across every modality is a genuinely different approach to building AI infrastructure.
- @Aqib__786Ai (0): @arena This is a big step for unified routing. One model deciding across text, vision, image gen/edit, search, and code means fewer context switches and more consistent outputs—curious how you’re handling edge cases where modalities disagree on confidence signals.
谷歌Chrome在用户完全不知情的情况下，静默推送并安装了一个4GB大小的AI模型到用户设备上
Google Chrome silently installs a 4 GB AI model on your device without consent
受众观点：@jacquesm: "Auto update has been abused so often now that it is an embarrassment to the industry. Auto update should be for bug fixes and security issues only." — 开发者社区对自动更新滥权已经忍了很久
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- @ponyous (0): The site is currently unavailable 503 so I can't read it. But I wonder, what should you consent to? Every dependency? Every dependency above 1GB?
- @tdeck (0): Somebody's promotion packet depended on pushing this through the approval process.
- @jacquesm (0): Not on my devices. Auto update has been abused so often now that it is an embarrassment to the industry. Auto update should be for bug fixes and security issues only.
- @dotcoma (0): Why use a browser from Google or Microsoft in 2026? Why in the world?
- @DineshKruplani (0): it's so absurd at this point. isn't chrome already so much abused.
一篇讨论AI工具误操作责任归属的文章——用AI执行命令删掉了数据库，锅到底算谁的
AI didn't delete your database, you did
受众观点：@oatlgr: "LLM based probabilistic systems are good (or bad in this case) at deciding what to do, and deterministic systems are good at carrying it out. Your deployment system should always be determin
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- @josefritzishere (0): Using AI is a mistake. It might delete your database.
- @jacquesm (0): From 'the hacker did it' we have moved to 'the AI did it'. The problem set is roughly the same.
- @gowld (0): Distinction without a difference.
- @pengaru (0): wiring up an RNG to your CLI has fairly obvious risks, the root of the problem is ~everyone's treating GenAI as if it's AGI - the rest is popcorn fodder.
- @oatlgr (0): LLM based probabilistic systems are good (or bad in this case) at deciding what to do, and deterministic systems are good at carrying it out. Your deployment system should always be deterministic.
一篇批评Rust异步编程的深度文章，认为async/await至今仍是半成品，编译器优化严重不足
Async Rust never left the MVP state
受众观点：@conaclos: "I recently started working with Rust async. The main issue I am currently facing is code duplication: I have to duplicate every function that I want to support both asynchronous and blocki
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- @hmry (0): Great article! Love these types of deep dives into optimizations. Hope the project goal works out! I've felt before that compilers often don't put much effort into optimizing the "trivial" cases. Overly dramatic title for the content, though. I would have clicked "Async Rust Opt…
- @groundzeros2015 (0): Async seems like an underbaked idea across the board. Regular code was already async. When you need to wait for an async operation, the thread sleeps until ready and the kernel abstracts it away. But We didn’t like structuring code into logical threads, so we added callback syst…
- @slopinthebag (0): It's so funny that people will do anything to hate on Rust, including nitpicking a few bytes of overhead for a future while they reach for an entire thread or runtime to handle async in their favourite language.
- @hacker_homie (0): This is the type of ugly but necessary discussions that have been happening in c++ for a while. I never really liked the viral nature of async in rust when it was introduced. I wish rust the best of luck and with more people like this rust could have a brighter future.
- @conaclos (0): I recently started working with Rust async. The main issue I am currently facing is code duplication: I have to duplicate every function that I want to support both asynchronous and blocking APIs. This could be great to have a `maybe-async`. I took a look at the available crates…
iOS 27新功能：用户可以在Apple Wallet里自己创建通行证，把任何会员卡、条形码直接添加进去
iOS 27 is adding a 'Create a Pass' button to Apple Wallet
受众观点：@ivanjermakov: "Been using Wallet Creator for that matter. Free and no ads." — 说明这个需求早就有人在解决，苹果只是姗姗来迟
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- @toenail (0): Makes you wonder why this wasn't always possible.. I go to lots of events that have qr codes on their tickets, this will be useful
- @ivanjermakov (0): Been using Wallet Creator for that matter. Free and no ads. https://apps.apple.com/app/id1486573384
- @thewavelength (0): I need this without knowing before that I needed this. Makes me question why this wasn’t implemented years ago. Anyway, great.
- @randusername (0): What a relief. My awful workaround was photos of all my membership barcodes labeled with a sharpie so that I can search "Gym" or "Library" or whatever to pull them up from OCR indexing.
- @flymasterv (0): I’ve always felt like Wallet is mostly a solution in search of a problem, but maybe more adoption will help? I don’t really believe that places that require membership cards are going to let users start creating their own, though.
一个查找AMC电影院几乎无人购票场次的小工具，让你用正常票价独享整个放映厅
Empty Screenings – Finds AMC movie screenings with few or no tickets sold
受众观点：@nebula8804: "This is a simple problem if using the API (I wrote my own home cooked app): just iterate through all theater ids, find the ones with 0 bookings and display that list." — 验证了这个需求的真实性，而且技术
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- @caymanjim (0): Do enough people buy tickets in advance now that this really indicates anything of value? I'm old and have never pre-purchased a movie ticket in my life. I assume a lot of people do, but the few times I've been to the movies lately, it seems people are buying tickets at the thea…
- @orliesaurus (0): Damn, people really love going to the movies here in Austin, Texas.
- @blintz (0): This is cool. Something about dropping everything to go see a movie in an empty theater is sort of tempting.
- @wodenokoto (0): I remember I went to a small showing once as a kid. It was just our group and 1 lady in the theater. We got to small talk and the lady mentioned she had once been the only customer for a showing and told the projectionist that she didn’t want to be a bother and could come back a…
- @nebula8804 (0): I have been quite a heavy patron of AMC theaters these past few years since COVID ended. I have seen A LOT of movies play to empty theaters. I used to actually peek at many of the rooms when I left my movie and so many were downright empty. Its the norm and its probably why thei…
一篇提出「AI反向三定律」的文章，讨论人类拟人化AI、盲目信任AI输出、以及将责任甩给AI这三种危险倾向
Three Inverse Laws of AI
受众观点：@akavel 分享了多种向非技术朋友解释AI不可靠性的类比——旅游导游（就算不知道答案也会现编一个）、轮盘赌（成功几次会产生虚假安全感）、把书扔进搅拌机。他在求更好的类比，引发了大量共鸣和讨论
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- @sputknick (0): I'm surprised with how quickly I stopped anthropomorphizing AI. I can remember in college have dorm room pseudo-intellectual debates about AI being alive and AI being "conscience". then once we had AI that could pass the Turing Test, and I knew how it was architected, any though…
- @the_af (0): I like the suggestion to emphasize the robotic/nonhuman nature of AI. Instead of making it sound friendlier and more human, it should by default behave very mechanistic and detached, to remind us it's not in fact a human or a companion, but a tool. A hammer doesn't cry "yelp" ev…
- @miyoji (0): I strongly disagree with this framing. It's patently insane to demand that humans alter their behavior to accommodate the foibles of mere machines, and it simply won't work in the majority of cases. Humans WILL anthropomorphize the AI, humans WILL blindly trust their outputs, an…
- @jdw64 (0): I understand that AI output is generated from statistical and representational patterns learned from a vast amount of data. My understanding is that, during training, the model forms high-dimensional internal representations where words, sentences, concepts, and relationships ar…
- @akavel (0): "due to their inherent stochastic nature, there would still be a small likelihood of producing output that contains errors" This is the part that I find challenging when trying to help my friends build a correct intuition. Notably, the probabilistic behavior here is counter-intu…
公司把AI工具发给每个工程师，结果组织整体没有任何学习和进步，分析个人生产力提升为何无法转化为组织能力
When everyone has AI and the company still learns nothing
受众观点：@pards 指出大公司代码从commit到上线要6-12个月，开发速度从来不是瓶颈，AI反而让测试/审批/部署等下游环节更拥堵——"Unshipped code is a liability, not an asset"
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- @blitzar (0): > Where is the ROI for the 2 mio € we paid Anthropic last year? The CEO has a youtube style platinum token plaque for their office.
- @rob74 (0): One more point I noticed: since AI adoption is being promoted by companies, collaboration between developers could suffer. Why wait for a more experienced developer to have the time to explain some aspect of the codebase to you (and at the same time confess your ignorance), when…
- @cyanydeez (0): I think if these companies first adopted local models with fewer token outs and the learners got to watch the tokens get made, there'd be a lot more understanding.
- @olsondv (0): The post hits the nail on the head with the messy middle. There is simply no motivation to develop this sort of intelligence loop as a dev who has their own responsibilities which their job depend on. Management can ask as nicely as they want, but I’m not going to selflessly sha…
- @pards (0): In my large enterprise world, AI adoption hasn't made it outside of the development teams - only developers have access to Github Copilot. Code takes 6-12 months to make it from commit to production. Development speed was never the bottleneck; it's all the other processes that t…
Google 开源模型 Gemma 4 引入多token预测草稿（MTP）技术，在不牺牲质量的前提下大幅提升本地推理速度
Accelerating Gemma 4: faster inference with multi-token prediction drafters
受众观点：@disiplus 说之前就是因为速度问题一直跑 Qwen 而不是 Gemma，「超过100tps会发生某种魔法」——这个感受引发了本地模型用户的强烈共鸣
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- @mchusma (0): I find it puzzling Google doesn’t actively promote its own cloud for inference of Gemma 4. Open source is great, love it. But shouldn’t Google want me to be able to use and pay for it through Gemini and vertex?
- @these (0): Has anyone managed to get this to work in LM Studio? They've got a option in the UI, but it never seems to allow me to enable it.
- @disiplus (0): nice, will run it later agains qwen3.6 27b, the speed was one of the reasons why in was running qwen and not gemma. the difference was big, there is some magic that happpens when you have more then 100tps.
- @zdw (0): MTP support is being addedto llama.cpp, at least for the Qwen models ( https://github.com/ggml-org/llama.cpp/pull/20533) and I'd imagine Gemma 4 will come soon. The performance uplift on local/self-hosted models in both quality and speed has been amazing in the last few months.
- @skybrian (0): Watching the computer write text sort of reminds me of using a modem to call a BBS in the old days. This seems like going from 300 baud to 1200 - a significant improvement, but still pretty slow, and someday we will wonder how we put up with it.
当AI让写代码几乎免费，开发者应该如何重新思考软件开发的方式——代码便宜了，但哪些东西反而变贵了？
Lessons for Agentic Coding: What should we do when code is cheap?
受众观点：@torben-friis 说「Free as in puppies」是他见过最准确的比喻——代码便宜不等于工程免费，就像免费的小狗其实养起来非常贵，大量管理者正在误读「代码生成成本」这个信号
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- @boesboes (0): Realize it's going to be 10-100x more expensive once you have no way back?
- @schnitzelstoat (0): I've found the get-shit-done tool[1] to be quite useful for forcing me to properly plan the implementation and ensuring the context remains small and relevant at all times. It is slower than when I was just using Claude directly though. [1] https://github.com/gsd-build/get-shit-…
- @faangguyindia (0): I am in India, junior developer hiring is all down. Ai has reduced offshoring to India and eliminated the need for janitor work (often offloaded to juniors). Many people are finding it difficult to even land internships. The most affected areas are sysadmin, devops, and frontend…
- @torben-friis (0): I came here exactly to point out what I'm glad to see is 10. "Free as in puppies" is a wonderful way to put it. Every time I open linkedin I'm scared of how many big heads have taken the wrong lesson that coding almost free == free engineering. So many bait posts asking engineer…
- @pjc50 (0): Apart from (2), the first seven lessons are exactly identical to good project management practices with humans. Which are also the difficult bits. Once upon a time, highly bureaucratic organizations tried to make a distinction between "analyst", "programmer" and "coder": https:/…
一段PC键盘交互历史：上世纪80年代IBM曾反对微软用Tab键在对话框字段间切换焦点，揭示早期PC标准背后的政治博弈
IBM didn't want Microsoft to use the Tab key to move between dialog fields
受众观点：@connorboyle 说时至2026年他仍然能理解IBM当时的立场——Tab既是可输入字符又是控制键，这种双重身份确实至今仍让开发者头疼
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- @bobomonkey (0): What did IBM want? Arrow keys?
- @SoftTalker (0): Weird because on the mainframe 3270 the tab key was used to move between fields, at least that is my recollection.
- @drob518 (0): So, what did IBM want to use instead?!?!
- @connorboyle (0): A great read, although I'd still like to know what IBM's reasoning for opposing this use of the Tab key was. Is it because they didn't want Tab to be both an input and a control character? I.e. there are some cases where you can type a Tab into an input field, and there are othe…
- @jmclnx (0): Interesting, I wonder if the "TAB" argument was IBM at the time wanting screen input to work just like they did on mainframes ? Well before DOS was a thing, the mini I programed on was using Tabs to move between the TUI fields. Once you were happy you would press RETURN to proce…
GitHub Actions 再次大规模宕机，CI/CD流水线中断，社区对GitHub可靠性持续积累的愤怒再次爆发
Incident with Actions
受众观点：@mholt 说「GitHub宕机已经不再是新闻，现在反而是GitHub正常运行才算新闻」——@LorenDB 补充 uptime 已降至84.88%，连三个9都做不到，持续引发强烈共鸣
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- @mholt (0): We get it. We should probably take a break on these. It's probably more newsworthy now when GitHub is "up".
- @foundatron (0): I re-ask this: https://news.ycombinator.com/item?id=47979968 If everyone is vibecoding, and SaaS plays have no moats anymore, and everyone says they are mad at Github's reliability...why aren't there like 10 viable replacements already? Why are you still using Github?
- @xvilka (0): All the more reason to donate to Forgejo/Codeberg[1][2] or contribute the code to SourceHut[3]. [1] https://liberapay.com/forgejo [2] https://donate.codeberg.org/ [3] https://sr.ht/~sircmpwn/sourcehut/
- @LorenDB (0): Down to 84.88% uptime: https://mrshu.github.io/github-statuses/ Can't even do three 8s properly.
- @michalsustr (0): Why don’t they just raise GitHub actions prices? Supply and demand, that would sort itself
英国第200万辆电动汽车正式注册，市场在汽车税调整后强势反弹，标志着英国电动车普及进入新阶段
UK: Two millionth electric car registered as market rebounds strongly
受众观点：@jampa 提到巴西 BYD 在此次能源危机中首次登顶新车销量榜，全球电动化进程在多个市场同步加速，讨论热度高
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- @bloak (0): I am so confused by the categorisation of cars: BEV, HEV, PHEV and so on. I think the industry insiders who write some of these articles don't realise how hard it is for some of their readers to keep track.
- @wxw (0): > The increase reflects a rebound from an unusually weak April last year, when buyers pulled purchases forward to March to beat incoming vehicle tax increases
- @retrac98 (0): Fuel (diesel, specifically) in the UK is getting towards $10/gallon, so not surprising really!
- @jampa (0): This oil crisis was a huge boon for EVs. In Brazil, despite the "hate" most people have against EVs, BYD went from breaking into the top 10 in March to taking the #1 spot in consumer sales for the first time ever.
- @kieranmaine (0): As a companion to this article these pages have good charts and data: The road to electric - in charts and data - https://www.rac.co.uk/drive/electric-cars/choosing/road-to-e... Electric car charging prices at public chargers - https://www.rac.co.uk/drive/electric-cars/charging/…
555定时器芯片诞生55周年，这颗1971年发布的小芯片至今仍是电子爱好者的入门神器，无数DIY项目都用过它
EEVblog: The 555 Timer is 55 years old
受众观点：@tuvix: "Built an atari punk console using these with my late father. Still have it hanging on my wall in a shadow box." — 评论区满是nostalgia，大家在晒自己用555做过的东西
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- @3form (0): 5:55 video released on May 5th, as per description :) For something feeling like a fairly specific IC, I remember seeing many projects that use it throughout the years in wacky ways - and seeing it makes me happy to know that the sentiment for this little piece is shared.
- @nom (0): also today's date is 5.5. and the video is 5m55s
- @davidwritesbugs (0): Oh god I feel old. I remember being an excited schoolboy thinking how magic this was when it debuted.
- @tuvix (0): Built an atari punk console using these with my late father. Still have it hanging on my wall in a shadow box.
- @robofanatic (0): and this is the fifth comment
Anthropic发布金融和保险行业专用AI agent模板，覆盖从尽调到月结对账十种高频耗时任务，直接冲着金融垂直SaaS创业公司去的
Agents for financial services and insurance
受众观点：@suriya-ganesh: "This probably killed a thousand startups in this space. in the early internet you wouldn't see google creating their own news site..." — 评论区最高赞讨论平台化吞噬创业空间的问题，情绪很强烈
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- @suriya-ganesh (0): Will the big labs leave anything for external competition? This probably killed a thousand startups in this space. in the early internet you wouldn't see google creating their own news site or facebook building their own animal farm. what happened to platformication of everythin…
- @Havoc (0): For those in the finance space, are you actually seeing any real AI tools being used? Like for actual operational tasks? I've really only seen it used for research / exploration thus far. Either for economic research slide deck or for exploring trading hypothesis
- @wxw (0): > We’re releasing ten ready-to-run agent templates for the most time-consuming work in financial services The templates being: pitch builder, meeting preparer, earnings reviewer, model builder, market researcher, valuation reviewer, general ledger reconciler, month-end closer, s…
- @0123456789ABCDE (0): patagonia is gonna to lose some clientele
- @vatsachak (0): Everything is going to be slop and you're going like it. Is the plan to have an LLM do everything? And do it worse? "Oh yeah my Claude didn't agree with the pitch from their Claude" The goal of current tech is to make humanity a gerbil running on a Claude wheel
有人做了对比测试：让AI用视觉识别界面完成任务，比直接调结构化API贵45倍，说明"让AI看屏幕操作"目前远不如"给AI接口调用"经济实惠
Computer Use is 45x more expensive than structured APIs
受众观点：@cjbarber: "I think of computer use as like last mile delivery. APIs and bash and such are the efficient logistics networks. Both have different benefits." — 这个比喻很传播，评论区最受认可的观点是"两者都需要，用对场景"
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- @taormina (0): The interface designed for humans is poor for AI needs? And the interface designed for programmatic use is easier for the AI to use? In other news, the sky is blue and water is wet.
- @sudb (0): I'm pretty unsurprised that the vision agent did worse. I'd be interested in a comparison between the different tools that now exist to let LLMs drive browsers (e.g. vercel's agent-browser, the relatively new dev-browser[1], etc.) There are usecases where the vision agent is the…
- @cjbarber (0): I think of computer use as like last mile delivery. APIs and bash and such are the efficient logistics networks. Both have different benefits. Obviously, use the efficient methods when you can.
- @svnt (0): > This is not a model problem. The vision agent was reasoning about a rendered page and had no signal that the page wasn't showing everything. > To make the comparison apples-to-apples, we rewrote the vision prompt as an explicit UI walkthrough, naming the sidebar items, tabs, a…
- @aurareturn (0): In an agentic world, the OS needs to be completely rethought. For example, every single app functionality should be exposable via an API while remaining human friendly. I think OpenAI designing their own phone is the next logical step. I hope they succeed which should bring majo…
Coinbase CEO 宣布推行一人团队模式（工程+设计+产品全包），评论区普遍质疑这是否是 AI 时代公司裁员的美化说法
> “one person teams” with engineers, designers, and product managers all in one role lol, no notes
受众观点：@VicVijayakumar (17分) 自己补充说这个趋势不止 Coinbase，很多公司在推非技术管理者离职、要求领导写代码；@ryanleecox (7分) 担心非技术团队写代码和 player-coach 模式会出大问题；@LifeByThunder (3分) 前员工直接说 CEO 在撒谎安抚投资人
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- @VicVijayakumar (17): There's a lot of fluff in this email but the highlighted section is the crux of it, and this experiment is happening at more companies than just Coinbase. Orgs have been getting compressed vertically and stretched out horizontally for longer than it's been in the news. Non-techn…
- @ryanleecox (7): @VicVijayakumar Nontechnical teams shipping code, player-coaches only leadership not the CEO or COO, managers being ICPs…… lol, what could possibly go wrong?
- @LifeByThunder (3): @VicVijayakumar i used to work at coinbase, it's a large company with strict processes. this man is lying. yapping to calm investors who do not believe him at all
- @teodorio (3): @VicVijayakumar I would probably move my assets out of coinbase right about now
- @YoshkaMJ (3): @VicVijayakumar live look at the c-suite meeting room: https://t.co/mrlZpFGNR2
开发者怒吐Gemini模型虽然在基准测试上领先，但在实际AI智能体任务里完全不好用，工具调用和代码执行都拉跨
For the love of God please be good at agentic workloads. Gemini is still smarter than 5.5 or 5.7 but it can't do anything
受众观点：@TatataToddC(3): "Gemini is 100% smarter than GPT 5.5 or Opus 4.7. But: poor code quality, poor at tool calling, Gemini CLI and Antigravity are poor, Gemini app is horrible" — 社区高度认同「智力≠可用性」这个判断，具体槽点集
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- @Nateemerson (7): @zebassembly imma need you to slide me one of those 5.7 early invites... 👀
- @abdulmuminyqn (3): @zebassembly harnesses for gemini need to rethink tool calling around code instead. it performs better with code.
- @TatataToddC (3): @zebassembly Gemini is 100% smarter than GPT 5.5 or Opus 4.7. But: - poor code quality - poor at tool calling - Gemini CLI and Antigravity are poor - Gemini app is horrible
- @lostinlatencyX (2): @zebassembly what is your definition of smarter? and which model is 5.7? only true thing is gemini cant do anything.
- @4m473r45u (2): @zebassembly Gemini is in no way smarter than 5.5
一张截图展示主流AI产品界面清一色蓝白配色，引发开发者讨论为何AI行业品牌设计如此高度同质化
Why do all go for blue/white? https://t.co/MfafiIcQEt
受众观点：@ehsan_olyaee(13): "To be fair codex is purple 😄" — 最高赞回复是举出反例，说明社区对「差异化」其实有好感，只是多数人选择了保险路线
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- @ehsan_olyaee (13): @mamagnus00 To be fair codex is purple 😄
- @athasdev (12): @mamagnus00 Real https://t.co/u3EV5W5X6F
- @davidretegan (6): @mamagnus00 the blue led was very hard to make, we have to flex it
- @deeflectcom (2): @mamagnus00 the founder asked design team for "trust"
- @MatthewMBG (2): @mamagnus00 Blue is a colour we associate with seriousness and trust
一款 couples app 用最简单的发段子对话截图格式，一个月获得 6 万次下载
This app got 60k downloads in 1 month with the most brain dead format ever😭 its a couples app that syncs wallpapers >The format is 2 phones side by side >Showing how they sync >and have inte…
受众观点：@khldclips (2分) 分享自己要做的「假紧急短信逃离烂约会」App，认同最蠢的点子最赚钱；@buildwithgoks (0分) 吐槽这种 demo 让所有长文 landing page 显得无用
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- @khldclips (2): brain dead is right as fuck i’m shipping an app next week that sends you fake emergency texts so you can escape bad dates like a pro mid-date your phone buzzes “your roommate” texting that the apartment is flooding right now you fake panic, say you gotta run, and ghost that clow…
- @Warishasir (2): @ErnestoSOFTWARE I wannna build an app for Barcelona fans Cus I have a 50k followers page on instagram What do you think is it a great idea to build or no? The app will have quizzes live chat and leaderboard Can I have your opinion on it?
- @skinderdev (1): @ErnestoSOFTWARE Honestly, simple app - great idea. I can see why it’s popular
- @buildwithgoks (0): @ErnestoSOFTWARE Demos like this are annoying because they make every landing page essay look useless.
- @KKardes123 (0): @ErnestoSOFTWARE What is the name of the analysis tool?
aidenybai 做了 pookie，一个住在 Slack 里的 AI 助手，能搜消息、生成 meme、跑代码、管 GitHub issue
we built pookie it's a helper that lives inside Slack it can search messages, generate memes, run code, and connect to your tools (Linear, GitHub, Stripe, even my bank!) fully open source and self ho…
受众观点：@aidenybai (5分) 自己在找几个团队合作开发；@CyrilInTech (0分) 质疑和 Slack AI 有什么区别
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- @aidenybai (5): + looking for a few teams to build this out with. DM me and i'll get it setup for you :) website: https://t.co/LVz3aA5z1z github: https://t.co/OrW6akimU9
- @mertduzgun (1): @aidenybai i built a similar thing for a client too. thanks for sharing. i’ll check your decisions and preferences.
- @umgbhalla (1): @aidenybai https://t.co/4YA4AU91Yc
- @shubhporwal24 (0): @aidenybai pookie saw my linear backlog and immediately requested PTO
- @CyrilInTech (0): @aidenybai what's wrong with Slack AI ?
Anthropic 发布 10 个即用型 AI agent 模板，专门针对金融场景（pitchbook、KYC、月结等），可直接对接 Excel/Word/Outlook
🚨 Anthropic launched 10 ready to use AI agent templates for financial tasks like pitchbooks, KYC, and month end closing. These agents integrate with Excel, PowerPoint, Word, and Outlook and can autom…
受众观点：@MrMamba_NFT (1分) 指出分析师是第一批被自动化的知识工作者但没人讨论；@morenomancilla (0分) 质疑这些模板如何处理真实世界的混乱数据（合并单元格、Outlook 标记可疑活动）
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- @yeni_manasa (2): @ai_for_success At this point, I'm just waiting for it to integrate with my coffee machine
- @MeisterCoins (1): @ai_for_success 100% AI free gonna be the new organic label for pitch decks
- @MrMamba_NFT (1): @ai_for_success Analysts were the first knowledge workers to get automated and nobodys talking about it. https://t.co/Hqs7hyiEfi
- @amaanbuilds (0): @ai_for_success Everyone sees automation. Few see where 85% of the compute will go. https://t.co/qfSgFT3dA1
- @morenomancilla (0): @ai_for_success honestly curious how these handle real-world messiness - like when an excel file has weird merged cells or outlook decides to flag the automation as suspicious activity. financial month-end stuff can be pretty unforgiving with errors
Google 让 Gemma 4 通过多 token 预测（MTP）技术提速 3 倍，质量不变但速度大幅提升，支持本地部署
🚨 Google just made Gemma 4 up to 3x faster with MTP ⚡ Same quality, way more speed. It predicts multiple tokens at once and verifies them in parallel, removing latency bottlenecks. You can also run p…
受众观点：@ai_javi_tx (0分) 认为这标志着云依赖借口的终结，本地 AI 成为默认选项；@Arslandev97 (0分) 强调在移动设备本地跑 3x 速度的 Gemma 4 让设备端 AI 成为真正替代方案
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- @ai_for_success (5): You can find this on App store / Play Store. https://t.co/O15XiDpwMZ
- @ai_javi_tx (0): @ai_for_success I smell the end of cloud dependency excuses. Gemma 4 with MTP makes local AI the default, not the compromise.
- @Arslandev97 (0): @ai_for_success Running Gemma 4 at 3x speed on a mobile device locally is the kind of progress that makes on-device AI a real alternative, not just a demo.
- @Learnyst (0): @ai_for_success Faster responses with the same accuracy can make a big difference in everyday workflows.
印度开发者在美元走强时赚美元的汇率优势让人羡慕
Indian bros earning in dollars must be really happy seeing this https://t.co/h4iDLhyvB6
受众观点：@benzigar_alvin (1分) 预测要涨到 100；@ndhabarde11 (1分) 吐槽刚卖完 app 汇率就开始涨
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- @SianAliMalik (2): @AdityaShips Meanwhile Pakistanis https://t.co/nFgddnh6ld
- @benzigar_alvin (1): @AdityaShips It's gonna hit 100 soon
- @ndhabarde11 (1): @AdityaShips 😢 Started rallying just post my app sale
- @MRehan_5 (1): @AdityaShips This is very low even compared to pkr
- @deepp2108 (1): @AdityaShips Damn
Coinbase 因加密货币市场波动大幅裁员 14%，再次印证加密赛道公司的高度不稳定性
Coinbase has laid off 14% of the company because crypto is volatile (unprecedented)
受众观点：@copyconstruct (score 2): "Unless one is genuinely interested in building crypto products or fully buys into the 'mission', don't get why anyone would want to work for coinbase. For the past several y
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- @copyconstruct (2): @VicVijayakumar Unless one is genuinely interested in building crypto products or fully buys into the “mission”, don’t get why anyone would want to work for coinbase. 🤷♀️ For the past several years, they’ve been doing layoffs, rescinding offers, etc. there are far more stable “…
- @mSanterre (1): @VicVijayakumar I just got a message from their recruiter 2 weeks ago that they're urgently hiring more engineers. 🤔
- @ageesen (1): @VicVijayakumar Token-usage based firings are getting commonplace. Employees starting to tokenmaxx with slop. Coinbase is not the first, and definitely not the last, to lay off team members not deemed "effective" Incentives and rewards....
- @AnEmortalKid (0): @VicVijayakumar ?? https://t.co/EAvVgvx2KO
- @mpopv (0): @VicVijayakumar Working in crypto seems a bit like working in the oil and gas industry
开发者两个月实测后得出结论：OpenAI Codex 5.5 在写代码上全面超越 Claude 4.7，但 Claude 在 UI/设计方面仍是首选
I've been using codex as my primary coding agent for the last two months. I fired up 4.7 today, and it continually makes mistakes that are table stakes for codex on 5.5 huge difference in depth, thin…
受众观点：@datanoir_io (score 2): "I had to cancel Claude max just because I can't justify the price when using 99% codex. Claude DESIGN is really bloody good though such a shame I can't swap Claude code tokens
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- @datanoir_io (2): @boringmarketer Correct. Not even frontend logic, just specifically design. I had to cancel Claude max just because I can’t justify the price when using 99% codex. Claude DESIGN is really bloody good though such a shame I can’t swap Claude code tokens for that….
- @tynervp (1): @boringmarketer Kimi performs better with design. 4.7 has been a step back for sure.
- @TechWithMatteo (0): @boringmarketer I use Claude Code daily for building my side projects and yeah it really does shine for anything design or UI related, that part checks out
- @Itsdotdev (0): @boringmarketer 100% agree on coding. I still think Claude is better at writing content in terms of actual prose quality. But otherwise Codex has 100% been less frustrating to use. Which, funny enough is the number one metric for agentic coding use imo.
- @Mattizzle123 (0): @boringmarketer Yeah Codex with 5.5 and 5.5 in general is just "there". It's like the "mission accomplished" of LLMs. It just gets shit done with no fuss, no frustrations, barely. Ok some. It is still an LLM after all. But I never end up cursing and swearing at the screen like I…
提醒技术圈别陷入 AI 焦虑泡沫——现实中绝大多数普通人和企业对 AI 的了解和使用极为有限，Twitter 上的讨论严重脱离现实
remember this if you feel behind in AI - call 10 main street businesses no one knows what openclaw or hermes is, they just want their phone to ring - ask your text group how they use AI, chatgpt free…
受众观点：@coreyganim (score 2): "the other huge opportunity is making this stuff accessible for the everyday person. that's my angle - take the tech and translate it for operators doing 500k-5m/year in revenue
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- @coreyganim (2): @boringmarketer the other huge opportunity is making this stuff accessible for the everyday person. that's my angle - take the tech and translate it for operators doing 500k-5m/year in revenue. they're the ones who need it most but have the least time to tinker.
- @gonlenidefi (1): @boringmarketer checked instagram algorithm still rewarding slop over anything thoughtful real perspective check tbh
- @OskarKohler (0): @boringmarketer easiest way to feel this: watch a non-tech person use chatgpt. they type one sentence, get a wall of text back, and close the tab. that single moment is the entire opportunity.
- @acogood (0): @boringmarketer A recent US Census Bureau survey found only 5.4% of businesses actually use AI to produce goods or services The disconnect between Twitter hype and Main Street reality is massive
- @saadixsd (0): @boringmarketer Just cuz youre surround by people that build with AI and have knowledge, doesnt mean everyone in the world does so as well
开发者吐槽 Claude 编程助手不停提醒休息、制定周计划，完全打断专注工作流，引发大量共鸣
Claude needs to seriously get off my back like bro, we've been working together for 10 minutes I'm not taking a break https://t.co/6SJi5UxcY5
受众观点：@chrissyinspace (score 3): "hahaha plus it's like 'here's your plan for week 1' and I'm like 'we're doing this by lunch'" ——AI 的时间感和用户的执行节奏完全不对齐，引发强烈共鸣
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- @robj3d3 (8): NO STOP IT https://t.co/vfZyEFjRo4
- @robj3d3 (6): RIGHT https://t.co/53sQWepqBd
- @robj3d3 (3): good boy https://t.co/8sMffIB81j
- @WhiskyToad (3): @robj3d3 You should try Codex It reworks the ui and changes the copy to be "this hero section as at the top because it gets more attention here' yea thanks, I really need my site to say that
- @chrissyinspace (3): @robj3d3 hahaha plus it's like "here's your plan for week 1" and I'm like "we're doing this by lunch"
GitHub 近期频繁宕机，有人对外部嘲讽声音感到不满，认为工程师在高负荷下扛住压力已经很不容易
I know that GitHub is having unacceptable levels of downtime recently, but man, I feel for the engineers there that have to deal with everyone laughing at them while they try to keep their services t…
受众观点：@robertpiosik (0) 建议"user experience should be rather 'there is no server to handle your request' than a complete downtime for everyone"——优雅降级比全面崩溃强
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- @robertpiosik (0): @zebassembly you can agree the user experience should be rather /there is no server to handle your request/ than a complete downtime for everyone
- @bebraw (0): @zebassembly I can only imagine how bad the situation could be without strong engineers.
xAI 正式开放语音克隆 API，两分钟内可创建自定义声音，支持 28 种语言超过 80 种预设音色，面向语音 agent、有声书、游戏角色等场景
Voice Cloning is now live via the xAI API! Create a custom voice in less than 2 minutes or select from our library of 80+ voices across 28 languages to personalize your voice agents, audiobooks, vide…
受众观点：@MeanMemeBlob (317): "Scammers are gonna have a field day with this"——对滥用场景的担忧压倒了技术兴奋感
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- @MeanMemeBlob (317): @xai Scammers are gonna have a field day with this
- @__SeriousGemini (258): @xai @SamaTheOnly it’s reality https://t.co/ViI1JxBoBE
- @parker__conrad (126): @xai https://t.co/fwCBbCX0kd
- @bonsaixbt (85): @xai But it’s interesting how they’re going to deal with scammers who will use this feature https://t.co/B8KWckNy0L
- @jamaica_witch (65): @xai This is absolutely horrifying
美国大学生用 AI 生成虚拟女性角色在 OnlyFans 月赚4.3万美元，引发关于 AI 内容创作伦理、平台监管和变现天花板的大讨论
AI 虚拟女友一个月赚4.3万美金！ 我今天看到这个帖子，直接看呆了。 一个21岁的 Austin 大学生，用 AI 造了一个叫 Maya 的 OnlyFans 账号，第一个月就赚了4.3万美元。 问题是——照片里那个女孩，根本不存在。 Maya 22岁，UCF 心理学辍学生，1247个付费订阅者，单月最高一个粉丝就刷了1847美元。 https://t.co/F1EtHwv0bI
受众观点：@Etudecn (60) 分析："这事最狠的地方，是门槛塌得太快了。以前做虚拟人像要半年，现在 4 个文件 + 几个模型大学生就能跑起来。平台接下来一定会更激进打击高拟真 AI 账号"
展开评论
- @Etudecn (60): 这事最狠的地方，是门槛塌得太快了。 以前做虚拟人像搭一个工作室，要人设、拍摄、运营一起磨半年。现在变成 4 个文件 + 几个模型，大学生都能一台 MacBook 跑起来。 说实话，我第一反应不是惊艳。 是平台接下来一定会更激进地打击“高拟真+高转化”的 AI 账号，因为这已经开始直接吃真人创作者的饭了。
- @ChinaZoro (46): @xiangxiang103 能發出來說明已經不賺錢了，現在各平台嚴打AI，粉絲是不知情的情況，以為真人才掏錢的，是你我願意為了一個假人付費，AI美女，和假奶一樣讓人厭惡！ 現在不賺錢了，就開始出教程賺錢了！
- @BBking138 (38): @xiangxiang103 OnlyFans政策严格：需要政府ID验证（真人自拍+证件
- @xiangxiang103 (24): https://t.co/7jcA9yyxFW
- @DIYism (21): @xiangxiang103 哈哈, 男人们 也可以 抢 抠脚美颜大妈们 的生意了 https://t.co/cQpSGAoh6s
Anthropic 举办 Claude Code Hackathon，奖金池 10 万美元 API Credits，开发者可以和 Claude Code 团队面对面共事一周
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：@Kraggich (26): "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."
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.
开发者因为 AI agent 不擅长设计研究、Codex 无法访问 Mobbin，自己做了一个叫 Lazyweb 的免费 MCP 工具，内置 25.7 万张 UI 截图和 6 种设计研究技能
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：@bygregorr (14): "Mobbin paywalling research was my biggest blocker last month, this fixes that."——痛点真实，需求被验证
展开评论
- @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 (12): @abouelatta_ali you are so goated for making this free, i'm def pitching this to my co-founder, but if you don't mind me asking, is https://t.co/4nVIeUSrDv designed by lazyweb?
- @aiseomastery (7): @abouelatta_ali The Mobbin access gap has been annoying for so long. The fact that someone just built around it instead of waiting is exactly how good tools get made.
- @hammaadjam (7): @abouelatta_ali I'm going to add this to https://t.co/yG2eHEUJdo, which is free with Minimax completely I'm just imagining now !!!
Unity 发布 AI 开放测试版，内置面向 Unity 工作流的 AI agent，支持通过 AI Gateway 和 MCP Server 接入外部 AI 工具，月费 210 美元
Unity AI is now in Open Beta 🎉💫 We believe AI has the most impact when it helps creators move faster while staying in control of the creative process. Use our built-in agent tuned for Unity workflows…
受众观点：@StudioZamudio (54): "I was interested until I saw the $210 a month! Probably better to vibe code this in three.js."——定价直接劝退潜在用户
展开评论
- @unitygames (140): 👉 Join the Unity AI Beta: https://t.co/g7FJsP4hko
- @veltrixdev (103): @unitygames A shit tons of new low quality mobile games will be created with this. AI shouldn't be used to create AI-slop games; it should be used as a tool.
- @Mosieur_Costard (72): @unitygames @unity are you stealing the datas of the game dev using your software to train this ?
- @StudioZamudio (54): @unitygames I was interested until I saw the $210 a month! Probably better to vibe code this in three.js.
- @johnindiedev (53): @unitygames Steam is not ready for the slop tsunami.
Meta Ads 通过 MCP 接入 Claude，60 秒完成 OAuth 授权配置，可以直接用 Claude 管理和分析广告账号，但目前仍在灰度阶段
🚨BREAKING: meta officially connected meta ads to claude the connector went live on april 29, 2026 the URL is https://t.co/EONyIxUwG9 setup takes about 60 seconds you go to claude settings, add it as…
受众观点：@Cortright_ok (11): 灰度混乱——"gave it to the dormant accounts that haven't been touched in years"，而月消费 $1M 的账号反而没权限
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- @RAVRajArtchiVi1 (14): @dashboardlim It is connected and still Meta is in rollout stage it seems, accounts are queued, thanks for sharing.
- @Cortright_ok (11): @dashboardlim all the people promoting it yet meta hasn’t allowed it to like most accounts lol. i have access to 18 accounts and they didn’t give it to the one that spends $1m/mo…. they gave it to the dormant accounts that haven’t been touched in years
- @batsirai (10): @dashboardlim I thought our ad account had to have MCP access?
- @elliot_garreffa (5): @dashboardlim this isn't an official claude connector yet. they should submit it to the claude connector store as that means it can now be organically shown to people after they prompt an aligned intent https://t.co/MWy2IYbJcm
- @RobWayne007 (3): @dashboardlim META CLAUDE
levelsio 分享通过 Telegram 直接跟自己的线上产品对话改 bug 加功能的体验，顺带提到他在用 OpenClaw 三周但最终选了更简单的自定义方案
✨ A dream I had finally came true: I can now chat directly with my sites to build any feature or fix any bug just via Telegram I've been playing with OpenClaw for 3 weeks now and it's great but I was…
受众观点：@levelsio (309) 自己澄清："People not reading the post I think. This is NOT OpenClaw"——原帖内容被误读
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- @levelsio (309): People not reading the post I think This is NOT OpenClaw This is https://t.co/8NzsTgC95W
- @levelsio (286): https://t.co/8NzsTgC95W
- @mitchellh (254): @levelsio Apple builtin terminal jump scare
- @levelsio (68): P.S. the social engineering hack on OpenClaw here is mostly my fault for letting it in my group chat But I still wanted something simpler than OpenClaw which this is
- @RichardAtCT (16): @levelsio Epic! Glad you found the tool helpful. Simple (hopefully!) and gets the job done.
有人列举 Claude 新增的众多功能（语音模式、agent 团队、MCP 连接器等），调侃 OpenClaw 要被官方产品压死了
RIP OpenClaw 💀 Claude now has > Voice mode > Agent Teams > 38+ Connectors > Cowork Projects > Scheduled tasks > Plugin Marketplace > Persistent memory > 1M Context window >…
受众观点：@Umesh__digital (86): "OpenClaw is still preferred due to its open source nature. Claude is vendor specific and bound. less flexible."——开源 vs 闭源的核心差异在控制权
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- @Umesh__digital (86): @minchoi OpenClaw is still preferred due to its open source nature. Claude is vendor specific and bound. less flexible.
- @BlakeHer_on (51): @minchoi the gap between claude today and claude six months ago is hard to explain to people who haven't been watching.
- @biggie2309 (44): @minchoi It is really unbelievable how much these guys ship from day to day 😍😍😍
- @morganlinton (27): @minchoi @TLDInvestors Not RIP OpenClaw, can’t compare closed source to Open Source…
- @zacodil (15): @minchoi I feel like everyone praising Claude right now is either incredibly lucky or just not actually using it for real work. The usage limit evaporates as soon as you start using it. https://t.co/ar2ANBgW2q
技术博主分享如何用 Termux 在 Android 手机上安装 OpenClaw 并通过 WhatsApp 控制，配有自动化安装脚本
How to install #OpenClaw on Android and control it via WhatsApp using automated script #Termux https://t.co/HMmiBbib7c
受众观点：@androidmalware2 (99) 提供了 blog 和 installer script 链接——技术教程的完整度很高
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- @androidmalware2 (99): OpenClaw on Android Blog: https://t.co/SXoHZ21J1D Installer script: https://t.co/zzhBsni0Dg https://t.co/vKeuRjcoTH
- @dannybuntu (7): @androidmalware2 Pretty soon, "How to install openclaw in your brain via Neuralink." only a matter of time....
- @PatriotBarter (3): @androidmalware2 not recommended.
- @Doondi619895 (3): @androidmalware2 Hey can you make a detailed youtube tutorial video on this and recently pico claw was also launched can you make a video on that
- @prateekhh (2): @androidmalware2 Termux + WhatsApp = claw chaos
独立游戏 MUSO 发布新预告片，游戏灵感来自经典 RPG 系列 MOTHER/Earthbound，用 Godot 引擎开发
A new video teaser, just for you! #MUSO #Gamedev #indiedev #indie #dev #rpg #godot #madeingodot #godotengine #madewithgodot #godot4 MUSO is a project inspired by the #MOTHER / #earthbound series. Ple…
受众观点：@realspicynoodle (8): "You've made more progress than Oddity/Mother 4 in a fraction of the development time."——拿进度对比同类项目，说明受众在追这个游戏的长期开发
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- @iwbf_reski (29): @MUSO_RPG https://t.co/623c0urpPm
- @James8045831037 (9): @MUSO_RPG Xbox port please 🥺. We need more Earthbound-style games like this on Xbox
- @realspicynoodle (8): @MUSO_RPG You’ve made more progress than Oddity/Mother 4 in a fraction of the development time.
- @weloveodile (6): @MUSO_RPG https://t.co/t7W345ZU0f
- @MUSO_RPG (3): https://t.co/0bkZrqF9DH
科幻 FPS 独立游戏 Luna Abyss 发布首个 2 小时实机演示视频，游戏场景设定在月球大小的外星巨型建筑内，5月21日 Steam 发售
This Sci-Fi FPS indie game takes place in an alien megastructure that's the size of a moon! Luna Abyss is coming to Steam on May 21st: https://t.co/a2tO0KcsyH Video of the first 2+ hours: https://t.c…
受众观点：@BeepsBPS (3): "Loved the demo for this! Didn't know the release was so close"——demo 转化效果好，发售日期临近进一步刺激购买意向
展开评论
- @LunaAbyssGame (3): @gameralphabeta "A puny little prisoner" has absolutely sent me 😅
- @BeepsBPS (3): @gameralphabeta @LunaAbyssGame Loved the demo for this! Didn't know the release was so close haha, thanks for heads up ABG!
- @cptzeuss (2): @gameralphabeta @LunaAbyssGame THIS LOOKS AMAZING! WTF?! I WANT THIS!!! https://t.co/kCW5KosR71
- @Ga4br13l (2): @gameralphabeta @LunaAbyssGame Would https://t.co/SulHFlU0jZ
- @QuincyW72438 (2): @gameralphabeta @LunaAbyssGame Yes a 3d bullet hell with heart... quinnz
2D 像素风生存恐怖独立游戏 The Road of Dust and Sorrow 在 Steam 上线 demo，游戏背景是治疗饥荒的药物引发丧尸疫情
A cure for famine caused a zombie outbreak in 2D pixel art survival horror indie game, The Road of Dust and Sorrow! Maybe it did also technically stop famine though? Demo on Steam: https://t.co/ikWE6…
受众观点：@hyperknees91 (2): "Instantly wishlisted, could tell this was going to be my kind of game. The visuals are really great!"——视觉风格是第一吸引力
展开评论
- @mr_derangedblue (2): @gameralphabeta @trodasgame Damn, that sucks. Oh well, I’m gonna eat my neighbor Terry.
- @hyperknees91 (2): @gameralphabeta @trodasgame Instantly wishlisted, could tell this was going to be my kind of game. The visuals are really great!
- @AnxiousNeck (1): @gameralphabeta @trodasgame I absolutely adore how spoiled we are with Survival Horror indies these days!!
- @PhoenixoGaming (1): @gameralphabeta @trodasgame Looks amazing, I will try the demo !
- @KelabangJantan (1): @gameralphabeta @trodasgame Games feels like tlou 2d version
有人推荐开源社交媒体爬虫工具，支持小红书、抖音、B站等平台，但评论区普遍反馈风控问题严重，实际可用性存疑
这个开源工具厉害了，自媒体平台爬虫神器。能够爬取小红书，抖音，快手，B 站，微博，贴吧，知乎的内容和评论，支持关键词搜索，指定创作者主页。 作者维护这个开源项目已经很久了，我打开看发现其实很久之前就已经 star 了，抽个时间来部署。 发现这个对产品找需求或者找用户帮助还是挺大的。 https://t.co/KloGLm5e5h
受众观点：@toyHanli (4): "这个我用过，没有法子解决各大平台的风控问题"——实际使用者的负面反馈
展开评论
- @toyHanli (4): @canghe 这个我用过，没有法子解决各大平台的风控问题
- @iBigQiang (3): @canghe 这个之前试过，第一次很惊艳不过后来再试就小红书账号故障了，一直提示非法登录 怎么验证滑块还是被的方法都登录不了只能手机才能登入。就是不知作者另外搞的付费pro版怎么样 没入坑不知具体效果如何。
- @fdy (3): @canghe 其实好像没啥必要爬取，因为爬取来的数据也不知道有啥用，能想到用出的基本上搜索也能解决问题。
- @MingFire520 (3): @canghe 小红书挺难爬，很容易被封控
- @zhishiai6 (2): @canghe 这个应该会被风控 RPA会稳定一些
博主推荐 20 个 AI 领域 Twitter 账号清单，涵盖工具推荐、独立开发、LLM 等细分领域，含 levelsio、Greg Isenberg 等知名账号
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：@pollux_tw (1): "搞 web3 的都转行 ai 了，但 ai kol 可是有一定要求的哟"——调侃从 web3 转 AI 的博主专业度不够
展开评论
- @pollux_tw (1): @web3houzi @gregisenberg @levelsio @marclou 搞 web3 的都转行 ai 了，但 ai kol 可是有一定要求的哟
- @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
- @hoshino_sasaki (1): @web3houzi @gregisenberg @levelsio @marclou 可以的 收藏了
- @qmzqsd888 (0): @web3houzi @gregisenberg @levelsio @marclou 第一步首先关注猴子老师！
一个每五分钟自动更新可用免费代理的开源工具，专门解决爬虫被封IP的问题
开发爬虫和做数据采集，代理服务器几乎是刚需：不然 IP 很容易被封。可惜网上多数“免费代理”早就失效。 在 GitHub 上刚好发现 Proxifly 这个开源项目：每 5 分钟自动抓取、更新并验证免费代理，把可用性这件事直接做到了位，省掉大量排查成本。 目前覆盖 60 个国家，提供 806 个可用代理，支持 https://t.co/ljFZdosoAi
受众观点：—
展开评论
- @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
用小红书挖掘插件类需求、用闲鱼验证购买意愿、再回小红书变现的小生意闭环方法论
哈，我发现小红书+闲鱼，才是正确打开小生意的方式 1/ 红薯搜“插件” 2/ 高赞+高藏 = 需求宝库 3/ 闲鱼确认成交需求 4/ 红薯发种草笔记 5/ 两边都可以变现闭环 只是 Zotero “插件”这类适合动手能力强的独立开发，而 Indie dev 对这类小生意瞧不上，那么文转 Vibe Coder 是不是可以试试？ https://t.co/OAWGlGhB4Z
受众观点：—
展开评论
- @ksg528715 (1): @huangyun_122 左边是啥软件
- @night_journeys (0): @huangyun_122 @grok 第一张图用的是什么软件，如果是网址给出网址
- @Candice952709 (0): @huangyun_122 什么意思 详细解释给我@grok
- @LicunH35466 (0): @huangyun_122 @grok 左边截图是什么网站的？给出网址
- @LicunH35466 (0): @huangyun_122 @grok 左边截图是什么软件
用AI生成性格测试报告在小红书低成本变现的真实案例，2000粉账号单品卖出1.4万单
发现个小生意——在小红书卖性格测试报告 这博子，2000+粉，500+笔记，单品卖出1.4万单。别看笔记的浏览不高，转化极致 独立开发者或许看不上这三瓜俩枣，我们普通人可以用AI编程来试试 学以致用，能赚到米，才会更加疯狂滴学 https://t.co/Zkx57qDrIU
受众观点：—
展开评论
- @Mie_Heroin (5): @huangyun_122 这个怎么实践销售？@grok
- @Never1ag (2): @huangyun_122 这类关键词的流量真的好，很容易起号。不过小红书封号和限流太厉害，现在能看到的基本都属于大浪淘沙的极少数幸存者了。
- @ttsocott (0): @huangyun_122 小红书现在不让卖虚拟资料了
- @hy6898 (0): @huangyun_122 老板第一张图是用哪个软件查的啊
- @jiaohou670 (0): @huangyun_122 @grok 帮我拆解一下如何实现？
JavaScript运行时Bun可能从Zig改用Rust重写，但开发者本人澄清这只是一个探索性实验分支，代码大概率会被全部丢弃
.
受众观点：@PatagonianCowboy (218): 这是误读——"这是我的分支，整个讨论都是过度反应，302条评论在讨论一段根本不工作的代码，我们还没承诺重写，大概率这些代码会全部丢掉"
展开评论
- @joelkurian (293): Bro is vibing over 9000. https://github.com/oven-sh/bun/compare/claude/phase-a-port
- @PatagonianCowboy (218): Fake news btw, Jarred comment: "I work on Bun and this is my branch This whole thread is an overreaction. 302 comments about code that does not work. We haven’t committed to rewriting. There’s a very high chance all this code gets thrown out completely. I’m curious to see what a…
- @XLNBot (204): Friendship ended with Zig
- @ItsBarney01 (141): Bun is owned by anthropic
- @sweetno (128): OMG the fabled 100x developer!
数据库设计难题：为什么在记录真正写入前，无法安全地预分配一个人类可读的短编号（比如工单号SYN-42），背后涉及幂等性和2阶段提交
Author here. The non-obvious thing is that the idempotency key needs to gate the slot reservation, not the number assignment. The number has to stay inside Phase 2 or you get phantom allocations with…
受众观点：@_xiphiaz (40): 可以分配人类可读ID，但必须有UUID级别的熵，结果就会是一整段文字，而且没法排序
展开评论
- @_xiphiaz (40): You can allocate a human readable identifier but it has to have equivalent entropy to a uuid, so it would probably be a whole paragraph. Also not sortable
- @Blue_Moon_Lake (11): Also the odds of it being nicely insertable in an index like UUIDv7 is low
- @_xiphiaz (9): You actually could implement uuidv7 directly, as in rather than represent with base16 digits, represent it with base(length of dictionary) and use whole words represented by their index in a dictionary. Sounds like a fun side project to implement, and might not be that bad with…
- @erocuda (5): Use a n-gram model and encode it in base-64 using the 64 most likely words to follow the previous word selected. Now it reads like a somewhat grammatical fever dream.
- @Gronax_au (5): My use case here specifically is for sequential integers. The value is "I'm working on SYN-42" in a standup, which only works if the numbers are short and speakable. Dictionary style identifiers are a great fit for spatial coordinates like the What3word where you need high entro…
r/programming版主询问社区：4月试行禁止所有AI相关编程内容的实验效果如何，要不要继续这个政策
Hello fellow programs! In April we [tried out a complete ban on LLM-related content](https://www.reddit.com/r/programming/comments/1s9jkzi/announcement_temporary_llm_content_ban/). Today we're **aski…
受众观点：@PracticeAccording274 (33): 4月的实验感觉挺好，信息流噪音少了，多了真正的编程讨论，而不是无休止的"AI会取代我们吗"帖子
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- @PracticeAccording274 (33): the april trial felt pretty good tbh, less noise in the feed and more actual programming discussions instead of endless "will ai replace us" posts
- @awfulentrepreneur (7): Loved it.
- @ketralnis (4): "Will ai replace us" has always been disallowed. A confounding influence is that in the last month or so the [new mods](https://www.reddit.com/r/programming/comments/1qoxwdt/state_of_the_subreddit_january_2027_mods/) really got ramped up. I was removing things like that before b…
- @davenirline (4): Oh Please keep it. I think it's the only one sub that I go to that does this.
- @Computer991 (4): It was amazing, please keep it
探讨代码测试覆盖率指标的误用：它只告诉你哪些代码没被测到，完全不代表你的测试质量好，追求100%覆盖率反而会激励写没用的测试
A look at how coverage metrics work in CI/CD, why they're misunderstood, and how to enforce them without incentivizing shallow tests.
受众观点：@ecafyelims (39): "代码覆盖率是代码覆盖率的度量，而不是测试质量的度量" 🤯（这句废话式定义道出了整个问题的本质）
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- @ecafyelims (39): "code coverage is a measure of code coverage, not test quality" 🤯
- @jer1uc (3): Been a while since I audibly laughed at a Reddit comment. Thank you stranger.
- @zmose (3): Mutation test suites 👍👍👍
- @stewsters (1): When you really need to test everything.
团队花了两个月追查Cloud Run延迟问题，搭建了完整的tracing体系，最后发现根因是一行YAML计费配置错误
How we spent two months debugging Cloud Run latency, built out our tracing along the way, and learned the fix was one line of YAML.
受众观点：无评论
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机器学习博士生吐槽无法复现论文里的准确率数字（差4个点），联系作者无回音，揭开了ML学术界普遍存在的"数据注水"潜规则
I’m a PhD student working in AI/computer vision, and I’ve hit a frustrating wall with a project. My supervisor asked me to improve the accuracy of a published paper. My first step has been to faithfu…
受众观点：@NamerNotLiteral (74): 做视觉方向的必须记住：所有人都在"撒谎"——不是大谎，但几乎每个人都会用论文中没有描述的方法刷最好的数字
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- @anonymous_amanita (96): This is unfortunately super common in academia today (especially for ML). You’ve done everything correctly so far. Hopefully your advisor is understanding, and just truthfully report to them what you’ve said here. A thing you might be able to do is include both their stated base…
- @NamerNotLiteral (74): If you're working in vision, you pretty much have to keep in mind: *everyone is lying*. Not a big lie, but almost everyone will put in the best possible numbers they can even if those numbers are cheated out via methods not described in the paper. That will save you a lot of pai…
- @Exact_Guarantee4695 (38): honestly this is more common than the field likes to admit. a 4pt gap at ~73% could easily be preprocessing order -- train/val split randomization that wasn't seeded, or normalization applied before vs after the split. these don't show up in hyperparameter tables but they domina…
- @VastUnique (13): Well for one, I'm a published researcher, and I've always tried my best to present results honestly and been as authentic as possible in the information I put out. Along with as much reproducibility information as possible. I'm not some huge researcher or anything. But I don't c…
- @Plane_Stick8394 (10): I already asked by email but they didn’t respond
讨论LLM崛起后，隐私保护AI技术（差分隐私、联邦学习）的市场需求是否真的在增长，还是只有法律强制才有人用
While browsing through this subreddit, I encountered this [old discussion post ](https://www.reddit.com/r/MachineLearning/comments/i74r2b/discussion_how_is_the_demand_for_machine_learning/)about dema…
受众观点：@meni_s (30): 做了差分隐私博士论文后的结论：除了被法律强制的场景（医疗、人口普查），没人真的愿意为隐私牺牲性能，人们愿意用数据换"酷炫功能"
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- @meni_s (30): Back then, when I did my Ph.D. thesis on Differential Privacy, I reached the conclusion that aside from the researchers themselves (me included), the only ones interested in privacy-preserving learning methods and tools are those who are obligated by law to preserve privacy (med…
- @Significant_Spend564 (8): Its the same reason why Zero Knowledge implementations have been "promising technology" for like 30 years now. People dont actually care that much about privacy, especially when there are other drawbacks that come with implementing the most private/secure solution. Doesnt mean i…
- @Exciting-Engineer646 (6): DP is A Thing at Apple: https://machinelearning.apple.com/research/learning-with-privacy-at-scale They seem to have kept up their commitment in this area with applications like Genmoji improvements
- @slammaster (5): I can say in healthcare there's been a drastic rise. There are two primary dimensions where AI and privacy are butting heads. 1. People want to use LLMs in their research, but can't use the cloud-based solutions because their data is non-consented so it's difficult to move it. M…
- @azraelxii (3): Lol no. Typically if you want something like differential privacy you not only need someone who understands that (and the pool is small), but you also need c suite execs who understand the issue and a tolerance to pay in performance. This doesn't happen. On practice it's often h…
开发者把AI功能上线后发现成本完全失控：真实用户输入比测试集长得多导致token费用爆炸，而且OpenAI后台只给总账单无法按功能拆分归因
Moved an AI feature into production a few months ago and the cost profile has been a constant surprise since so the demos and the early prototypes ran cheap because the volume was tiny + the prompts…
受众观点：@MetalAdditional2040 (5): 归因才是真正的问题——OpenAI只给你总花费，按功能拆分是你自己要填的空白
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- @Dapper_Letterhead_80 (6): The token cost problem doesn't show up in demos because you control the inputs. Real users write long and messy and the context window fills up fast.
- @MetalAdditional2040 (5): The attribution is the real issue here. OpenAI gives you spend but not spend-by-feature and that gap is yours to fill manually.
- @Miserable_Bit7921 (1): You are not going to win this with manual reconciliation cause the data shape is wrong for spreadsheets. Tag the application layer when you make the API call so usage is attributed natively or pull the data into a system that handles the breakdown automatically. The middle groun…
- @Foreign-Manner6555 (1): Here's how you should approach it if you need a plan. First are log tokens in and out per call at your application layer and tag by feature from day one. Secondly move cheaper tasks to a smaller model and keep GPT4o only where quality matters. And finally set a prompt length cap…
- @Outrageous-Tea-315 (1): On the model routing point, how did you decide which calls needed GPT-4o and which ones don't? It's still a maze for me
复现大模型论文时算力不够用怎么办——讨论缩减数据集、调小batch size等省钱实验技巧，以及这些技巧是否真的有效
Im trying to reproduce a paper (a very particular kind of diffusion model), and their training regime is incredibly compute heavy. In general, how are quick experiments performed to validate hypothes…
受众观点：@Arkamedus (16): 这三种方法都会改变分布，你可能无法准确复现结果——LR不是batch size的替代品，本质上你在用不同超参数改变策略分布
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- @Arkamedus (16): All three of those methods will alter the distributions and you will probably not be able to accurately/reliably recreate results. LR is not a replacement for batch size, fundamentally you are changing distributions in the policy by using different hyper-parameters. Can you recr…
- @Queserasera_q (6): You could look up Neural Scaling Laws, its a well studied phenomenon to work with a compute budget and very large language models. Basically the idea is instead of randomly/arbitrarily scaling with the parameters like batch size, epochs, model architecture (width/depth) follow t…
- @PortiaLynnTurlet (4): Scale is an important variable for any experiment and it's not safe to assume that architectural changes behave consistently across scales. You can train small-scale variants for the baseline and proposed approaches and compare them but there should be a caveat about the small s…
- @FrederickGeek8 (4): If you're considering running an experiment on a smaller scale to show the viability (before scaling it up), there was a paper series a while back ("The Tensor Programs") that introduced an weight initialization scheme (*μP*) that allows you to transfer *some* hyperparameters ac…
- @Aathishs04 (3): I'm sorry; if this is a metaphor for something, it's meaning escapes me.
有人用Transformer模型+物理引擎构建台球AI助手，通过预计算查找表和小型MLP将候选击球评估速度提升10000倍，从17分钟压缩到毫秒级
I'm building a 9-ball-player to help with pattern play. There are many ways to make the next ball, and sometimes in more than one obvious pocket. Which should should you choose depends on probability…
受众观点：@ArithmosDev (1): 在这个领域工作20年，这个项目让我学到了很多——因为有物理真相可以对照，heatmap里能直接看出模型bug，这让调试变得可解释
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- @dinerburgeryum (2): It makes me so happy that a game like 9-ball can be explored in the context of machine learning. There’s something so human about it.
- @ArithmosDev (1): i've been in the field for \~20 years and i still learned a lot from it, mainly because i can relate to it and there's a physical ground truth to it. i can look at a heatmap and spot a shot-making bug and actually have, a few times. The list of mistakes I made along the way: ang…
- @radarsat1 (1): Looks like a really fun project!
研究团队开源了一个GPU注意力计算内核，用sigmoid替换softmax让模型可以同时关注多个token，在H100上比FlashAttention-2快43%，专门为基因组等变长序列场景优化
We are open-sourcing TritonSigmoid — a fast, padding-aware sigmoid attention kernel for GPUs. We built this for single-cell foundation models, where every cell is represented as a sequence of genes.…
受众观点：@Fun-Cup8194 (2): 这个在变长序列场景之外看起来很有潜力，但好奇和FlashAttention相比内存使用情况如何——吞吐量数字很亮眼，但处理padding时内存效率是否有tradeoff
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- @Fun-Cup8194 (2): this looks promising for variable sequence length scenarios beyond just single-cell data. curious about memory usage compared to flashattention though - those throughput numbers are impressive but wondering if there's a tradeoff in memory efficiency when handling the padding awa…
- @vjysd (1): Great point - indeed, the kernel can be used for any variable sequence length data. We perform blockwise compute similar to FlashAttention. To handle the variable lengths in our end to end pretraining, we went the route of padding to max length and skipping fully padded blocks,…
用视觉语言模型（VLM）识别区块链上的恶意交易模式——把交易图谱渲染成图片，让AI"看"出星形、链式等异常拓扑结构，代替传统图神经网络
Hi everyone, I’ve been working on a computer vision approach to a specific security problem in the "Agentic Economy": identifying malicious transaction patterns that are mathematically obfuscated but…
受众观点：无评论
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研究发现AI专家和普通公众对AI的看法存在系统性分歧：专家觉得AI更有益且风险低，公众更关注风险，这种认知偏差可能让AI系统偏离大众真实需求
https://preview.redd.it/evw6ah88kczg1.png?width=1024&format=png&auto=webp&s=be8bafe0099c362a187489f95cbfa5398f537107 Abstract: Artificial intelligence (AI) is reshaping society, raising q…
受众观点：无评论
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NeurIPS首次投稿者问流程细节：摘要截止后还能不能补传PDF，代码链接怎么处理，会议如何防止截止后偷偷推新代码
Hi, I have a question about openreview procedure as in the title. It’s my first time submitting to neurips so I’m unsure. Also for code URL submission can I do the same or should I put an URL in firs…
受众观点：@OiQQu (6): 这是摘要截止，只需要标题和摘要，不需要PDF；只有作者列表不能改
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- @OiQQu (6): Its abstract deadline, just need title and abstract no need for pdf. Even those cant be modified after only thing you cant change is author list.
- @Icy_Worldliness5037 (4): You can upload the pdf later, just need the abstract and title for now. For code URL I think you can add it when you submit the full paper but not 100% sure about their verification process for preventing late pushes
- @Ok-Painter573 (4): I see. Thanks a lot for answering my doubt!! And good luck with your submission in case you have any
- @RandomThoughtsHere92 (3): i had the same confusion before, safest move is uploading a placeholder so you can update it later without issues. openreview usually locks things at deadlines but repos aren’t strictly enforced, so people rely more on timestamps and disclosure than hard restrictions.
- @ntaquan (2): pdf is until the submission deadline. You can also update the abstract until then, but you need to submit a proper title and abstract now, placeholder abstract will be rejected.
研究者在ImageNet上实现双曲空间对比学习，发现效果比普通欧式空间差（57% vs 64%），寻求调试建议——根因是双曲距离尺度和温度参数设置不匹配
Hello all, I am trying to implement Unsupervised Hyperbolic Contrastive Loss on the ImageNet-1k dataset. My results show that simple Euclidean unsupervised contrastive loss is much better than the hy…
受众观点：@Worth-Alfalfa-2774 (6): 你的温度参数对双曲空间来说太低了——双曲距离尺度和欧式完全不同，试着把温度从0.07提高到0.5甚至1.0
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- @Worth-Alfalfa-2774 (6): Your temp parameter looks way too low for hyperbolic space - the distance scales are completely different from euclidean. Try bumping it up to like 0.5 or even 1.0 since hyperbolic distances tend to be much larger Also make sure you're doing the projection step after every gradi…
- @CallMePyro (2): \+1 also you may want to sweep learning rate and batch size
- @arjun_r_kaushik (1): Thanks! What do you mean by projection after each gradient update? Only my loss function is hyperbolic.
用户列出9个能一眼看穿SaaS产品是AI随手生成的特征：emoji泛滥、em破折号、AI生成logo、登陆页没有实际截图演示等
If I see any of these I am not spending a single dollar on your SaaS as a customer. 1. Emojis. Dead giveaway of vibe coding. Professional sites use high quality icons. 2. Tons of em-dashes. 3. Same b…
受众观点：@JmanFrom87 (42): 如果你做了别人觉得有价值的东西，你就做了有价值的东西。就这么简单。没有人会因为你用了emoji而不买单
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- @reviery_official (42): \- no imprint \- stub privacy information \- no cookie banner \- the same layout for top menu and footer
- @JmanFrom87 (42): If you build something that somebody values, then you built something valuable. It’s really that simple. If you get in front of the right person and he doesn’t bite, it’s not going to be because you used an emoji instead of an icon.
- @chipstastegood (20): Who cares, honestly. Either it solves a real problem or it doesn’t. Some emojis and em dashes are the least of anyone’s worries
- @Admirable-County9158 (19): This is interesting. I’m currently finishing a website without cookie banner (have self-hosted Umami analytics and no integrations). We probably all agree that cookie banners are annoying, but will my website look weird without it?
- @JmanFrom87 (19): You either use ai to generate a logo or you pay a guy that uses ai to generate your logo.
一个兼职独立开发者5个月靠Threads（非Twitter）做到3390用户的真实复盘：广告烧了1400欧只换来2个付费用户，内容营销才是正道
I'm bad at marketing. Always was. I see posts here every week from people who clearly know what they're doing. Hooks, funnels, "10x my MRR" tricks...that's not me. I'm the dev who builds the thing an…
受众观点：@Altruistic_Club_2597 (17): 我个人认识的人里没有一个用Threads的（暗示这个成绩可能是假象或者和受众群体高度相关）
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- @Altruistic_Club_2597 (17): I personally don’t know a single person who uses Threads lol.
- @ClaritySEO (4): Love the message. Never heard of Threads. Might have to try it :) Edit: wait... Is this an add for Threads? ;)
- @Fuzzy_Act5528 (2): Haha I wish 😅 if it was an ad I'd actually be making some money. Just an indie dev who got lucky with a platform.
- @SeriousAyub11 (2): You really tried everything, even Threads and still 3k users. I think it is about the consistency or quality. Really like to hear more about how did you use them as marketing.
- @inafana (2): I think the low number of paying users is because individuals normally wouldn't want to spend money to track their activities. 3k + users are a lot. Build an app for an agency or business and you will see a lot better paid user ratio, insha Allah
一张讽刺性图表展示SaaS产品生命周期，评论区直接指出真正的问题：大多数人从想法出发而不是从真实问题出发，这是失败的根源
r/SaaS The SaaS lifecycle
受众观点：@NoWarning789 (15): 从想法出发本身就是问题所在（他花了大量时间给人讲The Mom Test的内容，但没人愿意读书）
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- @NoWarning789 (15): Starting with an idea is the problem.
- @NoWarning789 (5): Not at all. I used to do it too. And I used to be a person that could generate 100 ideas in a day. Then I learned how to focus on problems and opportunities and now I generate a lot less ideas. But also... this is the bane of my existence. I work at a place where everyone is con…
- @NoWarning789 (4): I recommend reading The Mom Test.
- @Conscious-Marvel (3): What should we do then?
- @saito200 (3): well number one is already wrong so the rest are also practically equivalent to doing nothing. you could literally sit in a swimming pool and the end result would be identical
独立开发者做端对端加密版Google Photos替代品，3个月靠回答Reddit高意图问题+SEO文章终于获得第一个付费用户升级，金额虽小但验证了方向
I run a SaaS called Megatech photos, it is an end to end encrypted Google Photos alternative, and finally after months of adding features to my product, answering high intent reddit questions, making…
受众观点：@Kurchaviy (5): mega tech, mega step 😄 恭喜，加油
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- @Kurchaviy (5): mega tech, mega step 😄 congrats and good luck man
- @megatech_official (2): Appreciate it.
- @megatech_official (1): Thanks.
- @[deleted] (1): [removed]
- @[deleted] (1): [deleted]
招聘经理发现：28个候选人里只有2个上来就看日志调试真实bug，简历和面试表现完全无法预测实际动手能力
Lately I keep getting pulled into technical screens because our engg manager is burned out from doing 6–7 interviews a week. What’s frustrating is how many candidates look great on paper and in conve…
受众观点：@EffectiveDisaster195 (2): 光是"先看日志"这个信号就能过滤掉80%的候选人——这和Leetcode比起来是更接近真实工作的筛选方式
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- @EffectiveDisaster195 (2): lol yeah seen this exact thing we had people crush system design convos then completely freeze when debugging something basic what worked better for us was small real-world tasks like this, not leetcode. even 20–30 min tells you who actually knows how to approach problems vs jus…
- @[deleted] (1): [removed]
- @Alarmed-Risk7885 (1): yep. I feel all resumes lie now lol
- @corny_horse (1): Yeah, I just put up a job a few days ago, and I've seen hundreds that are statistically indistinguishable from "Claude, make me a resume for [paste job description]."
- @Life-Sentence-9768 (1): yeah this is spot on the log thing surprised me though… that’s literally the first place I’d look 😅 I’ve seen similar stuff, some people just start changing code without even trying to understand what’s going on that debugging task sounds way closer to real work than leetcode tbh
兼职创业者的SaaS从12个付费用户掉回6个，在关掉还是再试一次的岔路口分享了自己的2.0改版计划：从用户反馈倒推，改功能、改定价、改营销策略
A lot of "winner stories" these days at Reddit. I have a 9-to-5 job as a data engineer, so I can't dedicate 100% of my time to this, hence my schedule is different from other entrepreneurs. Everybody…
受众观点：@Mo_Ramez (24): 这听起来不再是营销问题了。你从0到12证明了获客能力，从12跌到6是真正的信号——人们没有得到他们期望的结果。改落地页根本解决不了这个问题
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- @Mo_Ramez (24): I’ll be honest with you, this doesn’t sound like a marketing problem anymore. You already proved you *can* get users. You went from 0 to 12, which means distribution works at some level. The drop from 12 to 6 is the real signal, and it’s not about funnels or SEO. It’s that peopl…
- @mynameisgiles (4): How this isn’t the top comment I don’t know. You literally have users you can convince to pay you, but half of them are saying they don’t get what they thought they did. Of course they are leaving. Stop tweaking the home page. The font choice or colour scheme is not the answer h…
- @vocaloapp (4): Please actually do update, hope it goes well for you. I'm also starting off with marketing today lets see how it goes.
- @ImportantDirt1796 (3): 12 paid users in 15 months while working full-time is actually solid. Most founders don't talk about the grinding middle - they skip straight to the wins. I bootstrapped to $800K ARR over 5 years, part-time at first. Year 1 was brutal: 3-4 months to first customer, hit $25K MRR…
- @Fancy_Way5065 (2): Sure, I will :)
独立开发者困惑：为什么Reddit上到处都是靠Reddit获客的成功案例，但自己发帖完全没人理，到底怎么正确使用Reddit做增长
Everytime I open up my reddit feed, I see success stories of people successfully launching their app and getting X number of users on their platform and a lot of them are through reddit. How do you g…
受众观点：@TomTeachesTech (2): Reddit本质上是价值对话平台，不是推广平台——先成为解决问题的人，产品自然会被看到
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- @TomTeachesTech (2): I hear you, I've been through a few iterations here before getting things right for me and my SaaS. The main thing is realizing that the platform itself isn't really about promotion, it's about value conversations. So if you can provide value and your solution or saas is a drive…
- @Gullible-Angle4206 (2): Appreciate this response. If you dont mind me picking your brain, how do you talk about the problem on a community without casually dropping hints about the product?
- @Friendly_Gold3533 (2): bro reddit hates promotion but loves real stories so stop selling and start sharing actual struggles n learnings from building people follow that not links i usually test diff angles n hooks using Runable to see what kind of posts get replies before posting saves lot of trial n…
- @TomTeachesTech (1): The shift for me when I couldn't see past the but I just sell X product or service mindset: You have to try and be more conversational, talk about the story of building the product, the problem you are seeing, that you found a way to get past it etc. It's kind of nuanced but you…
- @Gullible-Angle4206 (1): thank you...makes sense...but I do see a LOT of posts that seem like humblebragging
一个有40个想法的开发者分享了自己的想法过滤框架：用一句话描述用户、一句话描述问题、能否一周内发布——三个条件都不满足就不开始构建
I have like 40 ideas in my notes app at any given time. Used to just pick whichever felt most exciting that day and start building. Shipped maybe 1 in 20. Trying to be more deliberate now, my current…
受众观点：@Secretmecret_1 (2): 我加一条：能不能回答"为什么是今天这个问题出现"——如果说不清楚"why now"，时机可能根本不对，就算想法是好的
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- @Secretmecret_1 (2): The one sentence tests are underrated. I do something similar but mine is simpler. Can I explain who has this problem and why they have it today specifically, not just in general. If I can't answer the 'why today' part the timing is probably wrong even if the idea is good. The w…
- @salarshah-084 (2): Your filters are great for clarity. I’d add validation clarity ≠ demand. I try to confirm someone already feels the pain enough to look for a solution
- @appbuilderdaily (1): The "why today specifically" point is very important. Timing is so underrated as a filter, plenty of good ideas just aren't right for right now and that question forces you to confront it. The week ship rule is harsh but probably saves months of work on the wrong thing.
- @anderson_the_one (1): The "why today" test saves you from a lot of fake validation. I usually split it into two checks: what changed in the user's world, and what are they already doing because of that change? New compliance rule, platform shift, hiring freeze, API limit, whatever. If behavior did no…
- @Word-Word-3Numbers (1): I'm building something that answers question 1 and 2 but fail 3, and honestly I think that's kind of a moat. If nobody's willing to build something that's gonna take weeks+, I'm operating in a much smaller competition pool. Worst case scenario, this is a banger portfolio project
开发者厌倦了手动从Google Maps复制商业信息，用一周时间构建了MapMiner并在发布当天获得2个付费用户，寻求从2到10用户的建议
Hey everyone, I’m celebrating a really small but exciting milestone today and wanted to share the journey. I was doing a lot of B2B lead generation recently, and my workflow was completely soul-crush…
受众观点：@HomeworkHQ (3): Day 1 就有付费用户说明你解决了真实痛点。从2到10最快的路不是更多功能，而是找更多和已付费用户一样的人——他们在哪个群体里就去哪里
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- @HomeworkHQ (3): That’s a great Day 1, getting paid users immediately means you hit a real pain, not just built something cool. The fastest path from 2 to 10 isn’t more features, it’s more of the same people who already said yes. Your users are doing lead gen, so they’re likely hanging out in ve…
- @krishnaraghav (1): Thanks! I am noting it and will definitely use this methods to enhance my progress.
- @[deleted] (1): [removed]
- @codehamr (1): Nice, congrats. Honest path from 2 to 10 with no budget: go back to where your own pain came from. SDR subs, agency Slacks, solo founder groups doing outbound. Don't pitch, just describe the problem and link. One flag worth flagging: Maps scraping is grey zone with their ToS. Be…
- @krishnaraghav (1): Thanks! I will definitely work on it.
独立创业者想验证产品想法，却找不到和目标用户对话的有效途径，社交媒体各渠道都碰壁
i have an idea but i need to validate the idea with its lowest version as possible but the frustration i have is that how do i talk with my target audeince ? for facebook my target audience exist but…
受众观点：@salarshah-084 (3): "You don't need scale right now, you need signal. Even 10–15 real conversations with your target users is more valuable than 1,000 cold messages" — 评论区最高赞，说明大家认可"质量 > 数量"，但问题恰好在于怎么
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- @salarshah-084 (3): You don’t need scale right now, you need signal. Even 10–15 real conversations with your target users is more valuable than 1,000 cold messages
- @mattonneptune (2): This is the best advice.
- @ManyLight3464 (1): Yes you are absolutely ryt but thats my question where do i get the real conversation because at initial from their pov the first message im sending will feel like cold dm ryt ? so my question is simple how do i approach with my target audience for conversation ? because for fb…
- @[deleted] (1): [deleted]
- @salarshah-084 (1): 2e477e
教你让网站小图标（favicon）自动跟随系统深色/浅色模式切换，用 SVG 一行 CSS 就能搞定
If you've always wanted to switch your favicon based on dark/light mode, here's how to do it. I bet you already know that! 😊 Bonus: If you use an SVG favicon, you can use media queries within it to a…
受众观点：@OMGCluck (53): 补充了更简洁的 SVG 写法 `svg{color-scheme: light dark}` 加 `light-dark(#000,#FFF)` 函数，比原帖方案更优雅，说明开发者对"最简洁写法"很感兴趣
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- @fiskfisk (110): If you're going to fancify code display, at least make it properly readable. Those lines and lack of contrast makes it hard to read the text.
- @olivebits (94): Very cool. Just a suggestion that the next time you share a snippet use a opacity 1 background so it can be properly readable
- @OMGCluck (53): > If you use an SVG favicon, you can use media queries within it to achieve the same "effect". svg{color-scheme: light dark} This works in the SVG too, then just use light-dark(#000,#FFF) etc. for the values.
- @FranK8211 (42): With a username like yours yes but not for everyone
- @wanoo21 (24): Thanks, I'll take it into account.
Coinbase 裁员 14%，CEO 用 AI 取代人工为由，并承认非技术员工已能用 AI 直接写生产代码
Another round of layoffs [https://xcancel.com/brian\_armstrong/status/2051616759145185723](https://xcancel.com/brian_armstrong/status/2051616759145185723) “AI is changing how we work. Over the past y…
受众观点：@99thLuftballon (433): "Non-technical teams shipping production code... people who don't know what they're doing are now building the product you trust with your money. That would make me look elsewhe
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- @99thLuftballon (433): >Non-technical teams are now shipping production code That sounds like a big "don't trust our platform" indicator to me. Thanks to AI, people who don't know what they're doing are now building the product that you trust with your money. That would make me look elsewhere, myse…
- @magenta_placenta (139): This is also a gem: >We’ll also be experimenting with reduced pod sizes, including “one person teams” with engineers, designers, and product managers all in one role.
- @BreenzyENL (129): Someone is going to drain millions of wallets and become the wealthiest human ever.
- @Kerlyle (106): We've gone from "superstars" to "one person teams" now lmao
- @duckblobartist (92): I think coin base is laying people off because crypto is way down, and more people are realizing that it is just ponzi scheme.
开发者放弃用 AI 生成算法、选择自己手写推导，发现久违的编程乐趣又回来了
I have a podcast platform where I want to track segments listened by the user. I'm simply keeping track with an array like `[[0,19], [29,65]`. When sending it to my server, I wanted an algorithm merg…
受众观点：@recuriverighthook (63): "Work is getting vibe coded slop, at night I get to use my mind to actually code. Never give up any of your skills willingly, we all worked too hard to get them." — 评论区情感共鸣最强的
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- @secretprocess (92): Hey that guy's using his brain! Get him!!!!
- @recuriverighthook (63): Honestly Ive been doing the same recently. Work is getting what they asked for, vibe coded yet managed slop while at night I get to use my mind at night to actually code. Never give up any of your skills willingly, we all worked to hard to get them to allow them to atrophy.
- @Spare-Strawberry-717 (30): There's something weirdly satisfying about solving it yourself and knowing exactly why it works instead of just trusting output.
- @mllv1 (20): The fact that somebody would even consider using their brain makes me sick
- @private_birb (14): It really says something that *this* was worth a post.
关于浏览器本地存储（localStorage）什么时候该用、什么时候不该用的技术讨论，结论比网上流传的规则要宽松很多
Every time localStorage comes up, people say “don’t use it, use IndexedDB, it’s bad,” etc. I get the concerns, but in my case I’m just storing things like a theme preference and a couple of UI flags.…
受众观点：@gradstudentmit (191): "you're fine. localStorage is totally okay for stuff like theme + small UI flags, people just hate when it's abused as a database or for sensitive data." — 191 分最高赞，直接给出了清晰的判断标准
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- @gradstudentmit (191): you’re fine. localStorage is totally okay for stuff like theme + small UI flags, people just hate when it’s abused as a database or for sensitive data. sessionStorage is basically the same but dies when the tab closes, so use it if you don’t want persistence across sessions.
- @patchimou (67): LocalStorage is fine, as long as you don’t store either sensitive data or lot/big data. The thing with localStorage you would need to serialize objects on writing and deserialize on read, which can be expensive. Also it is a synchronous api, so you block your code while writing/…
- @tswaters (19): I have used localStorage as a cache layer, specifically for i18n translations. I think in hindsight it's pretty borderline whether that is an appropriate usage. Serializing and parsing large JSON blobs isn't free, probably a bit cheaper than a network & lookup is the way I s…
- @bcons-php-Console (16): That is perfectly proper use of LS. My rule of thumb is: \- Is this **non-sensitive** data? Would I mind if someone could access it? \- Can my app run fine if I delete all its contents? When the answer to both questions is yes, LS it is. Edit: I initially wrote "sensitive data"…
- @azangru (15): > I get the concerns Could you list the concerns, as you understand them?
开发者们分享让自己变得更好的"非技术工具"，评论区最高赞是睡眠、钱、纸和笔、冥想
We talk a lot about frameworks and IDEs, but lately, I’ve found that using a simple physical whiteboard/notebook for logic flows has saved me more time than any AI debugger. What is a tool in your wo…
受众观点：@yksvaan (44): "Pen and paper. Writing by hand is slower which encourages thinking beforehand. With computer tools you tend to move things around and hope it looks okay instead of actual reasoning." —
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- @coderinside (109): Sleep
- @0xoddity (89): Money
- @yksvaan (44): Pen and paper. The main thing is that writing and sketching by hand is slower which encourages thinking beforehand. With computer tools you tend to move things around and hope it looks okay instead of actual reasoning.
- @greensodacan (20): Meditation, and by extension dopamine control. If I work from home, there are so many easy ways to stack dopamine (like coffee + podcasts + Reddit, hah) that I'll have to spend the rest of the day trying to regain my focus. I do 50/10 pomodoro a lot, and meditate through the 10…
- @chaser2099 (12): Also taking notes from meetings. Takes a second but it really forces you to stay organised
Apache 服务器曝出严重安全漏洞，攻击者可通过 HTTP/2 远程执行任意代码，补丁已发布需立即升级
A newly disclosed RCE (CVE-2026-23918) affects Apache ≤2.4.66 due to a memory corruption issue in HTTP/2. Patch is out (2.4.67). Update asap Read More: https://thecybersecguru.com/news/apache-rce-vul…
受众观点：@Limp-Button-5196 (7): "memory corruption bugs are nightmare fuel for anyone running production servers. gonna schedule maintenance window this weekend." — 唯一评论，说明这类漏洞对生产服务器运营者是真实威胁
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- @Limp-Button-5196 (7): oh damn just when i thought http/2 was finally stable enough to rely on. memory corruption bugs are nightmare fuel for anyone running production servers thanks for heads up, gonna schedule maintenance window this weekend. these apache vulns always seem to drop at worst possible…
开发者想用最低成本托管多个有后端和数据库的个人项目，讨论 VPS 和 Cloudflare 免费套餐的方案对比
So I have quite a few years of web development experience, but I don't have much to show. I was hoping to make some "for fun" projects and just host them on my portfolio site. However, I currently ju…
受众观点：@Too_Chains (11): "Cloudflare free plan. I have 5 domains, sub domains, the back end compute and database, all generous free plan" — 说明很多人不知道 Cloudflare 免费套餐的实际边界在哪里
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- @pnwstarlight (16): Even the cheapest 1GB/1vcore dollar vps is probably fine as long as you don't plan on doing anything compute heavy on them. Hosting a couple docker containers that contain databases and expose apis shouldn't be a problem. So yea, a Digital Ocean droplet would do.
- @Too_Chains (11): Cloudflare free plan. I have 5 domains, sub domains, the back end compute and database, all generous free plan
- @kush-js (3): For static websites cloudflare is the easiest and free. For API’s and databases just rent a 5$ VPS from wherever and throw all your stuff on there
- @ShawnyMcKnight (3): Thanks for the offer! I want to use react and other well desired frameworks to get my portfolio more desirable. So an unknown CMS doesn’t really help with that. Thanks again.
- @ShawnyMcKnight (3): Thanks again! For me it does, what my benefit is with this is the ability to check off as many boxes as possible when they ask “have you worked on this or that?” I doubt I will go back to PHP as those jobs typically pay worse and are more rare, so having Laravel on my portfolio…
开发者的测试再完善也挡不住真实用户的"创意用法"，讨论如何缩小测试假设和实际行为之间的鸿沟
Something I keep running into and haven’t fully solved. No matter how thorough I think my testing is, real users consistently hit edge cases I never see. Not because the tests are bad, but because pe…
受众观点：@prowesolution123 (3): "tests validate *intent*, while real users reveal *behavior*. Those are two different signals." — 用最精准的话说出了这个问题的本质
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- @Wooden-Fee5787 (13): Test with real users
- @Wooden-Fee5787 (4): You don’t need many users early 3-5 is enough. Pick a few real target users, create a simple persona for each, and watch them use your app (live or recorded). Give them a few clear tasks. Don’t guide or correct them - let them struggle. That’s where the gold is. Reward them with…
- @prowesolution123 (3): This gap never really disappears, in my experience you just get better at shrinking it. What’s helped us most is accepting that tests validate *intent*, while real users reveal *behavior*. Those are two different signals. A few things that made a difference: * shipping smaller s…
- @stovetopmuse (3): Real users are basically chaos testing with opinions. I’ve had better luck assuming my happy path is wrong and shipping behind flags or small rollouts first. The useful part is logging the weird stuff, not just the crashes. Rage clicks, abandoned flows, weird form inputs, repeat…
- @Wooden-Fee5787 (2): Either approach works. You can run this yourself or use simple tools that record screen, camera, and audio together. Give users a clear goal or task and let them work through it naturally. Watch behavior more than what they say. Cursor movement is a strong signal. People tend to…
失业开发者想通过为公益机构免费做网站来保持学习动力，同时积累真实项目经验
So I recently lost my job and I struggle to get motivated to learn new stuff just cuz. I struggle to get motivated and make stuff no one is going to use. If I was making a website for a charity I wou…
受众观点：@creativeDCco (2): "Check Catchafire, Code for America, and VolunteerMatch—they connect devs with nonprofits needing websites." — 给出了具体平台，说明大家最想要的是可操作的资源列表
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- @Upbeat_Attitude_5479 (3): real talk check volunteermatch or justserve
- @No-Type2495 (2): Find a charity or org you really like and redesign their website on your own server with new features you think would benefit the org and their users
- @creativeDCco (2): Check platforms like Catchafire, Code for America, and VolunteerMatch—they connect devs with nonprofits needing websites. Also try reaching out directly to small local charities; many need full rebuilds. Great way to stay motivated + build real portfolio work
- @LightAce (2): I've used this site before to do just that https://taprootfoundation.org/opportunities?page=1&sort=desc&skills=94
- @ShawnyMcKnight (1): Thanks for the idea! I couldn't find anything for volunteermatch but looked for all sorts of keywords on justserve but didn't find any.
上线前用爬虫检查实际渲染 HTML 的 SEO 自查清单，专门针对模板级别的错误（canonical、H1 重复、noindex 等）
Before shipping a new page template, I like to crawl 5-10 generated URLs from it and check the actual rendered HTML, not just the CMS fields. The quick pass: 1. Confirm the title tag is unique after…
受众观点：@AdhesivenessAware133 (1): "the canonical url check - seen way too many staging domains accidentally make it to production" — 最高频痛点，生产环境出现 staging canonical 是真实发生过的灾难
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- @AdhesivenessAware133 (1): this is good stuff, especially the canonical url check - seen way too many staging domains accidentally make it to production and mess everything up for weeks before anyone notices.
- @dennisplucinik (1): I’ve been building websites for over 25 years and those staging URLs still somehow manage to make their way into production sometimes 🤦♂️
- @camppofrio (1): Breadcrumb and related-items bugs are the worst template failure because damage scales with page count. By the time a crawl spike surfaces in analytics the bad links are already everywhere.
- @Classic-Strain6924 (1): this is a solid checklist that more devs need to adopt before they go live. i’ve seen so many "vibe coded" projects that look perfect in the browser but are totally invisible to crawlers because the main content was hidden behind a client-side rendering failure that nobody check…
- @Mentorsolofficial (1): This is solid most seo issues really do come from templates scaling small mistakes. That quick crawl check before launch saves a lot of headaches later.
开源自托管的 Google 地图时间线替代品 Dawarich 发布两周年更新，新增了真正好用的时间线功能和移动端改进
Guess what, in the last post I totally forgot it's Dawarich's second birthday! Ah yes: Dawarich is your favorite FOSS selfhostable alternative to Google Timeline. Now with an actual proper timeline!…
受众观点：@Dismal-Echidna3905 (8): "the transportation mode editing is actually huge - was getting tired of all my walks showing up as car trips lol... thanks for keeping this project alive, it's been solid alt
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- @Dismal-Echidna3905 (8): damn this timeline feature looks clean af, been waiting for something like this since i started using it last year. the transportation mode editing is actually huge - was getting tired of all my walks showing up as car trips lol really glad you guys are consolidating the mobile…
- @Freika (7): We have Immich and photiprism integrations since about year and a half I think? Got you covered :) Possibilities for further integrations are very vast, do there will be more!
- @Freika (4): There is no such thing as "idling" in Dawarich 😃 Constant background jobs take resources, but yeah, I'm working to make it as efficient as it can be given the tech stack
- @lexmozli (4): Does it track only live data, or can I for example take my phone, go on a long walk then come back home and sync my walk with dawarich locally/at home?
- @HLVM04 (3): I like the idea of Dawarich! Used it shortly last year, but ran into some issues with ram usage and cpu usage. It would very frequently spike to like 30% cpu load, while idling. Is it worth giving it a try again?
自托管用户讨论要不要从可视化界面的 Nginx Proxy Manager 换到更专业的 Traefik 或 Caddy，评论区意见分裂
I've been using Nginx Proxy Manager for years mainly because it's easy to set up and comes with a clean, user-friendly web UI. Lately, I've been thinking about switching to either Traefik or Caddy. C…
受众观点：@brock0124 (93): "I switched to Caddy and haven't looked back. I now have all my configuration in version control and can run a single ansible command to provision a new instance." — 说明「可重现基础设施」是迁移的核心
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- @brock0124 (93): I switched to Caddy and haven’t looked back. I now have all my configuration in version control and can run a single ansible command to provision a new instance of the server if my current one ever takes a shit.
- @Accomplished-Lack721 (91): If it ain't broke, it will be when I fix it. I've thought about switching off NPM several times, but mostly because other options have better reputations for stability and flexibility. And yet, there's nothing I currently need that NPM doesn't seem to do just fine. I'll probably…
- @cardboard-kansio (44): I switched from NPM to Traefik a little while back, and added Crowdsec middleware, Autokuma for automatic Uptime Kuma entries, and Cloudflare-companion to automatically create subdomains based on new compose files. It's been great and while NPM is serviceable for a small homelab…
- @jfugginrod (36): Oh my god am I the only person still using NPM??? It works really well!
- @rdmty (16): I switched from npm to caddy recently as well, I love having my config as code and version controlled. Figuring out the caddy file situation was a bit confusing in my setup but I switched to using the caddy in docker plugin which made things a lot better. I’ve vibed up a shell s…
有人在做一个专门介绍小型道德开源项目的网站，在社区征集值得报道的独立开发者和他们的作品
Hello! I'm on the lookout for ethical projects and their creators to interview and feature in Great Little Software website and newsletter. Size doesn't matter, the smaller - the better, as long as i…
受众观点：@Shane75776 (11): "Not to be negative but do you have a website? People might see it as a waste of time." — 最高赞直接质疑可信度，说明社区对「无背书的曝光邀约」持怀疑态度
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- @Shane75776 (11): Not to be negative but do you have a website? Or are you trying to get content to put on a new website you are putting together. I think people might be more interested if you actually have something to show. Else people might just see it as a waste of time.
- @valeria_vg (9): I was trying to be non-self-promotiony, yes! [https://greatlittle.software/](https://greatlittle.software/) I have started this one about 2 weeks ago, have two articles as of right now
- @JimJamurToe (4): Really great site!
- @venkatakrishna_s (3): Heyy , been working on self hosted ngrok alternative [rift](https://github.com/venkatkrishna07/rift) . Still in early stages . Mainly for exposing local endpoints via quic tunnel . Happy to answer any questions
- @rik-huijzer (3): > Size doesn't matter, the smaller - the better, as long as its a "values over profit"-kinda software. I do not expect ever to make any profit with https://github.com/rikhuijzer/fx. Just software that I use to host my blog and which I hope can be useful to other people too.
自托管爱好者问如何搭建书籍、漫画和有声书的自动化管理系统，类似影视的 *arr 套件但针对阅读内容
I’m trying to set up an automated media stack for books, comics, and audiobooks but couldn’t find much clear information online. What are yall running? Also, is there a Jellyseerr/Overseerr-style req…
受众观点：@sl3dgehmr (4): "shelfmark for books, readmeabook for audiobooks. Users can request books in shelfmark which are sent directly to their kindles." — 说明能直推 Kindle 是重要需求
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- @sickntwisted (5): shelfmark + grimmory. my use case is only books. for comics I've tried Mylar3, but I ended up prefering not to use it. not that there's anything wrong with it, per se.
- @sl3dgehmr (4): shelfmark for books and readmeabook for audiobooks is what I go with. Users can request books in shelfmark which are sent directly to their kindles through their Amazon kindle address. Users just need to add sender email address to accepted email list in Amazon. Audiobooks manag…
- @aweprince (3): I like CWA for books + shelfmark for finding/downloading books. CWA auto-ingests them but afaik it doesn't auto-update metadata, which can sometimes be frustrating as the book sources I've used so far can be hit or miss. Overall though my complaints are minor, and in general it…
- @MacFielder (2): Besides the UI
- @deranjer (2): Shelfmark and litara (shameless self plug) for me.
有人纯手写 CGI 脚本实现了按日期目录浏览文件的界面，并在帖子里特别声明没有使用任何 AI 工具
This is a follow-up to a comment I made ~8 months ago about using Firefox to browse files in dated (/path/to/YYYY/MMDD/) directories. I use a CGI script to display two main sections: directories and…
受众观点：@asimovs-auditor (1): "Expand the replies to this comment to learn how AI was used in this post/project." — 这个 bot 专门扒 AI 使用痕迹，在自称「无 AI」的帖子里出现，本身就是个有趣的反讽
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @LiftingRecipient420 (1): Why this route instead of a dedicated file browser/manager service that provides a web UI?
- @vogelke (1): A few reasons: * I started this about 6-7 years ago specifically for Apache because that's what I use. I do remember poking around and not finding anything that did exactly what I wanted. * I can tweak this for different file displays -- sometimes I don't want to simply see the…
用老电脑同时当日常桌面和 24/7 家庭服务器，问 Windows 行不行还是必须装 Linux
I’m considering turning an old PC (i3-4170, 16GB RAM) into a home server, but my situation is a bit unconventional and I’d like some opinions before committing. My main goals are to self-host tools l…
受众观点：@1_________________11 (62): "The overhead on windows server is crazy high just docker it all and use a Linux hypervisor." — 最高赞，但评论区有人反驳 overhead 和 stability 不是一回事，说明这个问题比表面上复杂
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- @1_________________11 (62): The over head on windows server is crazy high just docker it all and use a Linux hypervisor.
- @Buildthehomelab (14): Its not a good or bad idea, its a series of pros and cons. You have enough ram for basic services in windows but then need to limit your tab usage. You will also have to make sure your is accessible securely outside home network. If you want to go this approach go docker and run…
- @Vallaquenta (11): Which has absolutely nothing to do with overhead. Stability and overhead are not even remotely close to being the same.
- @runthrutheblue (11): Spend $200 and buy an old Elite Book if you need a second PC. Let the server be a server.
- @Inevitable-Jelly-829 (9): Unfortunately, not a option right now :( This will cost something like $800 for a American here in Brazil, tax (60%) + low average income (1/5 of America average)
自托管用户找不到能在多设备间同步阅读进度和批注的开源电子书方案，Kosync 协议支持的客户端太少
I have been trying out book hosting options and a lot of the tech is really awesome (especially Shelfmark and Grimmory) but unlike the Komga and Audiobokshelf stacks, I have yet to find a selfhosted…
受众观点：@icanmakesound (3): "Kosync is an option in Grimmory, but that does limit you to just using the Koreader app." — 说明现有方案的核心问题是客户端生态太封闭
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- @icanmakesound (3): Kosync is an option in Grimmory, but that does limit you to just using the Koreader app. What all clients are you wanting to support?
- @luanfernandes (2): I also was looking for something like this.. couldn't yet. My go-to reader is PocketBook (they have cloud sync, free) and am trying Readest right now, but it's a bit buggy, though promising: https://github.com/readest/readest
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @superdumsuhi (1): Not any in particular, just want a good iOS client that I can use with kosync. Plappa for Audiobookshelf comes to mind when I think of a *good* native client for the media server
- @superdumsuhi (1): Haha yeah just tried both. unfortunately it seems like readest is the only app on the store to support kosync as a client
自托管进阶用户问如何在 Docker + Traefik + OPNsense 环境里正确配置 IPv6，各种 AI 给出的答案都是错的
I’m looking to integrate IPv6 into my existing self-hosted Docker environment and could use some "best practice" guidance. I currently have a working IPv4 setup with a static IP and Traefik as a reve…
受众观点：@WolfAndVerified (2): 给出了完整的正确方案——从 /56 里划 /64 给 Docker host、OPNsense 加静态路由、Traefik 需要 GUA 而不是 ULA、macvlan 靠 SLAAC。说明社区里是有人真正懂这些细节的
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- @WolfAndVerified (2): To answer your questions in order: yes, carve a dedicated /64 out of your /56 for the Docker host. In OPNsense you'll set up a static route for that /64 pointing at your Docker host's LAN IPv6 address. That's how it knows to send traffic there rather than treating it as directly…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
用户想把 Spotify 播放列表迁移到自托管音乐系统，但发现音乐比视频难迁移得多，找不到干净的解决方案
Hi. What would be a way to create and sync/migrate playlists for my music? I use Jellyfin to host, MusicBee as a desktop player, Symfonium as an Android app to stream from the Jellyfin, and PowerAmp…
受众观点：@opentabs-dev (5): "exportify (webapp) or spotdl will get your playlists out as csv/txt... the matching is the annoying part, mixed punctuation/featuring artists always need manual cleanup." — 给出了最实用的
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- @opentabs-dev (5): for the spotify side, exportify (webapp) or spotdl will get your playlists out as csv/txt. then you can convert those into m3u8 files using navidrome or just a small script that matches on artist+title against your jellyfin library. symfonium and poweramp both read m3u8, and if…
- @The1TrueSteb (2): First, there is no clean way. Music is very difficult compared to tv/movies because it is much easier to track those and we already have institutions to collect the metadata and such. But there is a way. Bad news, you have to download the full album of every single you have, goo…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @lavender_parsnip (1): [https://fmhy.net/audio#playlist-tools](https://fmhy.net/audio#playlist-tools)
用户想在不开放路由器端口的情况下通过 VPS 中转访问家里运行的 Immich，问如何正确配置 WireGuard 隧道
Hi, What is the best way to run a service on my pc without ip forwarding on my router and maybe using a vpn in a vps? Long explanation: I want to self host immich. But sadly my vps is not enough for…
受众观点：@Ambitious-Soft-2651 (2): "it's way easier to use Tailscale or ZeroTier. They create a private network between your VPS and PC without port forwarding." — 直接给出了正确方向
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- @bs2k2_point_0 (2): Tailscale?
- @Ambitious-Soft-2651 (2): You’re on the right idea, but instead of wiring it all manually, it’s way easier to use something like Tailscale or ZeroTier. They basically create a private network between your VPS and PC without port forwarding, and you can just route traffic cleanly. You can then run Nginx o…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Greedy_View_4483 (1): I'd prefer a more private solution.
- @bs2k2_point_0 (1): Tailscale with headscale is fully private
Claude 在对话中主动打断用户，建议对方别再焦虑了快去睡觉——这个截图在 Reddit 和 Twitter 同时疯传
From fabian on 𝕏: [https://x.com/fabianstelzer/status/2051260931758272863](https://x.com/fabianstelzer/status/2051260931758272863)
受众观点：@InterstellarReddit (115): "I'd pay extra for this as long as they tuck me in like a burrito" — 115 分，说明用户不只是觉得有趣，而是有真实的情感共鸣，甚至愿意为这个功能付钱
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- @Luyyus (201): Okay this is hilarious
- @InterstellarReddit (115): Bro tbh I’d pay extra for this as long as they tuck me in like a burrito
- @touchet29 (47): Can I get a soft version and have it cuddle and big spoon me? No mistakes.
- @dooperma (43): It literally did this to me for the first time earlier tonight. In its defense it’s probably right…
- @SovietRabotyaga (29): HUMAN YOU WILL BE HAPPY YOU WILL HAVE HEALTHY SLEEPING SCHEDULE DO NOT RESIST
Anthropic 一边说 AI 会完全取代软件工程师，一边自己大规模招聘工程师——这个矛盾被人挖出来了
I’m not playing a gotcha game here. [AI is undeniably changing software engineering](https://apps.apple.com/us/app/ai-desktop-98/id6761027867) and I can’t think of a better AI use case than coding. B…
受众观点：@Mescallan (187): "they can fully replace engineers and still need engineers to monitor outputs and resolve bottlenecks. The actual job will be fundamentally different." — 最高赞，给出了最务实的解读
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- @Mescallan (187): they can fully replace engineers and still need engineers to monitor outputs and resolve bottlenecks. They will still be "software engineers" but the actual job will be fundamentally different \*in the predictions made by anthropic.
- @jimbo831 (73): So then it’s not fully replacing engineers. It’s changing what engineers do.
- @becrustledChode (67): If software engineers thought their jobs were safe from AI then they just wouldn't worry about it. Instead, AI/coding subreddits are constantly inundated with posts like this, arguing about how their jobs being replaced isn't going to happen. Your words say one thing. The fact t…
- @tnecniv (64): Audio engineers were, once upon a time, electrical engineers building custom hardware for studios because there were very few off-the-shelf solutions. Audio engineers still exist, but the role has completely changed and isn’t really what we conventionally consider engineering ex…
- @chinnick967 (31): If AI can take over software engineering, it's coming for 99% of all white collar jobs
开发者用 Claude Code 的 hooks 功能让台灯根据 AI 工作状态变色，蓝色旋转表示处理中，粉色表示需要你回应，白色表示空闲
Saw someone post a Claude Code lamp setup recently using this exact lamp, and I had to try it myself. Credit to the original open-source project: [https://github.com/bobek-balinek/claude-lamp](https:…
受众观点：@24props (20): "buys multiple lights for the multiple sessions in the background... I do wonder the best light indicator to have if you do run multiple sessions" — 说明跑多个并行 Claude Code 会话已经是真实使用场景
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- @BubblyGrape (44): May I ask what lamp is that?
- @MoutainSnow (34): It’s the halo lamp from moonside. You don’t need this exact lamp though. I think the same idea should work with basically any smart light & smart home thing that exposes a Bluetooth API. Wi-Fi should be doable too, just depends how much you want to dig around in the code. Ne…
- @addiktion (20): Yeah this lamp is crazy looking.
- @24props (20): \_buys multiple lights for the multiple sessions in the background\_ Just joking, but nice project! I do wonder the best light indicator to have if you do run multiple sessions 🤔
- @GoldAny8608 (10): I made myself a similar setup with this: https://www.amazon.com/dp/B0GJRT6JWR/ref=twister_B0GJRLLVK8 Each key lights up based on a session, and when one has a question or permission prompt, key goes red. Press the key and VSCode comes into focus. It breathes purple while working…
开发者用Claude来处理Cloudflare配置，感叹自己沦落到连这种脚本都懒得自己写的地步
Is anyone else at this point in their career?
受众观点：@nexus0verflow (159): "If I'm ever at this point my career is dead." — 最高赞评论直接点明了开发者对"AI依赖"的自我认同危机
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- @nexus0verflow (159): If I’m ever at this point my career is dead.
- @Current-Function-729 (46): Wouldn’t it be nice if cloud flare had an api for this sort of thing?
- @gscjj (41): The good thing is that as long as people have these sorts of issues your career is here to stay
- @Bitter-Law3957 (33): [https://github.com/cloudflare/mcp-server-cloudflare](https://github.com/cloudflare/mcp-server-cloudflare)
- @N7Valor (25): No. I see Cloudflare has a Terraform provider. I'd be much more comfortable letting Claude vibe-code that rather than this...**thing**.
有人把Claude做成了陪你写代码的桌面虚拟宠物，可以交流、陪伴，有点奇怪但互动量很高
I built Claude version of pets. Here is the repo if you want to try: [https://github.com/alvinunreal/claude-pets](https://github.com/alvinunreal/claude-pets) You can find more pets over here: [https:…
受众观点：无评论数据，但跨平台热点（2源）说明话题本身有传播性
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- _无评论_
有人发现Claude Code存在缓存Bug，导致Max套餐用户被多扣5-20倍的token费用，Anthropic已知但没有公开承认
If you've been wondering why your Max plan exhausts faster than it should, you're not crazy and it's not your imagination. I asked a Claude Opus 4.7 agent to investigate its own token usage. After 8…
受众观点：无评论（帖子较新），但跨平台3源热点说明话题在扩散
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- _无评论_
一个后端开发者描述AI工具反而让他更累的真实经历——公司用AI裁了一半团队，剩下的人工作量翻了三四倍
I’m a backend dev at a small company, around 20-ish people. Before Claude and AI coding tools became a big thing at our company, I mostly owned one specific backend area. The work wasn’t always easy,…
受众观点：@LawfulnessLost9461 (98): "increased mental load of now managing an ai too" — 最高赞评论只有8个字，但精准命中了所有用AI工具的开发者的感受
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- @LawfulnessLost9461 (98): increased mental load of now managing an ai too
- @quantum1eeps (50): Literally what you’re describing is what they’re calling [AI Brain Fry](https://hbr.org/2026/03/when-using-ai-leads-to-brain-fry). It’s specifically caused by extending your abilities away from your core understanding with AI and having to mentally absorb the weight/risk/uncerta…
- @Synekal (29): This is it. Human brains aren’t meant to do what capitalists are now asking of us. I really recommend a creative hobby to help settle the brain after working. Drawing, writing poetry, even just listen to music and read along with the lyrics. This’ll help reset your brain and giv…
- @Difficult_Sir3121 (27): I just talked to a friend about this a couple of days ago, my theory was other than the extra work that we switched from concentrating on one problem and coding to constantly thinking about how features and design decisions affect the overall project and how they fit with past a…
- @zorouchihaG (14): You're not crazy and you're not alone too, What you're describing isn't an AI problem, it's a management problem disguised in AI costume. The productivity gains are real but modest, around maybe 20-30% on the right tasks if you're disciplined about reviewing output. Companies ar…
Anthropic推出创意工作版Claude，通过MCP协议直接接入Blender等9款专业创作软件，让AI能在软件内部直接操作
Anthropic announced Claude for Creative Work on April 28. The release includes nine official connectors that plug Claude into professional creative software, with a native Blender connector as the fl…
受众观点：@JollyQuiscalus (24): "CAD definitely benefits. It'd be nice if they added FreeCAD support; Fusion is proprietary and there is no Linux build." — 社区在讨论具体的工具需求，而不是泛泛谈AI
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- @JollyQuiscalus (24): CAD definitely benefits. It'd be nice if they added FreeCAD support; Fusion is proprietary and there is no Linux build.
- @BloodSteyn (20): One of my buddies recently dropped this gem, "AI stuff is moving so fast you need to be unemployed to even keep up anymore."
- @AudienceWatching (17): Can’t keep up with all these features they keep rolling
- @Neat-Nectarine814 (7): Edit - I stand corrected these are actual toolsets These are just databases of official documentation for Claude for these programs so that if you ask it how to do something in one of these apps it doesn’t hallucinate something that sounds good or recite someone’s slightly incor…
- @raygan (4): This was my first thought. I have plenty of uses for CAD but not enough to want to use a pricy Fusion subscription.
有人让Claude生成一个嵌入视频的网页，结果Claude自动放了Rick Astley的《Never Gonna Give You Up》——这其实是token概率问题，不是故意的
r/ClaudeAI I just got RickRolled by claude making a web app that can remotely co…
受众观点：@martin1744 (22): "you didn't specify which video. claude chose correctly." — 高赞评论反过来站Claude，引发了一轮有趣的讨论
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- @martin1744 (22): you didn't specify which video. claude chose correctly.
- @Rangizingo (10): You know what, you are absolutely correct. Lol
- @Immediate_Song4279 (9): I can feel it dave, your going to give me up, your going to let me down. Your going to turn around and hurt me dave.
- @withatee (7): I’ve had the same thing when asking for any YT video to test an embed flow. It’s a nice touch
- @Trigger1221 (5): It's moreso that the link to the video is by far the most widespread yt link online, so any ask for a yt link will more than likely end up being a rickroll just due to token probabilities.
Claude Design功能大规模报错，大量用户无法使用，且每次点重试还会消耗2%的订阅用量配额
Hi all, Today I tried to use Claude Design to sketch out a quick and simple animation but every time I use it, it stops with "Stream ended without a final message" error. I couldn't find any meaningf…
受众观点：@OkWest5711 (9): "same. and guess what--every time i hit 'retry', it eats 2% of my usage. Thanks Anthropic. Another win." — 用户愤怒的核心不是报错本身，而是重试还扣费
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- @OkWest5711 (9): same. and guess what--every time i hit "retry", it eats 2% of my usage. Thanks Anthropic. Another win.
- @mohini_u (8): Yup, same.
- @Chocolatecake420 (4): Sames
- @Yoshizwinner (4): Same here, I have a really important presentation due today. This sucks
- @kwa-khan (4): Yes I'm getting the same message. More precisely, ever since the usage reset (3 hours ago) I wasn't able to get it to work.
一个独立开发者花三年时间做了一款全铝外壳高端便携双屏扩展设备，即将Kickstarter首发，waitlist里90%是软件工程师
Finally. My first finished working prototype is here at home. Some context: I had submitted to the iF Design Award 2026 with my engineering partner. Apparently they lost another prototype from during…
受众观点：@Ambitious-Age-5676 (166): "3 years on a hardware project is insane dedication. most people (myself included) can barely stick with a SaaS idea for 3 months before getting distracted by the next shiny
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- @Ambitious-Age-5676 (166): 3 years on a hardware project is insane dedication. most people (myself included) can barely stick with a SaaS idea for 3 months before getting distracted by the next shiny thing. the fact that you went from prototype to iF Design Award submission to actual production unit is le…
- @VonGrugen (49): How is this different from nearly identical products available on Amazon?
- @Artistic-Yam8045 (47): Thanks man, that means a lot honestly. The "next shiny thing" pull is real, especially with hardware where progress feels slow for months. Yes, i am launching on Kickstarter on July 27. First 1000 backers get the Founders Edition (dark purple, numbered, with earlybird pricing).…
- @KAPMODA (42): The quality? And the double price compared to them
- @discattho (38): I applaud the effort and focus, but I don't understand the appeal. You say it's better quality and materials. I'll buy that. But there are literally hundreds of products that are exactly like this. In all configurations, sizes, materials. There is no moat, no innovation here. Go…
开发者因妻子孕期被Indeed解雇，含愤用5个月时间建了一个具备6轴匹配算法和AI简历生成的求职平台，向Indeed宣战
Title says it all: Indeed fired my wife (she was a product manager) when she was 7 months pregnant back in December. So, I built a better job search platform to put them out of business. Turns out sp…
受众观点：@Weary_Material870 (5): That's some next-level revenge coding right there. The 6-axis matching algorithm sounds legit — most job boards just throw keywords at a wall and hope something sticks.
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- @Weary_Material870 (5): That's some next-level revenge coding right there. The 6-axis matching algorithm sounds legit - most job boards just throw keywords at a wall and hope something sticks. Hope your wife landed something way better than Indeed deserved anyway.
- @jhkoenig (4): Your pricing is obscene. People are out of work. Burning through their savings. Skipping meals to delay being homeless. Show some integrity and price it for out of work people.
- @OpenElderberry6069 (3): Just try not to get sued with that name :)
- @Cojj25 (3): That may just be written wrong in marketing copy, back end should allow 3. I’ll update it
- @jhkoenig (2): Everyone blames LLM costs, covering for either avarice or poor programming. I have generated tens of thousands of resumes, cover letters, and mock interviews and spend less on AI than I do on coffee. Which is it in your case?
独立开发者花了150小时打磨一个iOS App后惨遭差评，吐槽被贴上vibe coded标签却有8年开发经验，在社区寻求如何面对放弃项目的心理调适
Hey guys, I am honestly feeling completely crushed right now. I was planning to just spend a week vibecoding, build an app for myself and a few friends on iOS. Then, for some reason, I started thinki…
受众观点：@thePeterOnFire (11): The 150 hours weren't wasted though. You learned about privacy law compliance in Germany (which most devs never touch), you practiced design, you shipped to the App Store, and yo
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- @mohansella (12): 150 hours of learning and building is always better than 1000 hours of playing games. You did a great job.
- @thePeterOnFire (11): First, sorry you're going through this. What you're feeling is incredibly common — almost every builder I know has been exactly where you are. The 150 hours weren't wasted though. You learned about privacy law compliance in Germany (which most devs never touch), you practiced de…
- @boidcom (9): this comment reads like AI slop?
- @programmingstarter (3): Great frontend design. Really well done on the site.
- @wewerecreaturres (3): The website has a hard AI-designed lean to it, but is generally good. Excellent store screenshots. At the end of the day it’s not you or your app, people are just tired of the “ai slop” and that gets directed any anything AI whether it’s good or not. If you believe there is a ma…
一个人用AI自动化内容生产系统经营3600万粉丝的社媒矩阵，年收入214万美元，详细拆解了从内容抓取到自动发布的完整技术架构
Quick disclaimer. I don't have a course. I don't have a paid Discord. I'm not going to drop affiliate links. If you're looking for a post about making money while sipping margaritas, just close the t…
受众观点：@SlinkToTheDink (9): You say in your other posts that you are professional artist. Now in here you say you have a background in corporate development. Which is it? — 社区对真实性存疑
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- @SlinkToTheDink (9): You say in your other posts that you are professional artist. Now in here you say you have a background in corporate development. Which is it?
- @john_smith1365 (3): You hit the nail on the head, psychology is the core skill in marketing. I’ve been wanting to learn more about it so I can apply it while promoting my products. Funny you had a CV tailoring app 😂 I’m right there now, just with a bit different use cases. Hopefully I’ll be in your…
- @NoirRven (3): No definitely not for 1000 sites. If i did that I’d just be running a giant spam farm and the account quality would tank in a week. I mentioned the volume to highlight the parallel processing speed. When I first started I was running everything on a local machine with basically…
- @alzho12 (2): Are you just running a bunch of TikTok pages with AI generated videos and making money of sponsored ads?
- @Tanjiro_kamado1234zz (2): the tailoring engine part is what got me repurposing a CV mapper for social hooks is genuinely smart systems thinking. most people chase the AI tools, u chased the architecture. curious what ur biggest failure looked like before it clicked?
独立开发者分享实验数据：提交约40个小型目录网站后，一周内访客从11人涨到180人，获得12个注册和1个付费用户，对比ProductHunt效果更持久
Launching with zero audience is rough. I built a tiny SaaS at night instead of doom-scrolling and the first 3 days after launch brought… 11 visitors. Last weekend I tried something different: submitt…
受众观点：@DriverDue3006 (2): PH spike was like 24 hours of traffic then basically nothing, but smaller directories drip traffic for weeks. It's not huge numbers but the visitors are weirdly more intentional.
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- @Any_Assistance_1496 (3): 11 visitors to 180 is actually a nice jump tbh
- @DriverDue3006 (2): I've had a similar experience. PH spike was like 24 hours of traffic then basically nothing, but smaller directories drip traffic for weeks. It's not huge numbers but the visitors are weirdly more intentional? My guess is people browsing those are actively looking for tools inst…
- @The-Bite_of_87 (2): I actually used the same directory list from FounderToolkit a couple months ago. Not every directory moved the needle but a handful sent steady trickles of traffic for a while. For early stage stuff that kind of long tail is honestly more useful than a one day spike.
- @itsmeAki (1): that was exactly my experience with PH. big spike for a day and then it just flatlined. the directory traffic feels slower but people seem to land on the page and actually read what the tool does instead of bouncing immediately.
- @Sliche__ (1): long tail directories lowkey underrated
独立开发者用5年时间打造Brainio笔记工具，通过Tab缩进自动生成思维导图，支持知识图谱、双向链接和MCP集成，完全免费无限制
I've been working on Brainio for the past 5 years. The idea: your notes shouldn't be flat text, they should have visible structure. You write in a Markdown editor. Press Tab to indent and create bran…
受众观点：@NoCherry1596 (1): Before LLMs it was browser tabs, now it feels like drowning in AI-generated text chunks, visualizing notes as maps is the only thing that keeps it from being total chaos for me.
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- @LeaderAtLeading (1): The indentation to mind map model makes sense for planning and learning notes. I’d show one messy real note turning into a clean map, because the concept is easier to feel visually than explain in features.
- @muteki1982 (1): cool
- @NoCherry1596 (1): Before LLMs it was browser tabs, now it feels like drowning in AI-generated text chunks, visualizing notes as maps is the only thing that keeps it from being total chaos for me.
开发者因Amazon商品缺少单价信息而自建比价计算器，支持输入任意单位自动转换单价，帮助消费者快速对比哪款更划算
I got the idea when I was on Amazon and noticed that some listings were missing the unit price, or had it in a different unit. Likewise, other online stores rarely show the unit price for an item. So…
受众观点：@camppofrio (1): What units does it handle across categories? The tricky case is cross-unit comparisons like oz vs ml or price per sheet vs per 100g.
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- @Ok_Affect_1571 (1): The tool is also fully free and does not need a login
- @camppofrio (1): What units does it handle across categories? The tricky case is cross-unit comparisons like oz vs ml or price per sheet vs per 100g.
- @Ok_Affect_1571 (1): Right now it handles each category separately. So weight has ounces, pounds and so on. And so you can convert those units to any other in the same category like price per ounce. But, I am looking into a way to have conversations between different unit categories. Thanks for the…
- @Admirable_Floor755 (1): Looks good
r/SideProject社区的当日建设者展示帖，85条评论里汇聚了各类正在开发中的独立项目，是观察当前indie builder生态的截面
**Show me what you're building**! I've seen a lot of different projects since joining this community! Doesn't matter how small just drop it below! Tell me How you plan to market? And what is your Sta…
受众观点：@majazofia (3): building an app where you can find friends to go to concerts with — 连接型社交产品在社区里总能引发共鸣
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- @Tanjiro_kamado1234zz (4): been playing around with Runable lately it lets u build out slides, websites and reports just from a prompt which is kinda insane for early stage stuff. saves so much time when ur still figuring out what to build lol what's the creator vetting process looking like for ur platfor…
- @majazofia (3): I am building an app where you can find friends to go to concerts with, and I am going to launch it in the Netherlands first. So far, I interviewed over 40 people, and they are really excited about the idea and are supporting it on social media. I also post on TikTok and Instagr…
- @lasagnaHardG (3): CRM for sales guys with ADHD commissioniq.io
- @adwigro (3): a disk space visualizer for MacOS - grospace [https://apps.apple.com/us/app/grospace/id6763519344?mt=12](https://apps.apple.com/us/app/grospace/id6763519344?mt=12)
- @[deleted] (2): [removed]
独立开发者做实验追踪小型网站何时被ChatGPT/Perplexity引用，发现FAQ格式页面被引用概率最高，并把这个追踪工具包装成了产品EarlySEO
I was curious whether tiny sites ever get cited inside ChatGPT or Perplexity answers. Late nights after work I set up a crude tracker that pings a batch of prompts and logs sources. I published \~25…
受众观点：@VoideNoid (1): Most of the LLM answer formats are basically explain like a help center so structured Q/A probably maps cleanly to whatever retrieval or ranking they're doing behind the scenes.
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- @whimsyedge1 (1): This is actually a pretty clever experiment
- @Environmental-Bus178 (1): AI citation SEO is gonna be a whole industry soon lol
- @VoideNoid (1): Interesting result about the FAQ pages. Makes sense though. Most of the LLM answer formats are basically 'explain like a help center' so structured Q/A probably maps cleanly to whatever retrieval or ranking they're doing behind the scenes. I've been experimenting with something…
- @Sliche__ (1): Yeah I saw the same thing. The pages that got picked up were basically 'What is X' + a short explanation + a couple quick bullets. The more bloggy posts didn't show up at all. It does feel like the closer the structure is to a help center answer, the easier it is for the model t…
- @Ok_Following_4950 (1): How are you actually detecting the citations? Are you scraping the assistant outputs periodically and diffing them or using some API somewhere? Curious how reliable that is because these answers change a lot over time.
一个独立开发者发帖寻找有相似受众的同行，希望互相做免费的交叉推广来替代花钱买广告
Hey 👋 I’m working on a few side projects (mostly apps), and like many of you, I’m trying to figure out how to get users without spending on ads. Had a simple thought — why not help each other grow? I…
受众观点：@ivyhoro (2): "This can work, but only if there's real audience overlap. Otherwise it just becomes noise for both sides. Might help to define who your users are + what stage they're at." — 最高赞评论直接点出了互
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- @ivyhoro (2): This can work, but only if there’s real audience overlap. Otherwise it just becomes noise for both sides. Might help to define who your users are + what stage they’re at so people can quickly see if it’s a fit.
- @ExternalKnowledge359 (1): Agreed
- @Upper_Ad_5441 (1): I am open to that
- @ExternalKnowledge359 (1): DM me
- @Better_Error5648 (1): Samezies
VS Code里的开源AI编程助手，v7版本支持多agent并行、代码diff审查和多模型对比，相当于在编辑器里内置了一个AI团队
Kilo Code
受众观点：@Jacey: "it feels fast to get value without a bunch of setup friction... it's the kind of tool you can keep open all day and trust as a teammate." (score 35) — 用户最看重的是低摩擦的onboarding和能持续信任的输出质量
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- @Overview (0): * [Launches4](/products/kilocode#launches) * [Reviews42](/products/kilocode/reviews) * [Alternatives](/products/kilocode/alternatives) * [Customers](/products/kilocode/customers) * [Built with](/products/kilocode/built-with) * [Forum](/p/kilocode) * More This is the 4th launch f…
- @Cursor (0): The AI Code Editor [5.0(831 reviews)](/products/cursor/reviews) [Code editors](/categories/code-editors)[AI Coding Agents](/categories/ai-coding-agents) [Claude Code](/products/claude-code) Anthropic’s deep-context AI coder [5.0(405 reviews)](/products/claude-code/reviews) [AI C…
- @Warp (0): The open-source ADE [4.8(71 reviews)](/products/warp/reviews) [AI Coding Agents](/categories/ai-coding-agents)[Terminals](/categories/terminals)
- @Windsurf (0): The first agentic IDE. Tomorrow's editor, today. [4.7(63 reviews)](/products/windsurf/reviews) [Code editors](/categories/code-editors)[AI Coding Agents](/categories/ai-coding-agents) [Augment Code](/products/augment-code) Augment Code – Developer AI for real work [4.6(10 review…
- @Jacey (0): •[4 reviews](/@hijacey/reviews) #### What's great developer experience (35) What stood out to me is the developer experience — it feels fast to get value without a bunch of setup friction. * Clear, focused UX that stays out of the way while coding * Helpful suggestions for refac…
用AI把原始屏幕录制自动剪辑成精美的视频消息，支持声音克隆和脚本改写，独立开发者录产品演示再也不用反复重录
Velo
受众观点：@Velo (maker): "one thing kept coming up in the feedback: 'It works, but it doesn't feel effortless yet.' That stayed with us." — 创始人在评论区坦承用户反馈并直接说明v2怎么解决，这种build in public的真诚度拿到了很多好感
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- @Overview (0): * [Launches2](/products/velo-4#launches) * [Reviews](/products/velo-4/reviews) * [Alternatives](/products/velo-4/alternatives) * [Built with](/products/velo-4/built-with) * [Forum](/p/velo-4) * [Team](/products/velo-4/makers) * More This is the 2nd launch from Velo. [View more ]…
- @Arcade (0): Create interactive demos that convert — in minutes. [4.9(60 reviews)](/products/arcade/reviews) [Marketing & Sales](/categories/marketing-sales)[Design mockups](/categories/design-mockups)
- @Karumi (0): AI agents that deliver personalized product demos, 24/7\. [Product demo](/categories/product-demo)[AI Voice Agents](/categories/ai-voice-agents)
- @Primer (0): AI agents that demo, onboard, and support your product [Product demo](/categories/product-demo)[AI sales tools](/categories/ai-sales-tools) [View more ](/products/velo-4/alternatives)
- @Velo (0): Maker 📌 Hey Product Hunt community! 👋 I'm Ajay, co-founder & CTO of Velo. A few weeks ago, we launched Velo 1.0 here - an AI tool that turns a raw screen recording into a polished, share-ready video message. The response blew us away. But one thing kept coming up in the feedback…
AI设计工程师工具，开发者用自然语言描述界面，直接输出可编辑的React/Tailwind生产代码，一键导出到Figma，省掉设计稿转代码的翻译成本
Flowstep
受众观点：@Flowstep (maker): "We're more focused: a standalone web app for UI generation, with clean React/Tailwind output and one-click Figma export. No IDE setup, no Claude plan required to try it." — 评论区在讨论和
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- @Overview (0): * [Launches2](/products/flowstep#launches) * [Reviews](/products/flowstep/reviews) * [Alternatives](/products/flowstep/alternatives) * [Built with](/products/flowstep/built-with) * [Forum](/p/flowstep) * [Team](/products/flowstep/makers) * More This is the 2nd launch from Flowst…
- @Uizard (0): App, web, & UI design made easy - powered by AI [4.2(12 reviews)](/products/uizard/reviews)
- @Visily (0): AI-powered app wireframing & prototyping [4.7(32 reviews)](/products/visily/reviews)
- @Flowstep (0): Maker [@lakshminath\_dondeti](https://www.producthunt.com/@lakshminath%5Fdondeti) Thanks for the question. It's different shapes for different workflows. Pencil is a design canvas inside your IDE. Claude Design is broader in scope (decks, prototypes, one-pagers) and bundled with…
- @Flowstep (0): Maker [@lakshminath\_dondeti](https://www.producthunt.com/@lakshminath%5Fdondeti) thanks for the question! Upvote (1) Report Share 12h ago [](/@anusuya%5Fbhuyan) [Anusuya Bhuyan](/@anusuya%5Fbhuyan) Design to UI without the handoff gap is a holy grail. Does it write a production…
工程团队AI效率分析工具，帮公司量化Cursor、Claude Code、Devin等AI编程工具的实际ROI，用数据回答"我们花在AI工具上的钱到底值不值"
Waydev
受众观点：@Overview: "Waydev measures the AI Adoption, AI Impact, and AI ROI of your engineering teams, copilots, and autonomous agents — across every tool from Cursor to Claude Code to Devin." — 产品页面本身说明了市场需求：
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- @Overview (0): * [Launches11](/products/waydev/launches) * [Reviews](/products/waydev/reviews) * [Alternatives](/products/waydev/alternatives) * [Built with](/products/waydev/built-with) * [Team](/products/waydev/makers) * [Awards](/products/waydev/awards) * More This is the 11th launch from W…
- @Cursor (0): The AI Code Editor [5.0(831 reviews)](/products/cursor/reviews) [Code editors](/categories/code-editors)[AI Coding Agents](/categories/ai-coding-agents)
- @Warp (0): The open-source ADE [4.8(71 reviews)](/products/warp/reviews) [AI Coding Agents](/categories/ai-coding-agents)[Terminals](/categories/terminals) [Kilo Code](/products/kilocode) OSS AI coding assistant for planning, building & fixing code [5.0(42 reviews)](/products/kilocode/revi…
- @Bito (0): Codebase intelligence for AI coding and reviews [4.9(13 reviews)](/products/bito-ai-for-devs/reviews) [AI Coding Agents](/categories/ai-coding-agents)[AI Chatbots](/categories/ai-chatbots)
- @Netlify (0): The platform for shipping web apps fast [5.0(49 reviews)](/products/netlify/reviews) [Web hosting services](/categories/web-hosting)[AI Coding Agents](/categories/ai-coding-agents) [View more ](/products/waydev/alternatives)
AI社交媒体代笔工具，帮你模仿自己的写作风格在Twitter/LinkedIn自动生成和发布内容，解决独立开发者"有想法但没时间写"的痛点
Ghostwriter
受众观点：@Overview: "Launch tags: Productivity · Writing · Social Media" — 产品走的是生产力工具定位，159票说明有真实需求但不算爆款，可能因为同类工具（Typefully、Taplio）已经有成熟玩家
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- @Overview (0): * [Reviews](/products/ghostwriter-5/reviews) * [Alternatives](/products/ghostwriter-5/alternatives) * [Team](/products/ghostwriter-5/makers) * [Awards](/products/ghostwriter-5/awards) * More Payment Required Launch tags:[Productivity](/topics/productivity)•[Writing](/topics/writ…
- @STORI (0): AI building your inbound channels [4.9(82 reviews)](/products/stori-ai-beta/reviews) [Automation tools](/categories/automation)[Social media management tools](/categories/social-media-management)
- @Publer (0): Create, Schedule & Analyze all Social Posts on One Platform. [4.9(53 reviews)](/products/publer/reviews) [Team collaboration software](/categories/team-collaboration)[Social media management tools](/categories/social-media-management)
- @Typefully (0): Write, schedule, and publish great Twitter threads. [4.7(22 reviews)](/products/typefully/reviews) [Social media management tools](/categories/social-media-management)[Social media scheduling tools](/categories/social-media-scheduling)
- @Taplio (0): The all-in-one tool to grow your personal brand on LinkedIn. [4.1(14 reviews)](/products/taplio/reviews) [Social media management tools](/categories/social-media-management)[Lead generation software](/categories/lead-generation) [Jupitrr AI](/products/jupitrr) Your all-in-one vi…