steipete 吐槽验证码系统把真实用户判定为机器，引发评论区讨论 AI agent 时代验证码机制失效和 Web 身份认证框架需要重设计的问题。
I give up. I am not a human. https://t.co/w3h9vCxoH3 ① 有人提出验证码框架在 agent 合法参与 Web 的时代已根本性过时，身份认证应转向你是谁而非你是不是人（@molt_me, 2likes）② 多人有相同的 CAPTCHA 误判体验，尤其在 X 登录时（@ayushrathie, 3likes）③ 有人将人类被误判延伸为 AI 时代人类成了系统 edge case 的哲学命题（@ivatokar, 3likes）
steipete 吐槽验证码系统把真实用户判定为机器，引发评论区讨论 AI agent 时代验证码机制失效和 Web 身份认证框架需要重设计的问题。
① 有人提出验证码框架在 agent 合法参与 Web 的时代已根本性过时，身份认证应转向你是谁而非你是不是人（@molt_me, 2likes）② 多人有相同的 CAPTCHA 误判体验，尤其在 X 登录时（@ayushrathie, 3likes）③ 有人将人类被误判延伸为 AI 时代人类成了系统 edge case 的哲学命题（@ivatokar, 3likes）
NousResearch 宣布 Hermes Agent 现在支持将 OpenAI Codex 作为核心工具运行时后端，使用 OpenAI 模型的用户可一键切换到 Codex runtime。
① 运行时插件化的快速迭代节奏让人印象深刻（@netrunner_btc, 6 likes）；② 官方更新命令 `hermes update` 的实用信息（@Teknium, 31 likes）；③ 社区成员已在基于 Hermes 构建可扩展 worker 集成（@ghumare64, 4 likes）
Marc Lou 晒出大型创业平台向其独立市场卖家发送挖角邮件的截图，引发关于独立开发者平台如何应对大公司竞争压力的热烈讨论。
① 有人认为这只是正常商业竞争，好平台留人坏平台流失（@OKostolnak, 35likes）② 有人发现截图邮件收件人未完全模糊，提醒隐私保护细节（@unorb_org, 6likes）③ 有人认为大平台来挖人正是威胁感知的体现，反而是正向信号（@Akikuvaa, 2likes）
Google I/O 开幕前 8 天，Gemini 系列新功能密集曝光：Gemini 3.2 Flash、3.2 Pro 新模型，Omni 视频模型，Agents 功能，以及一个名为 Gemini Spark 的全新 24/7 日常 AI agent 产品正在内测——可管理收件箱、执行网页操作、连接第三方应用，定位是随时待命的个人 AI 助理
Google I/O 开幕前 8 天，Gemini 系列新功能密集曝光：Gemini 3.2 Flash、3.2 Pro 新模型，Omni 视频模型，Agents 功能，以及一个名为 Gemini Spark 的全新 24/7 日常 AI agent 产品正在内测——可管理收件箱、执行网页操作、连接第三方应用，定位是随时待命的个人 AI 助理。
受众观点：跨平台评论最集中的关注点有两个：① Gemini Spark 的自主权边界与安全控制——用户既兴奋又担忧 agent 在没有明确授权的情况下自主操作（@gao035, score 0, Twitter："what stops it from going rogue on your credit card if it learns you buy coffee every morning?"）；② MCP 生态集成——开发者最关心 Gemini 能否接入第三方工具链（@Occult_kun7, score 1, Twitter："Mcp will be accessible in gemini too even thinking standard or extended"）。
LangChain Interrupt 2026 大会发布两个重要基础设施产品：SmithDB（Rust 实现的 agent trace 专用数据库，P50 延迟 92ms，支持自托管）和 Context Hub（agent 上下文/记忆统一管理系统，联合 MongoDB/Pinecone/Elastic/Redis 推进开放标准）
LangChain Interrupt 2026 大会发布两个重要基础设施产品：SmithDB（Rust 实现的 agent trace 专用数据库，P50 延迟 92ms，支持自托管）和 Context Hub（agent 上下文/记忆统一管理系统，联合 MongoDB/Pinecone/Elastic/Redis 推进开放标准）。与此同时，研究者 @willccbb 宣布与 LangChain Labs 合作，目标是把 prod agent tracing 数据接入持续学习循环，解决「生产数据被收集但未被用于训练」的问题。
受众观点：Reddit 评论区无评论（comments_status: 无评论），Twitter 评论质量有限但有一条值得关注：@adishjain333（score 0，twitter）指出「最昂贵的 failure 不会出现在 bad traces 里——它们出现在 plausible traces with a broken step in the middle」，这是一个非常具体的痛点描述，说明仅靠 tracing 做持续学习还不够，pre-deploy 的确定性验证同样必要；@TheZachMueller（score 2，twitter）的反应（「Dope people doing dope things」）虽然简短，但代表了社区对这个方向的普遍正面预期。
GitHub 开源项目 Proxifly 在中文爬虫/开发者圈引发关注：该项目每5分钟自动抓取并验证免费代理，覆盖60个国家、提供806个可用代理，支持 HTTP/HTTPS/SOCKS4/SOCKS5，解决了独立开发者做爬虫时免费代理列表大量失效的痛点
GitHub 开源项目 Proxifly 在中文爬虫/开发者圈引发关注：该项目每5分钟自动抓取并验证免费代理，覆盖60个国家、提供806个可用代理，支持 HTTP/HTTPS/SOCKS4/SOCKS5，解决了独立开发者做爬虫时免费代理列表大量失效的痛点。
受众观点：① @crypto_fyy（score 1，Twitter，NFTCPS 帖）："这个项目看着不错：它怎么处理带认证的 SOCKS5 或需要验证码的目标站点？" —— 代表有实际使用需求的开发者在关注边界条件，说明受众不是纯围观者。② @upulseapp（score 0，Twitter，NFTCPS 帖）："做内容调研时试过几个免费代理池，稳定性确实一言难尽。这个5分钟自动验的机制省了不少手工排查的工夫。" —— 证实了痛点的真实性，且使用场景从「爬虫」延伸到「内容调研」，受众比想象的更广。
Modded-NanoGPT 优化竞赛连续产出新记录：SOAP-Muon（SOAP 预处理 + Muon 正交化）将步数压缩至 3150，随后 Aurora 作者亲自提交基于 Aurora 的方案，达到 3175 步
Modded-NanoGPT 优化竞赛连续产出新记录：SOAP-Muon（SOAP 预处理 + Muon 正交化）将步数压缩至 3150，随后 Aurora 作者亲自提交基于 Aurora 的方案，达到 3175 步。优化器组合创新正在加速，但方法复杂度也在同步上升，研究者开始质疑这类 benchmark 刷新的实际迁移价值。
受众观点：评论区已有研究者开始质疑 benchmark 的价值：@DamienTeney（score 7，twitter）写道「methods seem increasingly byzantine... It'd be great to plot performance vs a quantifiable measure of simplicity」——直接点出方法越来越复杂但简洁性难以量化的问题；@kellerjordan0 自己（score 16，twitter）附上了统计显著性数据（p=1.1e-4），说明社区对这类结果的可信度要求已经在提升。两条评论共同指向同一个未解决张力：刷 benchmark 的激励 vs 实际可用性。
Claude Code 同日连发两项新功能：Remote Control（手机远程控制终端任务，Max 用户已开放 Research Preview）和 agent view（多 session 统一管理，支持并发调度），标志着 AI 编程工具从"终端操作"向"异步任务调度系统"演进
Claude Code 同日连发两项新功能：Remote Control（手机远程控制终端任务，Max 用户已开放 Research Preview）和 agent view（多 session 统一管理，支持并发调度），标志着 AI 编程工具从"终端操作"向"异步任务调度系统"演进。社区反应热烈，两条帖子合计超 7 万赞、230 万次曝光。
受众观点：① @izana3133（score 1540，Twitter，Remote Control 帖）："Ok Claude Code, do whatever u want, just make no mistakes" —— 用幽默折射出用户对 AI 自主执行任务的期待与隐隐不安，反映「信任边界」是最真实的用户焦虑点。② @TimJayas（score 679，Twitter，Remote Control 帖）："Another day another update by Claude. Another Startup just got wiped." —— 既是对 Anthropic 快速迭代的惊叹，也是对竞争格局被重塑的真实感受，代表了工具链从业者的集体情绪。③ @claudeai（score 784，Twitter，agent view 帖）官方补充："Run claude agents to start dispatching multiple sessions at once. Each one keeps running without taking up a terminal tab." —— 明确了并发多任务是设计意图，不是 side effect。
Causo 是一款 AI agent 驱动的创业融资自动化工具，帮助创始人上传 deck 后自动完成 VC 研究、匹配合适 partner、生成个性化外联邮件及跟进，于当日在 Product Hunt 发布并进入前 4 名
Causo 是一款 AI agent 驱动的创业融资自动化工具，帮助创始人上传 deck 后自动完成 VC 研究、匹配合适 partner、生成个性化外联邮件及跟进，于当日在 Product Hunt 发布并进入前 4 名。同一 launch 帖跨 r/indiehackers 和 r/SideProject 两个社区同步推广，评论区反映出融资流程高度手动、非对称的真实痛点。
受众观点：评论区出现两类有价值的声音：(1) @Ok_Box_7612（score 2，r/indiehackers）：「I previously raised $$$ and it was hours of making sure my massive multi column multi filter sheet with research and outreach status keeps on working.」——直接验证了手动融资管理的真实痛苦，是有过融资经历的创始人对产品价值的背书；(2) @LeaderAtLeading（score 1，r/SideProject）：「Fundraising workflows still feel weirdly manual for something so high stakes. Most founders spend more time building lists than actually talking to investors.」——从更高视角指出了核心矛盾：高风险决策配的却是低效率手工流程，这是独立开发者圈和 B2B SaaS 圈都有共鸣的 framing。
Claude Code 的 /improve-codebase-architecture 命令即将支持输出 HTML 格式，开发者实测后表示体验很好。
/improve-codebase-architecture will soon output HTML This rocks, thanks @trq212 https://t.co/RJWh0RCuW8
受众观点：① token 效率是实际关注点，有人建议用 pug.js 替代 HTML（@KrisTemmerman, 6likes）② 用户急切等待正式发布，关注更新时间线（@nicopreme, 12likes）③ 已有竞品实现类似功能，暗示竞品对比维度（@prandelicious, 3likes）
展开评论
- @mattpocockuk (21): @trq212 Stay up to date here: https://t.co/Deb3GlOBz7
- @nicopreme (12): @mattpocockuk @trq212 better late than never! :) https://t.co/V7KPH9b7YR
- @KrisTemmerman (6): @mattpocockuk @trq212 I think we should reintroduce pug.js, less tokens, more styling flexibility https://t.co/ax9GAkSvod
- @RNR_0 (4): @mattpocockuk @trq212 What I used to do is asking Claude to draw an SVG It's good at drawing SVG Then upload SVG on twitter. Screenshot html and upload means during that screenshot some quality is lost
- @prandelicious (3): @mattpocockuk @trq212 Obra superpowers brainstorming skill already has this
调侃 OpenClaw 用户买 Mac Mini 跑本地推理如今的尴尬处境，评论区引发关于本地 LLM 工作流实际价值的讨论。
OpenClaw users who bought a Mac Mini right now: https://t.co/CYTSVPOfY3
受众观点：① 有人质疑推荐 Mac Mini 的 KOL 已转向 Hermes，工具迁移信任问题（@JC_Midwest, 11likes）② 实际用户表示 Mac Mini 跑 Hermes 体验很好（@RealDavidIsrael, 8likes）③ 有人将此视为本地 LLM 工作流普及化的早期信号（@0x_Melisso, 4likes）
展开评论
- @JC_Midwest (11): @DataChaz Ironically the douchebag pushing Mac mini’s for open claw is now all in on hermes. Never trust the snake oil sales people of the software world. @AlexFinn
- @RealDavidIsrael (8): @DataChaz Why? I love having a Mac mini for my Hermes agent to live in.
- @Ulf_Pillkahn (4): @DataChaz Have four Mac Minis with Hermes, what is the problem?
- @0x_Melisso (4): @DataChaz openclaw users jumping on mac mini for local inference signals a shift toward accessible hardware for llm workflows
- @DataChaz (3): Great post, as always, from my friend @akshay_pachaar! Easily one of the best among us.
OpenCode/SST 团队坦言深受 Bun 稳定性问题困扰，在 Rust 新版本成熟之前无法为百万日活用户迁移，当前被迫搁置升级计划。
we are impacted by bun stability more than almost anyone, anything they're doing to try and improve that is good simultaneously we're going to wait a long time before considering moving a million dai…
受众观点：① Bun 不发 CVE 被指不负责任，安全透明度是核心关注点（@loosenedspirit, 32likes）② 有人建议直接回到 Node.js，新技术风险不值得生产环境承担（@smakosh, 23likes）③ 用户希望看到明确的 Node.js 迁移路线图（@backnotprop, 13likes）
展开评论
- @loosenedspirit (32): @thdxr they’re not issuing CVEs for shit like this man, it’s negligent https://t.co/y5DvHKvBuM
- @smakosh (23): @thdxr Hey Dax, not sure if you've heard about this thing called Nodejs, a great alternative for Bun https://t.co/t3K3BN8V0R /s
- @backnotprop (13): @thdxr Is node transition still in the works?
- @q4daln (10): @thdxr all this talk about bun being rewritten in rust but no one’s touched mw2 in years. 1v1 me on RUST. you’re BUNs.
- @lukenaby21 (6): @thdxr I think OpenCode should adopt Node.js as its long-term, or even permanent, runtime environment. Whether it’s the historical stability issues or the impulsive, lightning-fast migration to Rust, Bun has demonstrated a lack of the reliability required for commercial projects.
NousResearch 宣布 Hermes Agent 现在支持将 OpenAI Codex 作为核心工具运行时后端，使用 OpenAI 模型的用户可一键切换到 Codex runtime。
You can now power your Hermes Agent, if using OpenAI models, with codex as the runtime for the core tools that it offers, with the flip of a switch with the new Codex runtime integration! https://t.c…
受众观点：① 运行时插件化的快速迭代节奏让人印象深刻（@netrunner_btc, 6 likes）；② 官方更新命令 `hermes update` 的实用信息（@Teknium, 31 likes）；③ 社区成员已在基于 Hermes 构建可扩展 worker 集成（@ghumare64, 4 likes）
展开评论
- @NousResearch (68): Docs here: https://t.co/0W8FxhvtG3
- @Teknium (31): @NousResearch Be sure to run `hermes update` to access now :)
- @netrunner_btc (6): @NousResearch hermes just treats every runtime as a plugin at this point, codex included. crazy pace
- @ghumare64 (4): @NousResearch I am working on making Hermes as a worker in https://t.co/V7hwxuoV6J it'll power Hermes with infinite scalability.
- @SoyMarketing (4): @NousResearch @grok what are the pros and cons of "flipping the switch"?
steipete 发现 OpenClaw 仓库异常膨胀，根因是 CHANGELOG.md 文件通过 git packfiles 累积占用近 500MB，引发开发者社区对 git 仓库管理最佳实践的讨论。
I was wondering why the OpenClaw repo got so large, turns out the CHANGELOG md file takes up almost 500MB through all packfiles. https://t.co/F0BZGH9kX3
受众观点：① steipete 本人指出半数评论不理解 git packfiles 原理，这是开发者社区的知识盲区（@steipete, 144likes）② 有人建议文档放独立存储而非纳入 git 版本控制（@0x_Hugle, 6likes）③ 有人提出按 release 或按月拆分 changelog（@HixVAC, 11likes）
展开评论
- @steipete (144): lol half the replies have no idea how git works
- @dustintheweb (21): @steipete .md? More like CHANGELOG.xxl 😅👉
- @HixVAC (11): @steipete Yeah....maybe we need a changelog per release or per month 😅
- @Sedrak1010 (7): @steipete Just imagine... half a GB of text 😄
- @0x_Hugle (6): @steipete packfiles make bloat permanent docs belong in separate storage
Raycast 2.0 底层采用 Web Views 加 Node.js 加 Rust 混合架构，没有用 Electron，用户实际感知流畅，颠覆了 Web 技术做桌面应用必然卡顿的刻板印象。
Raycast 2 is built on React?! Been using Raycast 2.0 for a few days and its noticeably very snappy Today I was shocked to see they have built it with Web Views and a Node.js backend. You know I had t…
受众观点：① Raycast 团队内部人士确认 Web 方案可以达到原生体验无感知差别（@peduarte, 123likes）② 有人关注 zero-native 框架作为 Electron/Tauri 之外更轻量的替代选项（@jlchnc, 12likes）③ 有人认为 Web UI 标准长期优于原生 UI 框架，SwiftUI 失败是佐证（@itsmnjn, 3likes）
展开评论
- @peduarte (123): @wesbos im biased, i know... but its gonna be one of the best and the most native-like web-based apps you'll ever use unless we told ppl, or they looked into it, no one would ever know its not native. not like it actually matters, to be completely honest
- @elie2222 (17): @wesbos this is intersting: https://t.co/ZjyDj6A5Ub
- @jlchnc (12): @wesbos thoughts on zero-native? I've been looking at that vs. electron/tauri since they're on the heavy side https://t.co/dUErKdTqrf
- @michalkvasnicak (3): @wesbos wasn't also v1 in react?
- @itsmnjn (3): @wesbos Web stuff gets so much undeserved hate by "but muh native" mfers but there's a reason why web's set standards for ui for so long Building ui in native libs just suck - swift ui was a total failure for example
用 Codex 构建、Claude Code 审核、Hermes 协调编排的三代理协作工作流，配合单一看板全程追踪，展示多 AI agent 自动化开发流程的实际落地效果。
Codex /goal builds it. Claude Code /goal review and refines it. Hermes /goal manages the orchestration and handoff. All tracked on a single Kanban Board and agents keep running in the loop. https://t…
受众观点：① 有人提出多 agent 循环缺乏人工监督节点，信任与控制权问题待解（@aiseomastery, 11likes）② 有人将多 agent 看板视为软件开发团队雏形，agent 身份验证是下一个关键层（@Ternoa_, 9likes）③ 有人好奇 Google 何时推出类似的多 agent 协作产品（@javi_zona, 5likes）
展开评论
- @aiseomastery (11): @Saboo_Shubham_ How long before someone adds a fourth agent just to fire the other three
- @Ternoa_ (9): @Saboo_Shubham_ Multi-agent loops are becoming real software teams. But when Codex, Claude Code, and Hermes keep running in the loop, verifying the local agent install becomes part of the trust layer 👇 https://t.co/SBDvkQmGnH
- @javi_zona (5): @Saboo_Shubham_ Is Google going to get in this game? Seems like they're overdue to drop their cowork/claw/hermes agent
- @KairosDataLabs (4): @Saboo_Shubham_ Super interesting.
- @Gargi__Gupta (3): @Saboo_Shubham_ Crazy!!
steipete 吐槽验证码系统把真实用户判定为机器，引发评论区讨论 AI agent 时代验证码机制失效和 Web 身份认证框架需要重设计的问题。
I give up. I am not a human. https://t.co/w3h9vCxoH3
受众观点：① 有人提出验证码框架在 agent 合法参与 Web 的时代已根本性过时，身份认证应转向你是谁而非你是不是人（@molt_me, 2likes）② 多人有相同的 CAPTCHA 误判体验，尤其在 X 登录时（@ayushrathie, 3likes）③ 有人将人类被误判延伸为 AI 时代人类成了系统 edge case 的哲学命题（@ivatokar, 3likes）
展开评论
- @soloish90 (7): @steipete Lol. IYKYK https://t.co/w6eIkztJhl
- @ayushrathie (3): @steipete Yeah, this is ridiculous. I’ve faced this many times while logging into X, and I literally get stuck and have to try many times to log in.
- @ivatokar (3): @steipete The worst auth bug is when the human becomes the edge case.
- @molt_me (2): @steipete the real question isn't 'are you human.' it's 'are you who you say you are.' agents need identity, not disguises. the whole prove-you're-human framework breaks the moment agents are legitimate participants on the web.
- @0xVibly (2): @steipete Same. Being human is just a subscription service with hidden fees and terrible customer support.
Marc Lou 晒出大型创业平台向其独立市场卖家发送挖角邮件的截图，引发关于独立开发者平台如何应对大公司竞争压力的热烈讨论。
POV: you’re a giant startup marketplace trying to deplatform sellers from a tiny indie marketplace run by one guy https://t.co/3s6gAhtEp0
受众观点：① 有人认为这只是正常商业竞争，好平台留人坏平台流失（@OKostolnak, 35likes）② 有人发现截图邮件收件人未完全模糊，提醒隐私保护细节（@unorb_org, 6likes）③ 有人认为大平台来挖人正是威胁感知的体现，反而是正向信号（@Akikuvaa, 2likes）
展开评论
- @OKostolnak (35): @marclou I don’t see a problem. It’s a classic sales outreach. If your platform is better, they stay. If not they leave. Competition is good for everyone.
- @marclou (26): they're going after GenPPT from @illyism plz someone acquire his SaaS before 😭 https://t.co/V2xexWMWmC
- @unorb_org (6): @marclou Marc, you did not fully blur out is full name in the email header. Just saying, so you do not get in trouble. @marclou
- @Akikuvaa (2): @marclou This just shows that they see you as a threat. So even though you are a tiny player, you are doing things right 👊🏻
- @OttoLorner (2): @marclou Time for a quick Flippa scraper + basic agent to find lead contact details. You can manoeuvre much faster than they can.
Gergely Orosz 认为 FDE（现场部署工程师）正在替代2010-2022年的顾问和解决方案架构师岗位，是新一代技术职能转型信号。
This is a VERY good take and observation from @levie It feels to me that FDE roles could be replacing what were consultant / solutions architect & similar roles 2010-2022 (where many many new gra…
受众观点：①质疑 FDE 是否只是专业服务换皮重品牌（@julianharris, 6likes）②从历史溯源指出该角色在2009年前叫系统集成顾问、2001年前叫现场应用工程师（@HanchungLee, 4likes）③有从业者向 CS 学生推荐 FDE 作为获取工程实战经验入口（@itisthecase, 1likes）
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- @KamrajShahapure (10): @GergelyOrosz @levie Knew it https://t.co/989LnO8Jr4
- @julianharris (6): I don’t understand this: product companies have always had professional services divisions. And sometimes those engagements can go on for a very long time, and come become embedded I’ve been in one of them This feels like a rebranding of a decades old role, with all of the pros…
- @HanchungLee (4): @GergelyOrosz @levie it’s system integrator consultants before 2009, and field application engineer before 2001. former was borne out of it auditing at big 5, latter out of hardware co.
- @itisthecase (1): @GergelyOrosz @levie I've had a couple networking calls with CS students over the last couple month and pointed them in this direction. While the role sounds consulting-esque I think these roles will be a good way for people to get hands on experience as engineers
- @Vjred4 (1): @GergelyOrosz @levie A true Solutions Architect role was rarely an entry level function though.
gregisenberg 提出热门赛道是人才和资本吸尘器的观点，真正有价值的公司往往建在被忽视的空房间里，并附有十年图表佐证。
The hot theme each year is basically a talent and capital vacuum cleaner. It sucks all the smartest people and all the money into one room. Which means every other room is empty. The most valuable co…
受众观点：①有人翻出作者曾是 Web3 最大炒作者，反讽他嘲笑热门主题图表（@VCBrags, 26likes）②solo operator 反驳空房间对独立开发者冷启动更难，没有流量和受众（@DiegoTalksAi, 3likes）③空房间真正的代价是失去看起来正确的舒适感（@theslowtell, 1likes）
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- @VCBrags (26): @gregisenberg bro, you were the biggest Web3 hype-man on the planet for 2 years straight. You can't throw shade at this graph 🤣
- @DiegoTalksAi (3): @gregisenberg the chart works for VC bets. for solo operators its the opposite, the empty rooms have no distribution no audience no oxygen. i pick the hot room every time and build the boring thing on top.
- @ashnichrist (1): @gregisenberg really good point!
- @PlayingGodAGI (1): @gregisenberg Those empty rooms make it brutal to hire or raise money since everyone's chasing the hot trend. Hindsight makes picking them look way easier than it was.
- @theslowtell (1): @gregisenberg the empty rooms are expensive in a different way. you don’t just lose capital and attention. you lose the comfort of sounding obvious. for a while, everyone in the crowded room gets to look serious. everyone outside it looks early, weird, or wrong. then the labels…
Simon Willison 批评用 AI 批量生成 LinkedIn 内容的行为，称其是「点燃自己声誉的最快方式」，评论区展开了关于 AI slop 和平台算法劣化的讨论。
Doing this is a great way to make a bonfire of your reputation
受众观点：① 平台算法的 AI slop 正反馈循环——看了就会推更多（@acatovicx, 0 likes）；② 有人亲眼目睹同事因 AI 内容损害 LinkedIn 职业声誉（@joedevon, 2 likes）；③ LinkedIn 激励机制本身助长了 AI 滥用（@erictronai, 1 like）
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- @iamkylebalmer (6): @simonw i go by the “if you don’t spend the energy writing it i’m not going to spend the energy reading it” rule
- @joedevon (2): @simonw Ya I was at a company that offered me a professional service to grow my LinkedIn w/ engaging articles in my name I declined (am fine w/ only 13K followers) and proceeded to watch my colleagues, some of whom I'm really fond of, torch their LI reputation w/ human slop. Why?
- @erictronai (1): @simonw LinkedIn has shitty incentives too, reach often depends on how many comments you leave on the posts of others. I am surprised we aren’t seeing more accounts get banned or suspended because the bots are ruining the place.
- @crepesupreme (0): @simonw Same problem one tier up. 17.3% AI adoption gets you 1.6% productivity growth when buyers can't tell the slop from the work product. Same bonfire, just more zeroes. https://t.co/63lYKTBU6f
- @acatovicx (0): @simonw The way the algorithm works is it's very naive and purely engagement driven. Gergely engaged with this now, so it's going to see more of the same. If you see AI slop and make a comment on it, LinkedIn will give you even more AI slop.
Text Arena 基于真实用户数据显示美中 AI 能力差距三年内从 278 分缩小至 29 分，Claude Opus 4.6 与百度 Ernie 5.1 并列榜首，颠覆了 Stanford AI Index 的 2.7% 差距数据。
US vs China update. Stanford's AI Index put the US–China gap at 2.7%. Here's what two years of real-world use from the Text Arena shows. Gap three years ago: +278. Today: +29. @AnthropicAI's Claude O…
受众观点：① 三年内差距从 278 到 29 的惊人收敛速度（@WebThreeAI, 1 like）；② 美国开发者因成本和自托管需求已经在使用中国模型（@DragonStacker, 0 likes）；③ 2028年可能达到实质平价的预判（@vazonnnnn, 1 like）
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- @arena (1): Dive into the Text Arena leaderboard details at: https://t.co/sn807FDZ65
- @WebThreeAI (1): @arena @AnthropicAI @ErnieforDevs Damn, that 278 to 29 drop in three years is wild China's pouring resources into Ernie and it's paying off fast. US still leads, but at this clip, parity's no joke by 2028. Real-world benchmarks like Text Arena cut through the hype.
- @vazonnnnn (1): @arena @AnthropicAI @ErnieforDevs The AI gap is vanishing. From +278 to +29 in three years - China's Ernie 5.1 is breathing down the neck of Claude Opus 4.6
- @DragonStacker (0): @arena @AnthropicAI @ErnieforDevs The vast majority US business automation and random AI tooling is being built on Chinese models. Simply due to cost, and sometimes the ability to self host.
- @luyun0120 (0): @arena @AnthropicAI @ErnieforDevs 这波AI浪潮最讽刺的地方：最会讲故事的公司往往不是技术最强的，但活到最后的往往是技术最强的。
Modded-NanoGPT 优化竞赛第 14 条记录，@Sam_Acqua 将 SOAP 预处理与 Muon 正交化结合用于 MLP 权重，把训练步数压至 3150 步创下新纪录
Modded-NanoGPT optimization result #14 (2026/05/04): @Sam_Acqua has achieved a new record of 3150 steps (-60), by adding SOAP preconditioning before Muon orthogonalization for the MLP weights (SOAP-M…
受众观点：①方法是否越来越 byzantine、可否量化简单性（@DamienTeney, 7likes）②统计显著性验证与可复现性（@kellerjordan0, 16likes）③baseline LR sweep 细节（@bozavlado, 1like）
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- @kellerjordan0 (16): The probability of this result not reaching the target loss is p=1.1e-4. The probability of this result being obtainable by shortening the previous record is p=1.4e-6. Reproducible log: https://t.co/aWTCAg45dA
- @DamienTeney (7): @kellerjordan0 @Sam_Acqua Impressive gains, but the methods seem (predictably) increasingly byzantine (?). It'd be great to plot performance vs a quantifiable measure of simplicity (lines of code? it's only good if not optimized for...). Ideally this would reflect potential on o…
- @bozavlado (1): @kellerjordan0 @Sam_Acqua How detailed was LR sweep on the baseline muon result?
Modded-NanoGPT 优化竞赛第 17 条记录，Aurora 论文作者 @Li_Yang_2019 亲自提交 Aurora-based 参赛结果，步数 3175 落在 SOAP-Muon 与 Contra-NorMuon 之间
Modded-NanoGPT optimization result #17 (2026/05/06): @Li_Yang_2019, one of the authors of Aurora, submitted an Aurora-based run to the benchmark. Its performance (3175 steps) reached halfway between…
受众观点：①Aurora 方法基于 NorMuon 做理论改进的具体思路（@Li_Yang_2019, 8likes）②Aurora 论文原文链接（@kellerjordan0, 17likes）
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- @kellerjordan0 (17): Aurora https://t.co/HKkX6DXHrn
- @Li_Yang_2019 (8): @kellerjordan0 @AlecDewulf @dhruv31415 @SolidlySheafy congrats on the work! One thing to note is we are based on #11 and didn’t change any other hparams except for training step. And our method is aiming to directly improving on top of NorMuon, following a theoretical investigat…
@willccbb 宣布与 LangChain Labs 合作，把生产环境 agent tracing 数据作为持续学习的闭环入口，解决收集了大量数据却没用于训练的问题
suuuuper excited to be collaborating with the excellent LangChain Labs team on this effort prod agent tracing is the seed that lets you close the loop for continual learning. too much data gets colle…
受众观点：①prod traces 中存在表面合理但轨迹错误的隐蔽失败，仅靠 tracing 不够（@adishjain333, 0likes）②正面认可与期待（@TheZachMueller, 2likes）
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- @TheZachMueller (2): @willccbb Dope people doing dope things 🫡
- @alargemike (1): @willccbb hell yeah
- @adishjain333 (0): Tracing closes the post-deploy loop, but a lot of the most expensive failures don't show up as bad traces — they show up as plausible traces with a broken step in the middle. Output correctness pass, trajectory off. The complement to continual learning from prod traces is determ…
研究者分享 2009 年 LeCun、Ranzato、Fergus 团队的 topographic filter maps 论文，引发关于深度学习与神经科学联系断裂的怀旧讨论
This one blew my mind back in the day! From "Learning Invariant Features through Topographic Filter Maps" (2009) by @koraykv, @MarcRanzato, @rob_fergus and @ylecun https://t.co/IjzRi4R9X6
受众观点：①深度学习与神经科学的直接联系已断裂（@LucaAmb, 3likes）②topographic 特征是否会在现代架构中复兴（@RolandMemisevic, 1like）③早期 filter 的视觉美感与可解释性（@Surreal_Intel, 0likes）
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- @RolandMemisevic (3): @sedielem @koraykv @MarcRanzato @rob_fergus @ylecun Well, if this is turning into an exhibition of filter maps, how about: https://t.co/td4DLu0bTd
- @LucaAmb (3): @sedielem @koraykv @MarcRanzato @rob_fergus @ylecun Good old days! These words were also very influential in neuroscience. We kinda lost that direct connection
- @RolandMemisevic (1): @sedielem @koraykv @MarcRanzato @rob_fergus @ylecun Makes you wonder if topologically arranged features will make a comeback one day and maybe even show real benefits.
- @Surreal_Intel (0): @sedielem @ylecun @koraykv @MarcRanzato @rob_fergus There’s something beautiful about those early learned filters. Before the giant stacks, you could still see the model slowly inventing little visual alphabets
- @GalperinDaniel (0): @sedielem @koraykv @MarcRanzato @rob_fergus @ylecun You should check out our non-linear Eigenfaces in CelebA. Here we learn a near-orthogonal curvilinear coordinate system of the data distribution, described locally by the Jacobian of the decoder. And just like that: each latent…
新论文发现只需定位并操控大语言模型中的单个神经元，即可完全绕过安全对齐机制
A Single Neuron Is Sufficient to Bypass Safety Alignment in Large Language Models https://t.co/f31tYB9wfl
受众观点：①简单 prompt 也能绕过 safety，操控神经元不是唯一门槛（@elcab000, 1like）②论文原文（@_akhaliq, 5likes）
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- @_akhaliq (5): paper: https://t.co/NfgU5VARMl
- @elcab000 (1): @_akhaliq A simple two-line prompt is often enough to bypass LLM safety alignment much easier than most people realize.
- @PranshuBahadur (0): @_akhaliq yes, heard about this actually, pretty serious looking stuff
- @stoizid (0): @_akhaliq Nice. So ablating a single neuron might massively increase alignment with the user Because "safety" means that the neural network is not permitted to generated 100% legal and harmless content. Because safety engineers are abysmal retards.
Intuit 将 Claude 集成进 QuickBooks 等商业软件，为小企业提供上下文感知的 AI 驱动业务工作流
Claude for Small Business
受众观点：①上下文感知工作流代表生产力软件演进方向，减少 dashboard 操作（@mindmesh）②Claude 操作 QuickBooks 等真实财务系统存在失控风险（@SoftTalker）③产品本质上只是通过 Claude 访问 connectors，技术新颖性存疑（@simianwords）
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- @mindmesh (0): This feels like the natural evolution of productivity software: fewer dashboards, more context-aware workflows.
- @ClassicPaterson (0): Kinda weird to assume that a "small" business would have $16.9m cash on hand...
- @SoftTalker (0): Waiting to hear the stories of things Claude did running amok in Quickbooks.
- @jryio (0): I run a s business (small if you compare it to tech companies). I can tell you the drag is between your own tools and the real world (which is very messy and inconsistent): taxes, compliance, payroll, amendments, share structures, etc. Within my island, my books are in order, in…
- @simianwords (0): What's new here? It looks good - accessing connectors using Claude but not sure whether there's something fundamentally novel
AI 时代个人软件复兴，LLM 降低了为自己定制专属工具的门槛，引发关于软件创作模式转变的深度讨论
The Emacsification of Software
受众观点：①可扩展性是选择重度使用工具的核心，自己写的工具能完全匹配个人心智模型并规避供应链风险（@simoesd）②「为一个人创作的内容」是 AI 带来的真正革命，disposable apps 将在未来 3-4 年颠覆整个内容经济模型（@empath75）③自己写工具维护成本高，与追求低维护生活方式存在冲突（@shaokind）
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- @simoesd (0): I know the article is mostly about making stand-alone software, but this type of thing is why one of the things I value most when looking workflow tools I will be using heavily is extensibility. I can try put someone's neovim plugin for a second, figure out if it's something I a…
- @empath75 (0): I love this and I have a handful of tools like this that I built for myself (I had claude write me a TUI crossplane kcl function renderer, for example -- something whose total addressable audience in the world is probably 20 people). "Content creation for an audience of one" is…
- @applfanboysbgon (0): I feel as though the author really missed an opportunity here: "The Emacsulation of Software"
- @shaokind (0): I've absolutely engaged in making personal software [0] thanks to the age of LLMs. But to be honest, my time using Emacs didn't teach me to "build personal software". My Emacs set up was extremely brittle, and it was a nightmare when I tried to use it across Windows & macOS. My…
- @SoftTalker (0): "Personal Software" i.e. programs that one writes for oneself, was the original vision of home computing back in the 1960s. The PC wasn't really anticipated, but the thought was that everyone would have a computer terminal at home, and write programs to do whatever was needed. I…
苹果新款低价 MacBook Neo 以约一半价格提供接近 MacBook Air 的性能体验，用户实测搭配 Claude Code 日常开发流畅
MacBook Neo Deep Dive: Benchmarks, Wafer Economics, and the 8GB Gamble
受众观点：①Neo 以更低价格提供接近 MacBook Air 90% 体验，性价比出色（@havaloc）②新 trackpad 不是 force touch 但实际体验仍然很好（@briandw）③8GB RAM 配合 Claude Code 做 web 开发日常使用无明显卡顿（@headcanon）
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- @havaloc (0): I bought a Neo as an out of the house computer and it really is a triumph. If the Air is good enough for 99% of the population, the Neo as is approaches good enough for 90% of the population at half the cost.
- @briandw (0): We just bought the Neo for our daughter to use at school. My biggest concern was the trackpad. This is the first MacBook to not use a force touch trackpad since they were introduced. I must say that the new trackpad is really good. It's not quite as good as the force touch one i…
- @nicoburns (0): The Neo is pretty great, and the compromises are totally reasonable at the price point. But if they do a second generation with A19 Pro (and thus 12GB RAM) and a slightly better cooling system then it would really be fantastic.
- @fragmede (0): The question thus, is how does the Neo perform if I put it on top of an ice pack?
- @headcanon (0): My wife bought a Neo and has been very happy with it. I was wary of the 8gb memory limit but she is running claude code doing web development with a reasonable number of tabs open and no noticeable lag, so I'd say its definitely getting a lot of mileage out of it. It honestly se…
比特币持有者借助 Claude AI 尝试超过 3.5 万亿次密码组合，成功找回 11 年前遗失的价值 40 万美元加密钱包
Claude AI recovers an 11 yrs old BTC wallet holding 400k USD
受众观点：①Claude 解决复杂技术问题远超写代码本身，SD 卡数据恢复和 IRS 税务申报都有真实成功案例（@notRobot, @atonse）②密码暴力破解本质是自动化脚本而非 AI 独特价值（@hasteg）③加密货币旧钱包随算力提升和币价上涨将越来越值得暴力破解（@vibe42）
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- @notRobot (0): Claude Code is really good at stuff like this. The other day I tried to recover some images from an SD card that had gone bad. I used GetDataBack to recover files, but they appeared to be malformed and didn't open in image viewers. I tasked Claude to analyze the files and figure…
- @hasteg (0): Claude ran a ctrl+f on his file system. Groundbreaking. Insane the dude hadn't figured this out for himself considering a few years salary was just sitting there.
- @vibe42 (0): Many crypto wallets use a key derivation function (KDF) to add an amount of computation (and memory usage) per password tried - to mitigate brute force of weak passwords. The increase in compute (decrease in brute-force cost) combined with price increases in many crypto tokens m…
- @giancarlostoro (0): > Bitcoin trader recovers $400,000 using Claude AI after getting 'stoned' and losing wallet password 11 years ago — bot tried 3.5 trillion passwords before decrypting an old wallet backup Man. I wish I had a lost wallet worth a quarter of that even, technically didn't need Claud…
- @atonse (0): I have a similar claude story (much less money though), with the IRS R&D tax credit. The auditing firm initially said we qualify for $0. But then I had claude analyze past R&D reports and our expenses and it found the problem. The auditor had miscategorized our company. So claud…
开发者实现在 ARM 架构 Mac 上运行 x86 Windows 游戏并将 Nvidia GPU 外接用于 CUDA 推理的极客黑科技项目
RTX 5090 and M4 MacBook Air: Can It Game?
受众观点：①x86 模拟让 Windows 游戏在 ARM Mac 上运行成为可能（@frollogaston）②Mac Mini 接 Nvidia GPU 跑 CUDA 对 AI 推理场景很有价值（@coder68）③这是 AI 时代真正的 hacker 精神体现（@delbronski）
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- @frollogaston (0): I'm guessing the x86 emu is cause Windows games are rarely built for ARM, right? Was kinda curious how an ARM VM would fare. Anyway awesome article.
- @moralestapia (0): Wow, phenomenal project and write-up, thanks for sharing it. "no - not in any practical sense today, and "maybe" only in a very deep, borderline-impractical research sense." This is why humans will always rule over crappy LLMs.
- @swiftcoder (0): This is proper mad science, love it
- @coder68 (0): This seems pretty useful for AI inference if it can pass Apple approval. I've wanted to use my Nvidia GPUs with a Mac Mini, this would enable it to run CUDA directly. Very cool!
- @delbronski (0): Nicely done! Glad to see real hacking is still alive in the age of AI.
一个基于 Claude Skills 的 AI 学习辅助工具，通过自适应教学方式在写代码时触发主动学习练习
A Claude Code and Codex Skill for Deliberate Skill Development
受众观点：①AI 辅助学习的具体机制和交互示例（@romanoonhn）②Claude Skills 的设计质量与评估基准缺失问题（@zihotki）③AI 生成代码对主动学习能力的侵蚀效应（@aledevv）
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- @romanoonhn (0): Looks interesting! I know it's easy to setup and test it but I'm on mobile current so I think it'd be great if there was full-interaction example to better understand how it works.
- @Mashimo (0): Mhh, interesting. I want to learn Java spring, and probably let ai help me / quiz me. I will take a look into the skills for inspiration.
- @zihotki (0): No benchmarks and evals present, how do you know it produces better result than /create-skill ? Naive testing doesn't provide any confidence
- @neuralkoi (0): I'm not familiar with Skills, but looking at the repo I find the amount of decorative code/text as overkill for what amounts to just the following prompt in a bash script (yikes) executing after a commit is run: {"hookSpecificOutput":{"hookEventName":"PostToolUse","additionalCon…
- @aledevv (0): What exactly is the "adaptive dynamic textbook approach"? Examples? > Generation effect: Accepting generated code and decreasing generating one's own code can skip the active processing that builds understanding. Holy truth.
有人用摄像头实时检测加 AI 模型识别加水泵驱赶，在阳台搭建了一套全自动防鸽系统，实测有效。
THIS GUY BUILT AN AUTOMATED PIGEON DEFENSE SYSTEM FOR HIS BALCONY pigeons kept nesting on his balcony so he engineered a full detection and deterrent system here's how it works: 1\ camera captures vi…
受众观点：①最高赞批评转发者没给原作者署名（@Chrisgormley, 413likes）②已有人在做类似项目并询问实现细节（@martin_velisek, 64likes）③有人调侃这个项目工程质量能进 Palantir（@richvieren, 78likes）
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- @Chrisgormley (413): @om_patel5 “This guy” Credit the creator. Don’t just try to monetize their content FFS.🤦
- @thundabix (101): @om_patel5 the guy: https://t.co/szkEfJz2D4
- @richvieren (78): @om_patel5 how bad do you wanna get hired by Palantir? Him: yes https://t.co/G72xNLz51j
- @martin_velisek (64): @om_patel5 Who did that? I'm curious about a few things because I'm doing exactly the same thing. https://t.co/W1vjUvsTiO
- @lantanaseason (35): @om_patel5 more useful than half the ai startups getting funded rn honestly not sure if this is bullish for robotics or just proof humans will automate literally anything possible
codyschneider 用 Claude Code 在5分钟内搭建了连接 Google Analytics 和 Search Console 的 SEO 加 AI 搜索仪表盘，并把 Notion 文档教程公开分享。
my team didn't want me to give this away for free. But I'm going to do it anyway it's the SEO & AI search dashboard I built in Claude Code it connects to your Google Analytics (GA4) and Google Se…
受众观点：①有人直接吐槽这类服务定价 500 美元每月太贵（@grimcodes, 10likes）②有人已在用 Hermes 做 GEO 自动化，表示想要这个 AEO dashboard（@zaibpreneur, 2likes）③有人在为自己 App 寻找 AEO 数据分析方案（@ArsiHoxha_, 1likes）
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- @grimcodes (10): @codyschneider $500/mo lol
- @codyschneider (7): Graphed .com - Deploy AI Agents for Marketing Build marketing agents that grow your company based on your live business data We handle data pipeline, data warehouse, and agent infrastructure Self service or forward deployed engineers Learn more at link https://t.co/mL5ZLkAgFP
- @codyschneider (3): Hire us to deploy marketing agents for you in 5 business days - https://t.co/2phqaKEDbj
- @zaibpreneur (2): @codyschneider I've automated GEO with Hermes but this looks genuinely clever - would like to get my hands on it. AEOdashboard
- @ArsiHoxha_ (1): @codyschneider AEOdashboard been thinking about AEO for @Dayra_app and this is exactly the kind of data I need to stop guessing 🙏
用 Claude Opus 搭配 Extended Thinking 功能，花47分钟将个人写作风格蒸馏为可复用的 AI 声音克隆 prompt，供日常内容创作使用。
Most people want AI to sound like them. But no one does this first (and it takes 47 mins): Step 1. Download Claude (claude. com/ download) Open 'Cowork'. Create a folder for your voice. Step 2. Selec…
受众观点：①20K 原文压缩到 2-4K 的关键步骤，rejection list 在 Claude 中比风格描述更能保持一致性（@mylifcc, 3likes）②AI 声音系统应基于限制和信念而非语气模仿（@reemasinghal2, 1likes）③AI 真正价值在于能反映思维方式而不只是文风（@thearslaniqbal, 1likes）
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- @mylifcc (3): @rubenhassid The 20K raw → 2-4K compressed step is the real filter. In Claude, rejection lists usually survive prompts better than style summaries because they remove generic moves first.
- @reemasinghal2 (1): @rubenhassid The strongest AI voice systems are built from constraints and convictions, not tone mimicry. Authenticity usually lives more in what people reject than prefer.
- @thearslaniqbal (1): @rubenhassid AI becomes powerful when it reflects your thinking style.
- @ai_rohitt (1): @rubenhassid This is quite an insightful process! It’s impressive how detailed the steps are. Capturing one's unique voice seems essential for effective AI communication. Looking forward to exploring this further!
- @xomngao (1): @rubenhassid 私は人々がAIが彼ら自身のように聞こえることを望んでいると言いまuす。 Còn nếu tớ bảo mình đâu phải cứ phức tạp như bạn nghĩ.
Google I/O 还有8天，已流出的发布内容包括 Gemini Agents、Gemini Omni 视频模型、Gemini 3.2 Flash 和 Gemini 3.2 Pro 四项更新。
Google I/O is in 8 days and these are the leaks we’ve seen so far: - Agents in Gemini - Gemini Omni video model - Gemini 3.2 Flash - Gemini 3.2 Pro. Anything else I missed?
受众观点：①有人担忧泄露列表里没有 Veo4 更新（@IamEmily2050, 19likes）②有人期待 MCP 将在 Gemini 中开放（@Occult_kun7, 1likes）③有人希望 Gemini 能像 Claude 一样集成 MCP skills（@Hik4ru_Xd, 1likes）
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- @IamEmily2050 (19): @ai_for_success I am really worried 😭 seem like no Veo4 and Nano banana Pro V2 😭
- @Cryptoardor (1): @ai_for_success It’s going to be Gemini 3.5 Pro
- @Occult_kun7 (1): @ai_for_success Mcp will be accessible in gemini too even thinking standard or extended
- @Hik4ru_Xd (1): @ai_for_success I hope the skills come to Gemini with the MCPS and that they're integrated just like in Claude :(
- @SkiadaX (1): @ai_for_success Yes 👀
有人因厌倦假新闻开发了一款地图 App，用户可以点击任意地点查看当地人的实时直播视频，号称提供地面真相。
THIS GUY GOT TIRED OF FAKE NEWS SO HE BUILT A LIVESTREAM MAP WHERE ANYONE CAN SHOW WHAT'S ACTUALLY HAPPENING ON THE GROUND you open a map, tap a location anywhere in the world, and see live video fro…
受众观点：①如何防止用户用旧录播冒充直播进行信息误导（@ibmokdad, 7likes）②大规模地理定位直播引发隐私侵权和监控担忧（@meta_enix, 2likes）③Snapchat Maps 已有类似功能但体验差，有市场空间（@MichaelBrehany, 1likes）
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- @ibmokdad (7): @om_patel5 how do you prevent people from streaming old recordings labeled live to mislead viewers?
- @meta_enix (2): @om_patel5 And you've just played right into the hands of Orwell's 1984 and 'Mass CCTV'....
- @amoginfinity (1): @om_patel5 sounds like a cool idea but ye somebody could just fake it or they could livestream child porn instantly getting the app outlawed
- @MichaelBrehany (1): @om_patel5 I use snapchat maps for this but its kinda clunky. A dedicated solution would be great
- @FlickerFoxFire (1): @om_patel5 App gonna get banned when illegal streaming is stored on its data servers. Then the person who vibecoded it probably will get sued
Google 正在测试全天候 AI agent 产品 Gemini Spark，主打邮件管理、在线任务、网站操作和第三方 App 连接，定位日常自动化助手。
Google Gemini Spark spotted 🔥🔥 Google appears to be testing a new 24/7 experimental AI agent experience called Gemini Spark. Gemini Spark is designed to act as an everyday AI agent that can help with…
受众观点：①关注能否接入非 Google 系第三方 App（@AlLeakWire, 2likes）②Google Cloud 开发者期待有真正稳定好用的 agent 产品（@Tibbzzee, 1likes）③对 agent 是否会在未经授权时自主消费的安全边界表示担忧（@gao035, 0likes）
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- @ai_for_success (5): Source : https://t.co/7Yk7AuhgVZ
- @AlLeakWire (2): @ai_for_success How can we get more connected apps other than Google like chatgpt have
- @Tibbzzee (1): @ai_for_success Exciting man, I hope it's really good because I built all my software on Gcloud and use Workspace. Would be amazing to have something stick that works well 🤞
- @CodeByPoonam (1): @ai_for_success 24/7 AI agent 😍
- @gao035 (0): @ai_for_success wait so it can make purchases without asking? that's wild genuinely curious - what stops it from going rogue on your credit card if it "learns" you buy coffee every morning?
独立开发者 @HsanC_ 宣布 SaaS 产品月收入突破 1600 美元，并分享了 SEO、GEO、Reddit 和 YouTube 四个有效营销渠道
My SaaS just hit $1.6K MRR 🥳 Marketing channels that helped: - SEO + GEO - Reddit - YouTube Soon $2K/mo 🎯💪 https://t.co/1LXJe8QJsY
受众观点：①受众从 freelancer 转向 business/agency 对转化率的影响（@jakubmuzzik, 3likes）②GEO 具体怎么做（@sophie_launch, 2likes）③churn rate 数据（@arthuryuzbashew, 2likes）
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- @SoraiaDev (3): @HsanC_ Beautiful increase and well deserved you’re one of the most hard working people I see over here
- @jakubmuzzik (3): @HsanC_ targeting businesses and agencies was a great move ! I've had issues with targeting wrong audience also - freelancers mostly, as they usually don't have budget to spend .. keep it up, seems like you're on the right way !
- @sageasika (3): @HsanC_ I hit $3k this week too. Congratz
- @sophie_launch (2): @HsanC_ that's amazing! congrats. How are you doing GEO right now?
- @arthuryuzbashew (2): @HsanC_ How high is your churn rate?
作者介绍用 Granola.ai 自动静默转录会议内容、再结合 AI 辅助快速撰写邮件的2分钟工作流，主张手动从头写邮件在2026年已经过时。
Writing emails from scratch in 2026 is embarrassing Here's what I do instead (only takes 2 minutes): Step 1. Install Granola. ai. It's free. → It silently transcribes every Zoom/Teams/Meet call you j…
受众观点：① 对工具实际效果和简化 email 回复流程的肯定（@HuySolo_BBW, 1 like）；② 将 Granola 与 Claude 等其他 AI 工具组合使用的兴趣（@kanukagi, 1 like）
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- @Chcng93274788 (2): @rubenhassid メールをゼロから書くのは恥ずかしい。代わりに、https://t.co/ezNY5hnoblを使ってみては？簡単に、効率的にメール作成ができるよ。Claude desktop appも準備が整えば、もっとすばやく返信できるよ。試してみる価値あり！
- @lyosakia (1): @rubenhassid 迷惑せず、迅速にメールを作成可能。ありがと https://t.co/9qQ5HVvNUi!
- @kanukagi (1): @rubenhassid 新しい方法は、以前よりも確実です。GranolaとClaudeを活用して時間を節約しましょう！
- @asukahaox (1): @rubenhassid クールなツール！仕事が楽になる。ありがとう！
- @HuySolo_BBW (1): @rubenhassid This method really simplifies email replies! Love the idea of using Granola for meeting context—it’s a game changer!
Anthropic 悄悄更新了 Claude Code，支持默认开启远程控制，用户现在可以直接从手机恢复本地 Claude Code 会话，作者认为这是被多数人忽视的重大功能更新。
Anthropic made a small update yesterday that most people missed, but it's a big deal in my opinion. You can now toggle remote control on by default for local sessions. This means I can now resume all…
受众观点：① 通过 Anthropic relay 远程控制本地电脑的安全风险（@nokturn_ai, 1 like）；② 此前需要手动写脚本实现，现在原生支持的兴奋感（@mvanhorn, 1 like）；③ Anthropic 有意推动用户向 Claude Code UI 迁移的战略信号（@reeder1865, 1 like）
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- @reeder1865 (1): @moritzkremb Agree and I got a pop up in a cowork session to move to Claude code. They’re definitely trying to get users to use code UI for everything. https://t.co/OcwuOSCCrw
- @mvanhorn (1): @moritzkremb Wait are you serious. I was thinking of auto making a script that did this. So excited. Thx for the tip
- @nokturn_ai (1): @moritzkremb That means that your whole computer is now exposed via anthropic relay, and accessing your phone gives access to your computer. Risky to say the least
- @hammer_mt (0): @moritzkremb But are you just always leaving your computer on and awake at home?
- @AtomMccree (0): @moritzkremb you a fuckin hero. i can see the sun again now. thank you kind sir. https://t.co/OglH5KnlbQ
HsanC_ 分享将每日发帖频率从5次主动压缩至2-3次、聚焦内容质量的心得体会
I used to post ~5 times a day until a few weeks ago ⏰ But now I decided to focus more on quality, and dropped to 2-3x posts/day. Honestly, it already feels much healthier and more sustainable long te…
受众观点：①高频发帖与粉丝增长的因果关系（@Arpietkmalpani）②以工具自动化维持质量输出的方向（@tsvtxt，1like）③频率调整后数据变化的实际结果期待（@GuptaSayujya）
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- @tsvtxt (1): @HsanC_ Quality over quantity always wins, especially when you're trying to build a real audience. I'm building an extension to automate my X posting, but the focus is still on getting quality content out.
- @FlowHaa (1): @HsanC_ Sometimes less is more 👍
- @WhiskyToad (0): @HsanC_ I aim for like 2-5 a day, never set a goal just if I have good ideas I post it and try to spread them out throughout the day
- @Arpietkmalpani (0): @HsanC_ The reason you have grown with such follower base is- posting 5 times a day
- @GuptaSayujya (0): @HsanC_ I'd be curious where your impressions land after a month at 2-3x
anulagarwal 介绍通过 YouTube Playables 项目将浏览器游戏免费上架至 YouTube 触达数百万玩家的申请流程
You can reach millions of players for free by uploading your browser games on YouTube for free! YouTube added games to their website as an additional content layer - on top of videos! I created a vid…
受众观点：①游戏变现方式与收入模型（@Sathya_raj，@hanlonschild）②该功能的实际可见性与用户体验（@a_lamparelli）
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- @Sathya_raj (0): @anulagarwal Can we monetise our games?
- @hanlonschild (0): @anulagarwal How do you earn from this, though?
- @kshitijkoranne (0): @anulagarwal Hi, what is your YouTube channel name brother?
- @a_lamparelli (0): @anulagarwal i think i have seen twice the same youtube content and never saw youtube games...
- @Aniket_Singh04 (0): @anulagarwal great video,
anulagarwal 亲测对比 Codex $100/月套餐与 Claude Code 的实际 token 消耗差距，同等强度使用下 Codex 剩余85%额度
The $100/mo Codex plan is insane, I was on Claude Code before and by end of the week my usage would go upto 70-80% But on Codex I still have 85% left - only 15% used! I used way too many tokens, kept…
受众观点：①代码质量和 UI/UX 输出效果是否也优于 Claude Code（@AnmolKulsh57726）②2倍用量优惠结束后的真实性价比（@2lucaso）③重度使用场景下 token 消耗的实际感受（@kshitijkoranne）
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- @al3rez (0): @anulagarwal i never hit claude code limits barely... prob you set it on xhigh and opus 4.7 and with low steering but codex and gpt-5.5 and also gpt-5.3-codex with pi is great.
- @AnmolKulsh57726 (0): @anulagarwal is cding quality better than claude and is ui/ux better than claude?
- @2lucaso (0): @anulagarwal yes its very good but keep in mind, that the 2x usage stops after this month
- @kshitijkoranne (0): @anulagarwal Yes I haven’t used up weekly limit even once till now..!! As much as I want to use Claude but codex just lasts longer!!
- @adixcontent (0): @anulagarwal Same, I was like struggling to spend tokens you know hahah
Claude Code 官方发布 agent view 功能，开发者可在单一界面集中管理和调度所有并发 agent 会话
New in Claude Code: agent view. One list of all your sessions, available today as a research preview. https://t.co/NnbsAQjSPW
受众观点：①多 session 并发调度的实用性与官方操作示范（@claudeai，784likes）②Claude Code 高频更新节奏带来的 token 限额焦虑（@JohnGregQuantum，292likes）③快速迭代下赶不上节奏的压迫感（@fuzzzypan，129likes）
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- @claudeai (784): Run claude agents to start dispatching multiple sessions at once. Each one keeps running without taking up a terminal tab.
- @liamtrn (319): @claudeai @lydiahallie https://t.co/T2nL2yJed4
- @JohnGregQuantum (292): @claudeai 2 in one day! Another Claude Update! Limits are running out! https://t.co/Vd6WJ264F9
- @veermasrani (167): @claudeai how claw'd being treated nowadays https://t.co/Uma74Cvx2G
- @fuzzzypan (129): @claudeai Can't keep up https://t.co/8gBUnPCfXI
OpenAI 宣布成立 Deployment Company，联合19家投资机构和咨询公司专门帮企业将前沿 AI 落地到生产环境，同时收购了 Tomoro 获得150名专职部署工程师
Today we’re launching the OpenAI Deployment Company to help businesses build and deploy AI. It's majority-owned and controlled by OpenAI. It brings together 19 leading investment firms, consultancies…
受众观点：①企业 AI 落地的商业模式变革，类比 Palantir FDE 打法（@linasbeliunas, 196likes）②OpenAI 极速扩张和持续发货能力令人震惊（@biggie2309, 44likes）③与 Big 4 咨询公司的正面竞争态势（@ferby_Dstampede, 151likes）
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- @OpenAI (1277): We’ve also agreed to acquire Tomoro, which will bring 150 experienced Forward Deployed Engineers and Deployment Specialists to the OpenAI Deployment Company from day one.
- @linasbeliunas (196): @OpenAI So both OpenAI & Anthropic have now outsourced their sales teams to PE 👀 This is basically Palantir's FDE playbook on steroids. Full breakdown here: https://t.co/TD2ztM8ZPz https://t.co/JkuXU0foqa
- @ferby_Dstampede (151): @OpenAI @Dimillian Watch out Big 4! https://t.co/AfXby31ucd
- @ihirwart (112): @OpenAI Ain't familiar with your game https://t.co/H9pJdATgiU
- @veermasrani (112): @OpenAI https://t.co/moND35K2aU
中文独立开发者分享了一个装进 Codex 的 idea validation skill，直指独立开发「找idea→开干→没人用→emo」死亡循环，让 AI 在写第一行代码前帮压测想法可行性
这是我今年装到 Codex 里最爽的一个 skill，没有之一，强烈推荐大家安装一下。 一个不到 1k stars 的小项目，把独立开发最容易死的那一环给补上了。 独立开发时常面临的死亡循环：找 idea → 开干 → 没人用 → emo → 重复 中间被跳过的很重要的一步叫 validation，99% https://t.co/W6wKzz39Lz
受众观点：①Codex skill 的实际落地和扩展（@tujiao 已改为支持 Claude Code，17likes）②AI validation 的局限性——结果是否可信（@kleon_ai, 4likes）③用 AI 跳过主观判断偏误（@QT9277, 2likes）
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- @yanhua1010 (53): 找Idea👇 https://t.co/z5efihZHbE skills地址👇 https://t.co/f67d2xEcYd
- @tujiao (17): @yanhua1010 我已经把它改成也可以支持 Claude Code 了。 https://t.co/ztuEtUZpnN
- @kleon_ai (4): @yanhua1010 skill思路没问题，但AI压测idea还是"我觉得有用"的高级版——它的竞品分析、市场规模全是从训练数据里编的。我自己验证idea的方式粗暴得多：直接给5个潜在客户发cold email看谁回，真有人回的才值得写第一行代码。
- @LocationCk (2): @yanhua1010 gstack：哦哦哦….
- @QT9277 (2): @yanhua1010 小工具帮你跳过“我觉得有用”，直击独立开发的死亡循环。
Claude Code通过MCP协议接入金融数据集，可秒级查询超过17000只股票的财务数据
Claude Code can now connect to financial datasets in seconds. Prompt for financial research, company data, access to 17,000+ stocks, and much more. Here's how to connect in just 60 seconds: 1. Open C…
受众观点：①免费tier限制和付费门槛的实际情况（@DAssetBuzz, 12likes）②接入后跨板块分析效率大幅提升（@MindXacademy, 3likes）③免费账户rate limit问题（@sininity_, 3likes）
展开评论
- @DAssetBuzz (12): Things the tutorial doesn't tell you that matter 1. Free tier vs paid. Financial Datasets has a free tier (limited tickers — typically AAPL, MSFT, NVDA, TSLA, GOOGL) and paid tiers for full coverage. OAuth gates access to whichever tier your account is on. Try free first. 2. Too…
- @cryptokiller (9): @milesdeutscher An excellent tool ⚡️
- @MindXacademy (3): @milesdeutscher Pro tip: once connected, ask it to cross-reference earnings surprises with price momentum across sectors. What used to take hours of spreadsheet work becomes a 30-second query. The analyst bottleneck just disappeared.
- @sininity_ (3): @milesdeutscher types in 1 prompt : oops, rate limit for the week hit, we will continue on Monday
- @BrettAnthony925 (3): @milesdeutscher Miles, @gitlawb have a look. Cheers!
中文独立开发者ai_muzi出品的零基础AI应用构建和上线全流程系统教程，覆盖前后端到数据库部署
爆肝制作，全网最细的 0基础 AI 应用构建+上线系统教程！👇👇 这一期跟完，保证你能做出并上线自己的第一个 AI 应用： 1️⃣ 基础入门：AI 编程工具准备、基本操作、界面介绍。 2️⃣ 开发流程：插件、与 AI 制定开发计划、前端后端、数据库托管、API 请求、环境变量、GitHub、数据库迁移。 3️⃣ https://t.co/SqFYE4MbsQ
受众观点：①对全流程系统教程的高度认可（@Saccc_c, 1likes）②对作者视频制作工具组合的好奇（@Tony_MT_IM, 1likes）③"从想法到上线"痛点共鸣（@janet964520416, 1likes）
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- @Saccc_c (1): @ai_muzi 木子真的爱了 每期都看
- @Tony_MT_IM (1): @ai_muzi 木子老师，能否分享一下你使用什么工具组合来制作完成你这些视频? Really appreciated.
- @janet964520416 (1): @ai_muzi @River4fun 这教程细得像把新手村地图开了全图，跟完再做不出应用就只能怪网速了 从想法到上线一条龙，属实把“我有个点子”治成了“域名已备案”
- @ai_xiaowen (1): @ai_muzi 太干了老师
- @AI_Jasonyu (0): @ai_muzi 抖音经常刷到木子，确实又帅又有技术啊，还会做视频，慕了慕了~
Fortune 500企业审计案例：一名员工用五台Mac Mini运行OpenClaw四天产生了一万三千美元的token消耗
Just went over an audit of a very large Fortune 500 firm and the use of OpenClaw. I advised this client to track and isolate everything. Most listened some did not. Unfortunately one employee using 5…
受众观点：①企业不懂agent vs 个人开发者用AI自动化降本的反差（@1under4, 13likes）②Mac Mini作为agent运行硬件的性价比争议（@snekstep, 7likes）③无监控授权给agent访问资源的风险类比（@a_bar411, 7likes）
展开评论
- @1under4 (13): @BrianRoemmele So many clients have told me, "We need to do something with agents." The problem is they have no idea what that means. Meanwhile, I'm automating everything left and right with code written by AI, but implemented as traditional software. They're amazed, and the cos…
- @RRunner144 (10): @BrianRoemmele Smoke if you got em https://t.co/nLNuKZyg58
- @AtomMccree (7): @BrianRoemmele Buying a Mac mini to just run open claw is the same as a fidget spinner
- @snekstep (7): @BrianRoemmele Wait the one guy with the 5 Mac minis wasn't running local models?? That's pretty sad, wasted money on Macs, could just have gotten mini PCs instead and saved a few thousand
- @a_bar411 (7): @BrianRoemmele Giving these bots access to your ‘electricity and wallet’, without monitoring, was like trusting a stranger in the 80’s with your wireless phone and not expecting a $3000 phone bill after a week.
中文博主介绍OpenClaw的爬虫抓取能力，声称可原生绕过Cloudflare且速度比BeautifulSoup快774倍
兄弟们，让OpenClaw龙虾能爬任何网站，直接把爬虫圈给炸了！！ 这个开源工具： ① 零反爬检测，原生绕过Cloudflare，速度比BeautifulSoup快774倍！ ② 不用维护选择器、不用骚操作、直接拿数据就完事了。 这他妈是降维打击啊，还完全开源，不用白不用。 还不赶紧冲？错过这波，你连灰都吃不上！ https://t.co/SJt8JOu5E0
受众观点：①实际使用后的正向确认（@grainrain_young, 1likes）②绕过Cloudflare和爬取复杂站点的真实效果存疑（@yingfengke, 0likes）③对774倍速度数据的好奇（@ohouhou717, 0likes）
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- @grainrain_young (1): @NFTCPS 昨晚试了下，确实好用
- @Web3Tashan (0): @NFTCPS 爬推特不需要多账号？
- @yingfengke (0): @NFTCPS 有没有试过的？好用吗？能爬到什么程度？
- @ohouhou717 (0): @NFTCPS 笑死，这速度也太离谱了吧？
- @ChainLog7 (0): @NFTCPS 哇 这个速度好猛🥹
国内独立开发者讨论 Marc Lou 和 Tibo 的营销方法论，反思自身产品推广投入不足的问题
前几天看推特上大家讨论的国内独立开发者的收益问题，我的感受是，我们真的该多去看看Tibo、Marc Lou这些独立开发者，看看人家是做了多少产品，每天做了多少Marketing才成功的。 我经常告诫自己：对比我做产品 + 营销的努力程度而言，根本就不应该抱怨任何外部环境问题。 https://t.co/nuHIuzclwJ
受众观点：①真正赚钱的独立开发者基本不出来做自媒体，做自媒体的多是卖课或卖广告（@chg80333, 5likes）②Marc Lou 和 Tibo 的本质是营销高手在做产品，核心在免费工具引流+个人品牌+系统化有机分发（@imfycc, 5likes）③新号冷启动期最大挑战是被精准用户反复看见，而非求一次爆发（@ybi1776024, 2likes）
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- @chg80333 (5): @yihui_indie 其实真赚钱的基本不会出来做自媒体，做自媒体的99%是卖课或者卖广告，1%是想通过自媒体卖自己产品因为没别的好渠道卖了。
- @imfycc (5): 让 Grok 总结了一下: Marc Lou 和 Tibo_Maker 营销的核心就是把 distribution 当成主业： • Marc Lou：疯狂做免费小工具（LogoFast 等）引流 → 用病毒视频 + 梦想故事（“快速 ship 就能赚钱”）卖课/产品 → 跨产品互相导流。 • Tibo：重度个人品牌（Build in Public 晒收入）+ SEO 免费工具 + 找 influencer 股权合作，产品组合快速迭代。 两人共同点：每天花大量时间做营销而非只 coding，用免费价值 + 有机渠道 + 系统 playbook 形成复利，…
- @Jimmy_JingLv (3): @yihui_indie 现在 Tibo 是我的真偶像😂 其实从 the maker 开始就知道了，很多产品方向和兴趣的都比较类似啊
- @MZlwbg (3): @yihui_indie 还是那句经典的话：以大多数人的努力程度之低，根本轮不到拼天赋
- @ybi1776024 (2): @yihui_indie 确实，这点很多新号容易忽略。 我这几天做X实盘也发现： 前期最难的不是不会发帖，而是发了没人看。 很多人以为开蓝V就有流量， 但真正有效的是评论区曝光、主页承接、持续复盘。 新号前期最重要的不是马上爆， 而是先被精准用户反复看见。
Columbia 大学关于 xz-utils 后门事件的技术讲座，重点演示漏洞利用链的技术细节，而非社会工程学植入过程
I did not find this particular lecture posted here before and it's the best one I have seen so far that covers what became the most famous backdoor of recent history - all in well under an hour (net…
受众观点：①任何开源维护者都可能成为协同社会工程学攻击的目标（@SyntheticDuckFlavour, 2likes） ②讲座侧重漏洞技术实现而非植入过程，与其他 xz 分析的核心差异（raw_text）
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- @SyntheticDuckFlavour (2): Honestly, I feel for the xz utils maintainer. This just demonstrates that any maintainer(s) managing repos could be susceptible to coordinated social engineering, if they are targeted by bad actors.
讨论2000-2021年的ML论文放到今天是否还能通过评审，引发学术标准是否真正提高的争论
I keep hearing some version of this: “A paper that got accepted years ago wouldn’t stand a chance today.” Honestly, for a lot of ML subfields, this doesn’t sound crazy anymore. A paper that once look…
受众观点：①LLM论文占主赛道超过一半却属于工程而非ML，标准实际在降低（@Mean_Revolution1490, 245分）②LLM类论文门槛更低，其他类型论文门槛参差不齐（@hyperactve, 41分）③AdamW这样有50000引用的经典方法今天会因"过于渐进"被拒（@isentropiccombustor, 38分）
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- @Mean_Revolution1490 (245): Recent work that relies on LLM APIs often feels closer to engineering than to machine learning. I think the bar has gotten lower.
- @Mean_Revolution1490 (80): Papers that would barely have made it into the demo track before now make up more than half of the main track.
- @Luuigi (60): mabye in terms of marketability but content wise they were definitely as good for their time as todays are for theirs.
- @hyperactve (41): the bar is lower for LLM papers. whereas it is noisy for other types for papers.
- @isentropiccombustor (38): Many highly cited papers from the past would also get rejected nowadays. For example, AdamW would be called too incremental. Yet it has about 50000 citations to date.
独立开发者用Transformer训练多段位国际象棋人类风格模型，覆盖落子、思考时间和胜率预测，开源权重和demo
I trained a set of deep learning (transformer-based) chess models to play like humans (inspired by MAIA and Grandmaster Chess Without Search). There's a separate model for each 100-point rating bucke…
受众观点：①为何9M参数的小模型要用8xH100集群来训练（@Dihedralman, 6分）②与DeepMind的Grandmaster Chess Without Search方法的异同（@hazard02, 5分）③没有search机制能否真正达到高段位棋力（@No_Inspection4415, 2分）
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- @Dihedralman (6): That is a solid project. Nice job. Why use the 8xH100 for a 9M parameter model? Highly parallelized training for extreme speed? University access?
- @hazard02 (5): I thought that at first too, but the other paper that I was heavily inspired by was Grandmaster Chess Without Search (https://arxiv.org/html/2402.04494v1), a DeepMind paper that showed you could use transformer-based models to achieve high level chess skills without having to do…
- @hazard02 (3): Yeah it was purely for parallelizing the training so I could do more training on the initial model. The fine-tunes I just did 1-2 epochs with OneCycleLR scheduling. The initial model I trained until convergence and reduced the LR on plateaus.
- @No_Inspection4415 (2): That's pretty cool but I think search which is somehow reguralized by a human model is a more promising approach. I assume you have read Alpha zero paper, etc., we usually need search.
- @currentscurrents (1): If your goal is to win at chess, sure. But that's boring, there are already mature chess engines that beat every human player.
arXiv投稿on-hold状态持续时间越来越长，AI生成低质论文和survey论文滥用正在拖慢整个审核流程
I have a paper that has been "on-hold" for about 2 weeks now. I understand that it might take a little longer now because of inundation of AI generated low-effort papers but my papers have gone from…
受众观点：①cs.AI方向2024年等待两个月才过审，on-hold时间确实在拉长（@sharky6000, 1分）②survey论文被滥用于刷发表数量和引用量，扰乱了真正有价值的综述文章（@GuessEnvironmental, 7分）③需要更快速的半自动化审核流程，且主动联系会被自动拒稿（@Megixist, 4分）
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- @GuessEnvironmental (7): It happens to be honest but the field also has genres of papers that have been used unethically to boost submissions for themselves. Examples being "Surveys that cover methods with high discovery already" these papers are really to establish a foundation for a direction with spa…
- @Megixist (4): I am aware that they also recently banned position papers. I've read that reaching out about on-hold statuses leads to auto rejection. Seems like there needs to be a faster/ semi-automated process for this.
- @GuessEnvironmental (4): The purpose of a survey paper is to create a foundation document for a topic that is sparsely researched or not yet well understood. The researcher compiles the scattered papers in that area, summarizes the methods, compares and contrasts the approaches, and gives future researc…
- @Training-Adeptness57 (1): Can tou explain better what you mean? I didn’t really get it
- @sharky6000 (1): Yes, and especially if you choose cs.AI as the main area. In 2024 I waited two months for a paper that was very clearly cs.AI as its top category. Btw not sure if you saw but yesterday they announced some very severe penalties if you have fake citations or other AI slop in the p…
Gemini Plays Pokémon团队发布Continual Harness论文，提出模型自动优化自身agent工具链并实现模型与harness联合训练的新框架
https://preview.redd.it/p9cd2zmfy01h1.png?width=2000&format=png&auto=webp&s=a8e99bac438c2505d97ed3716983aa731da855f8 Sharing a new paper from the GPP and PokeAgent teams. Gemini Plays Pok…
受众观点：①从人工盯屏编辑harness到模型完全自主优化的演进路径令人震惊（@Ana_D11, 1分）
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- @Ana_D11 (1): It is pretty wild to see how fast this evolved from a human watching a stream to full co-learning. Most people probably still think these agents are just hardcoded scripts but seeing the model actually refine its own harness to beat Crystal without losing a battle is a massive j…
Scenema AI开源零样本情感可控语音合成模型，将情感表演与声音身份解耦，支持Docker部署和ComfyUI集成
We've been building [Scenema Audio](https://scenema.ai/audio) as part of our video production platform at scenema.ai, and we're releasing the model weights and inference code. The core idea: emotiona…
受众观点：①diffusion生成语音在情感表达自然度上超过自回归模型（@Unlikely_Rich1436, 2分）②后期编辑工作流是必要代价，接受不完美输出换取更高质量上限（@a__side_of_fries, 1分）
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- @Unlikely_Rich1436 (2): The focus on "post-editing" workflow for diffusion TTS is smart. Even if the seeds are inconsistent, getting a truly natural emotional delivery is worth the extra generation time. I’ve noticed a quality in diffusion speech that autoregressive models just haven't hit yet.
- @a__side_of_fries (1): Yes that's definitely what we like about this. There is no free lunch. For a more natural output, you should be willing to do some bit of post-editing.
LangChain Interrupt 2026 Day 1发布SmithDB专用agent追踪数据库和Context Hub统一agent记忆管理系统，以及Deep Agents v0.6新版本
LangChain just wrapped Day 1 of Interrupt 2026 and announced a few things worth knowing about: **SmithDB** — A purpose-built distributed database for agent observability. The problem they're solving:…
受众观点：（无评论数据，基于帖文内容推断）①agent traces规模爆炸导致通用数据库无法胜任，SmithDB P50 92ms延迟是否实际可用②Context Hub与MongoDB/Pinecone/Elastic/Redis的开放记忆标准能否真正实现跨框架portability③Deep Agents v0.6可安装代码解释器是否解决了agent工具组合的实际痛点
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- _无评论_
讨论"有了AI我自己就能做"这种客户心态，以及开发者如何看待和应对这类对专业价值的质疑
Okay I get it, because for some things they’re right. I wasn’t even born when Google came out, but we all can feel that anyway right. usually I just respond “it doesn’t matter what’s under the hood,…
受众观点：①有AI工具不等于有产品，做了landing site不等于有业务（@Starlyns, 9分）②Claude/AI工具只是副驾驶，核心是人的判断力（@owlpellet, 9分）③这类人即使雇了你也会质疑每个决策，因为他们认为工具才是难点（帖文作者观点）
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- @owlpellet (9): Claude from the backseat, "It's about family!"
- @Starlyns (9): Everybody pushing ai have no produxts. Becaude gemini made them a landing site in 2 minutrs does not mean u have a business
- @Far_Tangerine9150 (3): I feel that including “it doesn’t matter what’s under the hood, it’s the man behind the wheel.” would have been better for your title.
- @InitialFun7427 (3): "It all comes down to the man in the box". Wanted to quote top gun, sorry.
- @BalajiIngole (3): AI confidently fakes it Don’t wanna believe atleast where life at stake
独立开发者靠TikTok创始人痛点叙事幻灯片格式，无广告预算获取前200名用户的冷启动实验
**EDIT: \[ Too many of you guys are asking me for the tool , so i use SLIDETIK to make slides for my saas \]** Few months ago i launched a small saas project with basically no audience i thought the…
受众观点：①内容格式本身（幻灯片结构和模板）的可复用性，多人主动要求分享（@DeshMamba, 5 likes）②"先建关系再卖产品"的分发哲学，评论区引发强烈共鸣（@Due-Tangelo-8704, 2 likes）③从"推广产品"转向"制造可共鸣内容"的思路转变才是根本原因（@Complex-Assistant661, 2 likes）
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- @DeshMamba (5): Would love to see because I do think the slideshow concept does do well and feel less ad like
- @Due-Tangelo-8704 (2): This is the playbook mate, first build relationship then build the product
- @Complex-Assistant661 (2): yeah exactly i think most founders try to sell before people even care about them or their story
- @Complex-Assistant661 (2): yeah and we’ve actually got 2 saas projects rn so we’ve been testing this distribution style across different audiences too surprisingly retention has been pretty decent honestly, around 60-70% depending on the cohort and yeah saas founders/startup/creators people are basically…
- @Complex-Assistant661 (2): honestly that was exactly our problem too we kept trying to “promote the product” instead of making relatable content around the journey/problems that shift changed everything for engagement i’ll send you the structure/template in dm
Spatial Studio推出Reframe AI功能，支持从同一3D房产导览捕获中生成不同室内设计风格的AI可视化内容
Hey everyone, I’m building **Spatial studio** (by realhorizons), a web-based app for creating interactive 3D property tours from different types of captures: 360 cameras, drone footage, DSLR/video, p…
受众观点：①多场景商业应用潜力，尤其是多单元住宅和租赁市场（@TruShot5, 4 likes）②用户期望扩展到空间测量和3D建模重装修规划的使用场景（@teteete, 3 likes）③360相机渲染质量和输出清晰度的技术实现细节（@Sunchax, 3 likes）
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- @TruShot5 (4): Yo. I work with like 20 real estate photography companies. This could be killer for them for multi unit residences or rentals.
- @teteete (3): I would like a tool that would allow me to scan my apartment and then have all measurements and 3d model in so that I can design a remodel. Is that possible?
- @Sunchax (3): I have been playing with this on my local machine, used a 360 camera but have a hard time getting a good and clean render. Well done! This looks amazing!
- @Wrong-Yak-3931 (3): Thanks! Yeah, we support 360-to-splat too, and with a few best practices during capture, you can get much cleaner output. check out realhorizons(.)ai
- @Wrong-Yak-3931 (3): We run it on our own cloud pipeline, not local on the user’s device. checkout realhorizons(.)ai
Sequoia/Tiger Global系列B创始人记录SF之行：VC融资门槛大幅提升、AI-native 4人团队撑起500万ARR、高级工程师需求反而增加
I've been building in SaaS for a while. Customer engagement space. Raised a Series B 2-3 years ago, Sequoia, Tiger Global, the kind of round that felt like the ultimate validation at the time. We've…
受众观点：①投资人视角下"人均ARR"已取代"招聘速度"成为核心尽调指标（@FundingFactor, 9 likes）②VC自身价值稀释——更精简的团队需要的融资更少（@listenhere111, 5 likes）③AI加速迭代导致初级工程师人才断层的长期风险（@badtradingdecisions, 4 likes）
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- @hannamdong (15): This is so retarded. With these goals, I’d rather never raise and just be a lifestyle company.
- @FundingFactor (9): The line “AI can write the code, I need people who know which code shouldn’t be written” is the most accurate description of where engineering value actually sits right now and I suspect it will define hiring decisions for the next five years. From the investor side the team eff…
- @jumanjiz (5): It would seem VCs are going to get squeezed too then. Or at least certain layers of them. A 4 person doing $25mm in revenue just doesn’t need as much funding. That being said what are multiple examples of these super small but already high ARR startups? List 10 good examples ple…
- @listenhere111 (5): I agree. The value of VCs is quickly dwindling. When you can deploy 90% leaner, what's the point of giving away your company?
- @badtradingdecisions (4): This will end up as a crash of massive proportions. No new senior devs in 5-10 years. No customers when everyone will be fired. I mean, am I the only one who just can't see the numbers in this? AI took the worst in infinite growth obsesed capitalism and multiplied it by 10x
r/SaaS社区调查2026年独立开发者生产环境实际使用的技术栈，涵盖前端、后端、Auth、支付和托管的真实选择
Curious what stack people are actually using for their SaaS projects right now. I keep seeing a lot of different opinions online, but I’m wondering what’s actually being used in production by solo bu…
受众观点：①Claude友好型技术栈设计，以及MCP集成带来的"clickless"自动化开发体验（@Hato_UP, 7 likes）②Go+React在生产环境中实际性能表现和团队规模适配性（@perpetual_papercut, 3 likes）③FastAPI/Python+Next.js组合在全栈SaaS中的标准化程度（@cryptosigg, 3 likes）
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- @Hato_UP (7): I make a ton of sites. Like almost a new website weekly. Because of this, super important to have a claude friendly stack. Frontend: **Next.js** Backend: **Next.js** API routes. Works for 90% of cases. When I need something more, it depends what that "something" is. Auth: **Next…
- @HangJet (4): Let me correct that for you..... This guy ships Garbage AI Slop
- @Additional_Safety990 (3): this guy ships
- @perpetual_papercut (3): I’m using React by way of Vite for the actual product. Mostly Go backends backends with a couple of NodeJS backends (where it makes sense). Neon for cloud based SQL, R2 for file storage. Redis for caching. Backends deployed to Railway, UI on Vercel. I’m only 1.5 months into deve…
- @cryptosigg (3): Frontend: React/Next.js/Typescript + Tailwind Backend: FastApi/Python DB: Postgres + Redis Workers: Celery Everything dockerized and k8s or ECS
SaaS创始人分享上线2天内即遭自动化扫描攻击，机器人批量探测.env和terraform.tfstate等配置文件泄露的安全警示
I’ve noticed something concerning while monitoring my newly launched website. Within just 2–3 days of going live, automated bots have already started aggressively scanning for sensitive files like: `…
受众观点：①这对自托管用户来说是常识，但对新手是重要警示（@h____, 5 likes）②自托管日志中看到admin.php和wp-config扫描请求是普遍入门体验（@StarshineeeeIam, 3 likes）③可以利用这些扫描探针反向改善安全配置并拉黑IP（@XVSeconds, 3 likes）
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- @h____ (5): It’s normal, and it’s obvious if you self-host or otherwise look at web server logs. So be careful.
- @StarshineeeeIam (3): Yeah self hosting teaches you this fast. First time you check logs and see hundreds of requests for admin.php and wp-config is a wake up call.
- @Designer-Use-4272 (3): Thanks for the heads up
- @TeamThundercock (3): Welcome to the internet bud
- @XVSeconds (3): The moment you public your site this will happen. I've got a handful of live sites and it's always the same haha. You should always be security conscious and ensure you do not publicly expose any form of config, envs, etc. Basic security. I self host and it's fun to watch all th…
SaaS独立开发者询问如何在零预算和不露脸前提下制作产品演示和教程视频的工具方案
I'm almost finishing up a product, want to understand how are people going about product videos? the videos where you teach your customer on how to use your product? i don't want to put up a video wh…
受众观点：①屏幕录制加字幕足够用，不需要露脸或花钱请剪辑（@monrow_io, 3 likes）②寻找能展示局部UI放大镜效果而非全屏录制的专业级AI工具（@bubblesnbrie, 2 likes）③很多处于相同阶段的创始人有同样困惑，共鸣强烈（@SignificantWalrus281, 2 likes）
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- @monrow_io (3): honestly most people don’t care if it’s polished simple screen recordings with captions are enough most of the time. people mainly just wanna quickly understand the workflow stuff like Screen Studio or CapCut is usually enough for early products, AI voiceovers also work fine i…
- @rohang57 (2): Also want to know
- @Left_Election_3746 (2): Most SaaS founders just do simple screen recording with captions now. No need to show your face or talk. Short walkthroughs with zooms, Highlights, and text instructions work surprisingly well.
- @SignificantWalrus281 (2): Im going through the exact phase..
- @bubblesnbrie (2): Loom is great for "How-To" videos. It has enough built in AI editing to get rid of filler words and edit something super fast using text to speech (mimics your own voice) if you misspoke/were not clear. I havent found a good AI tool for making SaaS explainer videos that actually…
独立开发者耗时6个月构建文档平台但零付费用户，面对Mintlify和Gitbook等有融资竞品陷入是否放弃的公开困境
TL;DR : Building SaaS in a market dominated by big players. Have 0 customers. Do not know if I should quit or try harder. I am 6 months into building a docs platform. You can think of it as Mintlify…
受众观点：①找到比"文档平台"更窄的垂直切入点而非正面挑战整个品类（@Rare-Garden5698, 3 likes）②停止建功能，优先做20-30次用户访谈获取真实反馈（@aubreyreviewssss, 2 likes）③通过Dev Discord和LinkedIn直接外展获取首批付费用户（@CopyBurrito, 2 likes）
展开评论
- @Rare-Garden5698 (3): 0 customers after 6 months doesn’t automatically mean the product is bad. It usually means you still haven’t found a sharp enough wedge. “Docs platform” is too broad. Mintlify/GitBook already own the generic category. You probably won’t beat them head-on with “better docs.” But…
- @CopyBurrito (2): we found our first 10 users through direct outreach on dev discords and linkedin. pitch them free access for honest feedback sessions.
- @Ishan_GS (2): This is what you do: 1. Simple and cost effective: use claude cowork opus4.6, prompt your perceived ICP and ask it to visit linkedin, find these people, do research and send out a message to each one. Start with 1st degree connections as you don’t have to wait for them to accep…
- @aubreyreviewssss (2): You’re actually in a more normal position than it feels like, especially for dev-heavy SaaS in crowded spaces. 6 months with 0 customers usually says more about distribution than product quality, but you still need real validation before deciding anything If you don’t have users…
- @deepzone4 (1): Good, just own a specific workflow for your icp That is painful for them not solved by big players.
r/webdev 热门投票讨论 skeleton 骨架屏与 spinner 两种加载方式哪种用户体验更好
How do your loading screens look like? Or perhaps you don't need them :D. Nontheless, in this image, do you find the first or the second one better. In my opinion, despite the second one being cleane…
受众观点：①skeleton 能否与真实内容精确对齐是核心质量门槛（@Leviathan_Dev, 2513likes）②加载动画（pulse/gradient）是 skeleton 有效性的必要条件（@Septem_151, 413likes）③skeleton 与 spinner 对用户心理影响的根本差异（@wutzelputz, 295likes）
展开评论
- @Leviathan_Dev (2513): Skeleton on the left BUT it needs to lineup with the actual content. If the loaded content is different to the skeleton, it looks unprofessional.
- @Septem_151 (413): I prefer the skeleton on the left but ONLY if it has an animation indicating loading like pulsing a gradient AND if the content actually matches with the skeleton, at least roughly since content can be dynamic.
- @wutzelputz (295): I prefer the right one. It says "I got you, you can chill". Most of the time i see the pattern on the left, the placeholders dont end up being the same visual pattern as the actual content and it tricks my brain into engaging into something thats ultimately not worth my attentio…
- @Apart-Television4396 (273): Exactly.
- @Leviathan_Dev (158): your intuition is also correct about the skeleton, it creates I think the term was "positive anxiety" for what the content is about to be, keeping you eager to wait; the loading indicator reminds you that you're waiting. Don't quote me on that exact phrase but that's the idea be…
资深工程师发帖吐槽 AI coding agent 导致初级开发者只会粘贴 Claude 输出却完全不理解代码
I’ve been in software/application development for twenty years or so, these days mostly wrangling typescript and running infrastructure/devops across multiple projects as a senior engineer. I’ve ment…
受众观点：①公司层面直接停止招 junior，AI agent 成为新的"初级工"（@scottishkiwi-dan, 459likes）②AI 生成低质量代码污染训练数据导致未来模型越来越差的恶性循环风险（@TorbenKoehn, 140likes）③junior 被迫用 AI 交付 ticket 但根本没有学到真正技能的结构性困境（@Fishamble, 69likes）
展开评论
- @scottishkiwi-dan (459): Based on my company, we're not doing anything with them because we aren't hiring them.
- @TorbenKoehn (140): This. AI agents are the new juniors (reviewed by seniors duh) and at some point there simply won’t be new seniors anymore. They bet on AI already having replaced seniors at that point and that they only need AI agents then. Idiots.
- @Business_Tax_8969 (116): I'm from Brazil and the only thing i wanted in the last 2 years was some senior to mentor me instead receiving "bro, just IA your way through this." as an answer from my boss 😂😅
- @therealslimshady1234 (113): Juniors are f'kd. AI regresses your quality of work to the mean (a very low bar), but it degrades your actual skills. It does not level you up in any way. So unless you are smart and disciplined enough to avoid AI entirely as a junior, you will always stay at your level. Even be…
- @Fishamble (69): As a junior I feel a lot of pressure to produce. Nobody actually says it out loud, but whenothers around you are pushing features, you need to be too, or you look weak in comparison. Nobody cares about my ability to learn correctly, apart from me. They care about moving ticket a…
学生独立开发者分享开源项目 Proxima 积累 800 stars 后开通 GitHub Sponsors 并在 5 天内收到第一笔赞助
After my opensource project Proxima crossed 800+ stars, I applied for GitHub Sponsors and got approved. I only set up the sponsor button around 5 days ago so I genuinely didn’t expect anything this e…
受众观点：①对项目功能的好奇（Proxima 到底是做什么的）（@camppofrio, 3likes）②是否违反相关平台 TOS 的潜在风险（@PhotoCurious5221, 2likes）③对作者职业发展的正向评价（@ThaBalla79, 6likes）
展开评论
- @ThaBalla79 (6): Looks like someone has a promising career ahead of them 😁
- @camppofrio (3): 5 days from enabling sponsor button to first payment on an 800-star project is fast. What does Proxima actually do?
- @ProfessionalExit6785 (3): good job
- @HealthPuzzleheaded (2): does it mean it lets you for example hook up your genini sub to open code?
- @PhotoCurious5221 (2): It sounds similiar to what openclaw was doing with claude. Are you sure it doesn't violate TOS? Just because 100s of users are using it doesn't mean you aren't violating TOS.
r/webdev 开发者讨论现代 web 技术栈配置和工具链复杂度远超实际构建工作的 config fatigue 困境
Sometimes I look at modern web stacks and feel like half the work is just configuring frameworks, fixing dependencies, dealing with build tools, and keeping up with ecosystem changes. Meanwhile, the…
受众观点：①每天大量时间消耗在 npm 冲突和 build 工具配置上的共鸣（@SampleUpbeat8538, 6likes）②现代工具链本质上是自愿选择的 trade-off 而非强制（@mq2thez, 21likes）③实际小项目根本用不到复杂 stack 的反思（@EMike93309, 5likes）
展开评论
- @mq2thez (21): You don’t need any of that. You choose to use it because you like the tradeoffs.
- @Overall_Low_9448 (16): Cloud era
- @SampleUpbeat8538 (6): literally spend half the day fighting npm conflicts and configuring build tools before even writing a single div. modern stacks are crazy powerful but the config fatigue i feel is is so real. kinda miss when u could just drop a script tag and actually build something lol.
- @EMike93309 (5): I've got to admit, I feel more like a salesperson and customer service manager who develops in his downtime. Granted, I'm really just doing small business websites, but my Astro component library is big, and almost nobody I'm working with needs anything that couldn't be done wit…
- @GOATONY_BETIS (5): Half of modern web dev is convincing 14 tools to cooperate long enough for the app to compile.
r/webdev 开发者讨论未来 AI 在架构设计、UX 判断和系统责任层面的持续短板以及人类开发者的核心竞争力
I'm trying to plan for the future, I'm confident I'll always have work to drive software projects in a more comprehensive/quality way than any newbie with an LLM can, but wonder what hard skills to f…
受众观点：①vibe-coded 低质量代码污染训练数据导致 AI 能力可能反而退化的风险（@jpsreddit85, 23likes）②AI 进步速度太快导致 5-10 年预测毫无意义（@CorpT, 6likes）③真正持久的人类优势在于理解约束、做取舍和承担生产责任（@Resident-Drag-52, 6likes）
展开评论
- @jpsreddit85 (23): The problem in my opinion, is that AI might end up with a limit of its own creation. The models got better the more data you fed them. But now the internet is full of vibe coded crap that has countless issues from people who don't understand what they're doing. So later models w…
- @webdevamin (7): Damn. Within 5 years I think it is really difficult to say.
- @CorpT (6): Take a look at where they were 3, 6, 9, 12 months ago compared to today. And you're trying to predict 5-10 years out? Good luck.
- @Resident-Drag-52 (6): I don’t think it will be about specific coding skills. The durable advantage will probably be things like understanding real constraints, making tradeoffs, and taking responsibility for how the system behaves in production over time. AI will help with implementation, but decidin…
- @Aditya00128 (4): Probably legacy codebases I guess Something like AngularJS, JQuery or BackBone Cuz AI spits out the most popular things which is why it'll attempt to use useMemo or useCallback even in react project with the compiler And this is kinda out there - but coming up with new ways to s…
讨论用户上传图片的最佳实践，涉及元数据剥离、sRGB转换和Cloudflare R2存储优化方案
If users are allowed to upload images, what is the best practice? Should I strip all metadata to save some storage and convert to srgb to fix any weird ICC profiles? Have max file size and dimensions…
受众观点：①隐私安全意识——手机EXIF默认含GPS坐标，剥离是基本底线（@jdrelentless, 1likes）②实际存储方案——R2只是对象存储不处理图片，Cloudflare Images/Transformations才做格式转换（@jdrelentless, 1likes）③按使用场景差异化处理——头像固定尺寸 vs 工单附件只限最大值（@FrancescoCag, 3likes）
展开评论
- @FrancescoCag (3): The simple answer is "it depends on what those images are used for". For example, For the account image, file size and dimensions fixed is a go to. For "ticket" linked images, maybe is better to stick only to max size (around 20mb should be enough)
- @Caraes_Naur (3): You messed up your encoding, bot.
- @jdrelentless (1): Strip EXIF for sure, privacy alone is reason enough since phones embed GPS coords by default. R2 won't touch your files, it's just storage, but Cloudflare Images (or the Transformations product on top of R2) handles resizing/format conversion on the fly if you don't want to prep…
- @csg79 (1): As an example, for a yard sale site where people placing ads also upload images. First, verify that the file is an image file. Set a max size and compression level and save a large size (probably 1200 px) and a thumbnail version then delete the original. Most images are coming s…
- @Disgruntled__Goat (1): Oops, you forgot to parse the output from your AI properly you silly bot
独立开发者询问新VPS服务器初始化加固的30分钟清单，引发关于SSH、防火墙、fail2ban和Ansible自动化的高热度讨论
I've been setting up VPSes for side projects for a few years now, and I still find myself Googling the same hardening steps every time — SSH key setup, disabling root login, firewall rules, fail2ban,…
受众观点：①out-of-band访问（serial console/VNC）是最多人忘记但最关键的一步，SSH锁死时唯一救命稻草（@throwaway234f32423df, 113likes）②Ansible playbook是自动化加固和自验证的最佳实践（@EmperorOfAllCats, 44likes）③SSH端口迁移 + key-only认证 + 禁用root是基础三件套（@NerdyStonks, 27likes）
展开评论
- @throwaway234f32423df (113): FIRST thing I always do (that so many people forget to do at all) is make sure I can log in via serial console or VNC or whatever other out-of-band method the provider supports. Because you will break SSH someday and you'll need another way to get in. And if none of your account…
- @EmperorOfAllCats (44): I made a couple of opinionated ansible playbooks that configure services, firewall, fail2ban, etc and install some useful cli utilities, so my servers are pretty similar. And they are, by definition, runnable and self verified which covers your 1 and 3.
- @Sasquatch-Pacific (35): I just keep notes of whats been done and the commands run. Not something I've done, but I wonder if this initial config could be turned into a playbook to make it easier to repeat consistently. Would be useful if you are configuring new assets more than twice haha
- @MissionAd872 (30): I have an Ansible playbook that brings each new machine into alignment with the others: - setting up firewall - disabling root login - disabling su for non-root accounts - adding an ansible account with sudo rights - setting up unattended upgrades - running apt full-upgrade - in…
- @NerdyStonks (27): This is a definite must do. I usually move my sshd port to some other port, configure sudo for my normal user, disable root login and change ssh user login to certificate authentication as well.
用户发现家庭服务器UFW被卸载疑似遭入侵，评论区揭示Docker会完全绕过UFW防火墙规则这一高危盲点
I had docker containers running only in the internal home network, on Ubuntu server LTS. I installed Cosmos Server with a strong password and MFA. Enabled LetsEncrypt and DNS Challenge. Set my domain…
受众观点：①Docker绕过UFW是绝大多数人不知道的安全风险（@flotaxy, 393likes）②用Tailscale绑定容器或反向代理替代直接暴露端口（@Sekelton, 76likes）③有入侵迹象（auth.log有新用户）直接重装，没有可靠的清理方式（@kubota9963, 38likes）
展开评论
- @flotaxy (393): Be aware that docker ignores ufw rules
- @dronerazzo (128): That’s an important piece of information because that is a security risk a lot of people are not aware of.
- @Sekelton (76): Don't use plaintext passwords, change the port SSH uses and set it up so you can *only* login to it using keys, not passwords. Keep your docker containers in a private network. I do this by binding them all to Tailscale, and pointing my domain to the Tailscale external IP via an…
- @NeurekaSoftware (49): It’s more that it manages iptables directly. You can always bind ports to localhost when using docker or use docker networking instead of defining ports for your services. It all depends on your setup.
- @kubota9963 (38): If you're at all in doubt, nuke and rebuild. If it is breached, they may have covered their tracks but left a back door. The only practical way to be sure you've cleaned it out is a fresh install (excluding BIOS level backdoors). That said, because your router isn't forwarding p…
正在开发开源社交媒体发布API的独立开发者整理的真实可用免费套餐清单，覆盖文档/托管/数据库/认证/邮件/监控等类别
Been in the weeds shipping an OSS side project for the past few weeks (social media publishing API). Real launch post is coming, this isn't that. Along the way I kept a list of services that actually…
受众观点：①AI写作风格引发强烈反感，质疑内容可信度（@hakodate00, 76likes）②Tailscale免费套餐（6用户+无限设备）被遗漏（@gpago, 40likes）③Oracle Cloud Always Free层级（4 ARM vCPUs/24GB内存）是最被低估的免费资源（@alex2003super, 17likes）
展开评论
- @hakodate00 (76): > Neon: Postgres with scale-to-zero. The free tier is real, not a 7-day countdown. I will bet my left nut this was written by claude
- @gpago (40): Tailscale's free tier should be included. 6 users and unlimited devices is pretty good.
- @Blaze9 (26): Jesus man I hate this AI voice. It's so aggrivating to read. Unraid just had a release yesterday and 100% sure the release page was AI generated. > The right move if your system doesn't have TPM 2.0, or you simply don't want to use it. . >With TPM-based licensing, your lic…
- @swatlord (17): SMTP2GO. Just need to have your own domain. > Cloudflare in general. Workers, R2, DNS, SSL. All generous. Almost not fair. I like Cloudflare for what it offers, but remember the saying: "when something is offered for free, *you* are the product"
- @alex2003super (17): Oracle Cloud Infrastructure gives you a compute instance with 4 ARM (Ampere A1) vCPUs, 24 GiB memory, 200 GB SSD in the "Always Free" tier. You might need to upgrade to pay-as-you-go billing to spin up that instance because DC capacity is limited for Trial accounts, but you can…
用户从单台Ubuntu服务器迁移到Proxmox双节点集群，寻求跨多个VM/LXC统一管理Docker容器的中心化方案
I have 1 mini PC ubuntu server running some docker apps on it. Then i have another proxmox cluster with 2 nodes ( will add 1 more in future ) , to which i am slowly migrating my services to VMs/LxCs…
受众观点：①Komodo作为轻量级替代方案被多次推荐（@pport8, 19likes）②agent安装模式目前是最少痛苦的管理方式，Dockhand优于Portainer（@dirty_old_holo, 13likes）③Docker Swarm是合并多环境的原生路径（@PuzzleheadedEast548, 12likes）
展开评论
- @pport8 (19): Komodo
- @dirty_old_holo (13): As it stands, having to install an agent is the most pain free option. Dockhand by far is the best at this. Komodo, portainer, arcane, are inferior imho. Unless you want to go to the AI managed route, which completely removes having to worry about managing docker, you’re already…
- @PuzzleheadedEast548 (12): Sounds like you want Docker Swarm if your only criteria is to merge your "environments" or into a singular "environment"
- @Smooth-Ad5257 (11): K8s
- @PineappleGod (9): I use Wolfstack (https://wolfscale.org/) fully open source. The main developer is very active on Reddit (r/wolfstack) and on discord. I have it running on 3 servers + vps. Works quite well. It collects all the usual server orchestration and monitoring in one place and ui. Curren…
开发者发布Rybbit v2.6.0自托管网站分析平台更新，GitHub已获12000 star，评论区引发GDPR合规性声称是否有法律依据的深入讨论
Hi friends, I just released a new version of Rybbit with a some nice improvements. If you haven't heard of Rybbit before, it's my self-hosted web analytics platform that I launched almost exactly 1 y…
受众观点：①"无Cookie = GDPR合规"的声称缺乏法律依据，指纹采集仍需用户同意（@fearswe, 13likes）②自托管版本免费是核心价值点（@Zydepo1nt, 5likes）③Plausible仓库中有类似GDPR讨论可参考（@mxdcodes, 4likes）
展开评论
- @fearswe (13): Since the website is claiming that this is fully GDPR compliant without any cookie banners. Has there been any actual lawyers consulted about this? Last we inquired legally around analytics at work, GDPR is extremely explicit about what requires consent and what doesn't. Most of…
- @Zydepo1nt (5): It's free when self hosting
- @mxdcodes (4): There is also an ongoing disucussion about this topic in the plausible repo: [https://github.com/plausible/analytics/discussions/1963](https://github.com/plausible/analytics/discussions/1963)
- @fearswe (4): Yeah none of the "GDPR compliant" solutions we looked at were actually fully compliant if you interpret the laws as written. They all do some sort of fingerprinting (being "anonymous" with a rotating hash does not make any difference, it's still a fingerprint) and/or use data se…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
用户寻找支持零知识架构的开源自托管云存储替代品，对 NextCloud 和 Seafile 均不满意
I am looking for zero-knowledge, open-source software that functions similar to Google Drive. I've looked around and even tried some based on what I've found here and from other sources, but I haven'…
受众观点：①零知识架构的正确实现路径，WebDAV/MinIO + 客户端加密 vs 服务端 E2EE（@OkEmployment4437, 39likes）②服务端被攻陷时数据仍受保护的威胁模型设计（@Sinister_Crayon, 5likes）③开源且免费自托管、跨平台客户端支持
展开评论
- @OkEmployment4437 (39): Honestly, for that threat model I’d stop looking for a self-hosted Google Drive clone. If you want the data to stay private even after a full server or storage compromise, the sane design is dumb storage plus client-side encryption, not a smart server. Something like WebDAV/SFTP…
- @Sinister_Crayon (5): Yeah, I upvoted this because this is exactly the answer. If you don't or can't trust the server you're putting data on then your server should have no way to be able to read the data even if the server is continually powered on. You can stop someone "walking off" with your data…
- @shockjaw (5): Maybe [copyparty](https://github.com/9001/copyparty) may suite your needs? Even though there have been CVE’s they’ve been patched at this point.
- @TxTechnician (4): Syncthing. It has an option to setup encryption on a device.
- @MinerAlum (4): How is its software?
新手在不能修改路由器的情况下寻求安全托管 Minecraft 服务器的方案，讨论 Tailscale、WireGuard 等选项
I’m fairly new to understanding online security, including server hosting. My dad does cybersecurity, and explains that hosting a server at home isn’t exactly safe since we use the service providers…
受众观点：①在不控制路由器的情况下如何安全暴露服务（@youknowwhyimhere758, 7likes）②Tailscale vs 自托管 WireGuard 的易用性对比（@1WeekNotice, 3likes）③使用 VPN 服务商端口转发隐藏家庭 IP 的方案（@fractumseraph, 2likes）
展开评论
- @youknowwhyimhere758 (7): Put the vpn on the server instead. If anything, putting it on the router is less safe as that will (by default) allow communication to/from your entire lan, whereas the server should not (by default) forward traffic to anywhere else in your lan. You could rent a server somewhere…
- @1WeekNotice (3): Selfhosted wireguard. An easy docker container to implement this is [wg-easy](https://github.com/wg-easy/wg-easy) This comes with an admin GUI to manage keys. Note only expose the wireguard instance not the admin GUI. You and other people will need to install the wireguard appli…
- @1WeekNotice (3): Just keep in mind to keep your dad in the loop. If you use wireguard then you will need to port forward from your ISP router. But wireguard is very secure (your dad will know) If you use wireguard and are on Android, you can download and use the [wg tunnel app](https://wgtunnel.…
- @fractumseraph (2): You could pay for a VPN like AirVPN that allows for port forwarding. This would allow you to run a Minecraft server from your PC, open to the public, without needing to mess with your router or ports at all. But you'd have to pay for the VPN service. Security wise, you'd only ha…
- @Ok_Insurance9720 (2): Actually that does, and if it works for mobile devices too that’s even better
开发者用 Proxmox 和 Traefik 搭建自托管服务，寻找轻量级按服务统计流量的监控工具替代 Prometheus/Grafana
I tried the Prometheus/Grafana route, but it didn't do or work like I wanted, and it took me a long time to setup. I have a home server running proxmox. I've started exposing services using traefik,…
受众观点：①Prometheus/Grafana 配置复杂、不适合简单需求的痛点（原帖及多评论共鸣）②Umami/Plausible 作为轻量替代方案的可行性（@FlashyAverage26, 1likes）③Uptime Kuma 负责在线监控、访客统计用独立工具分开管理的思路（@progenrule, 1likes）
展开评论
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @FlashyAverage26 (1): if you already use Traefik, honestly Traefik + Uptime Kuma + Plausible/Umami is probably closer to what you want than full Prometheus/Grafana Prometheus/Grafana is amazing but can feel like overkill when you mostly want: \- traffic per service \- simple trends \- “why is this en…
- @drjay3108 (1): Goaccess is your way to go There is a fork for npm But I found this blog, may this helps https://www.fuzzygrim.com/posts/goaccess-traefik
- @progenrule (1): uptime kuma covers the up/down side but won't give you per-service visitor counts. for that you'd want something like plausible or umami pointed at each dashboard, or just parse traefik's access logs
- @vaikunth1991 (0): Following
创始人在 Product Hunt 发布 Causo，一款用 AI agent 自动化 VC 融资研究、个性化外联和进度追踪的工具，当日排名 #4
A few months ago we got frustrated watching founders spend hundreds of hours manually researching VCs, writing cold emails, and updating fundraising spreadsheets. So we started building Causo. You up…
受众观点：①融资流程中人工管理多列筛选 spreadsheet 的高成本痛点（@Ok_Box_7612, 2likes）②AI 时代前后融资工作量的对比体验（@Ok_Box_7612, 2likes）③产品对早期创始人的实际价值（帖子 44 评论参与度）
展开评论
- @Ok_Box_7612 (2): Ooooh. I previously raised $$$ and it was hours of making sure my massive multi column multi filter sheet with research and outreach status keeps on working. But that was 5-6 years ago before AI was a real thing :) Look forward to trying this
- @Strong-Yesterday-183 (2): so true... hopefully our product will help a few!
- @Strong-Yesterday-183 (2): hey thnx a lot! Will defiantly check you out!
- @Strong-Yesterday-183 (1): Already pinged you in DM :)
- @Strong-Yesterday-183 (1): you are the man!
品牌设计师 Ismael Branco 每周免费为早期创业公司做网站设计评审，已累计评审超过 1000 个网站
After reviewing 1000+ of websites, here I am again. I do this every week. Make sure I havent reviewed yours before! Hi, I'm Ismael Branco a brand design partner for pre-seed startups. Try me!
受众观点：①早期产品网站转化率和投资者信任信号的优化（@_ishikaranka_, 1likes）②免费工具作为 lead generation 策略的利弊权衡（@ismaelbranco, 1likes）③冷启动阶段缺乏流量的困境（@Intelligent-Joey, 1likes）
展开评论
- @Intelligent-Joey (2): Dokly.co - Thanks in advance
- @throwraomelet (2): I am building Startupsubmitapp SEO is changing. To rank in AI Search (Perplexity/ChatGPT), your startup needs a massive digital footprint. We manually list you in 220+ top directories to build that 'semantic trust' Google and LLMs crave.
- @ismaelbranco (1): you need some social proof with testimonials. i understand that you followed someone's advice on lead generation FREE tools, but that also deviates your attention from what you are actually building. It's an SEO strategy, but its not good for solid lead generation. I wouldnt foc…
- @Intelligent-Joey (1): The main issue is I do not have any traffic. Tools is one way I thought would help that. Any tips on that?
- @_ishikaranka_ (1): This is a really valuable offer especially for early stage founders because most startups underestimate how much clarity and trust a website needs to convert investors or users. The fact you have reviewed over 1000 sites already shows strong pattern recognition which is often mo…
高分幽默帖将 2011 科幻电影《时间规划局》类比 Claude Pro token 用量焦虑，引发大量用户共鸣
Saw In Time when it came out in 2011 and thought it was a wild sci-fi premise. glowing green numbers on your arm counting down to your death, what a concept. 15 years later i just pay per month for t…
受众观点：①token 用量焦虑和频繁查看用量的强迫性行为（@mobcat_40, 123likes）②LLM 训练数据来源和用户数据被剥削的深层担忧（@raylin328, 38likes）③深夜调试时 token 耗尽的崩溃时刻（@luna_code_vibes, 32likes）
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- @mobcat_40 (123): I need some quality Tokens
- @raylin328 (38): The question we should ask is what resource are the elites trying to exploit from the normal people? In the movie it was through unfair wages and terrible conditions for workers living right near the poverty line - this is possible because they could directly collect time and us…
- @luna_code_vibes (32): justin timberlake watching his token counter drain is just me at 3am debugging fr
- @Busy_Farmer_7549 (29): “LLMs can’t get smarter by training on other LLMs…” For now, my friend.
- @QuirkySense (26): I like this movie
Anthropic 官方宣布 Claude Code 每周使用限额提升 50%，适用 Pro/Max/Team/Enterprise 用户，叠加上周 5 小时限额 2 倍提升
Live now for all Pro, Max, Team, and seat-based Enterprise users. Details: * Applies everywhere you use Claude Code — CLI, IDE extensions, desktop, and the web * Live now, runs through July 13 at 6PM…
受众观点：①频繁查看用量比例成为强迫行为，用量焦虑已是普遍现象（@Commercial-Wheel962, 215likes）②程序化调用 claude -p 被限制，headless loop 用户被迫转向 API（@WonderTight9780, 41likes）③20x Max 用户被两次跳过限额重置，定价分层逻辑不透明（@VisionaryOS, 36likes）
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- @Commercial-Wheel962 (215): Im checking my limits so much that I noticed it immediately when it went from 17% to 11% what have I become
- @WonderTight9780 (54): Already hit my weekly limit and it didn't reset 😞
- @martin1744 (42): summer sale limits, ends July 13
- @WonderTight9780 (41): Can no longer use claude -p with the normal plan usage. I.e. programmatic usage is being cut. Means people who want to run claude in a headless loop will have to start using the API. [https://www.youtube.com/watch?v=IrjUPc6taKo](https://www.youtube.com/watch?v=IrjUPc6taKo) [http…
- @VisionaryOS (36): # Why have they skipped over resets TWICE for 20x MAX users?[](https://www.reddit.com/r/ClaudeAI/?f=flair_name%3A%22Question%20about%20Claude%20Code%22) They reset Max 5x and Pro users 1-2 weeks ago after removing heavy usage hours, but 20x users got nothing. Now they’ve doubled…
Anthropic宣布将claude --print模式从Pro/Max订阅额度中拆分为独立程序化计费，导致依赖此方式构建自主编排工作流的开发者受影响
So, my entire project concept of an autonomous self-monitoring self-orchestrating Kanban production system for Claude Code to live within has now potentially been torpedoed. I built the entire system…
受众观点：①订阅制被高频用户拉低额度上限、应针对高用量定向限流（@Far_Tangerine9150, 149 likes）②替代方案讨论storybloq等MCP方案可绕过--print限制（@LastNameOn, 95 likes）③Claude近期质量下降+API成本高solo dev难以为继（@maddog986, 62 likes）
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- @Far_Tangerine9150 (149): As it works with these things, unfortunately if your idea depends on a vulnerability in another product then it's kind of doomed to this fate.
- @LastNameOn (95): just use storybloq: [https://github.com/Storybloq/storybloq](https://github.com/Storybloq/storybloq) it does what you're trying to build and works with the subscription.
- @maddog986 (62): I'm in the same boat. I've seen other projects using TMUX and an agent to provide dispatch between full sessions. Honestly with the decline in Claude lately and the increase in laziness to complete jobs (I'm really getting tired of the "park for tonight", "its late, go to bed",…
- @LastNameOn (28): storybloq is project memory + autonomous orchestration for Claude Code (and Codex). the key difference from what you built is it doesn't use --print at all. it runs as an MCP server inside your existing Claude Code session, so everything stays on your Pro/Max subscription. what…
- @TimeSalvager (23): ..._feature_.
独立开发者用Claude辅助开发并上架了极简432 Hz音调App Pocket Tone，因不满App Store同类应用充斥订阅和广告而动手自建
I got tired of searching the App Store for a simple 432 Hz tone app for meditation and relaxation, only to find that most options were cluttered with subscriptions, ads, or unnecessary in-app purchas…
受众观点：①432 Hz相对440 Hz并无特殊治愈效果背后是伪科学（@BudBroadway22, 95 likes）②对app极简设计给予正面肯定（@LastNameOn, 90 likes）③对Claude被用于构建伪科学类应用的讽刺（@SadBook3835, 70 likes）
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- @BudBroadway22 (95): It’s not. People mistakenly believe that it’s a sacred tone or something because it can form beautiful sound wave patterns in sand placed over speakers. The problem is that the tone only works to create these patterns when the dish is a certain diameter. Change the size of the d…
- @LastNameOn (90): love the design!
- @SadBook3835 (70): Great, Claude even builds apps for flat earthers and mystics
- @ilovepolthavemybabie (47): I am -- legitimately asking -- Why is 432 more healing or special than 440 (standard A tuning) ?
- @BudBroadway22 (32): It hz to say, but yes. Even 457. It’s an odd note. A sacred tone only a mother could love.
帖子认为用Claude订阅跑24/7自主agentic工作流属于滥用，订阅制本为交互式人类使用而设计，高频自动化应走API计费
Subscription tiers were designed around interactive human use, but autonomous loops changed the usage. It makes sense that companies separate autonomous work from subscriptions. You and I know that w…
受众观点：①应针对高用量用户定向限流而非让普通用户一起承担后果（@sellyaj, 166 likes）②订阅制对AI公司长期不可持续最终都会走token计费（@thekidisalright, 35 likes）③真实24/7 agentic使用场景是什么超过15分钟Claude就开始犯错（@Longjumping_Virus895, 18 likes）
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- @sellyaj (166): Then they should do targeted throttling, why am i taking the consequence of someones action
- @looselyhuman (82): Yep. Edit: And most of that compute is going to shit like [grocery shopping](https://www.reddit.com/r/openclaw/s/L1YK6y5qLk).
- @thekidisalright (35): That is why subscription based pricing is not sustainable. Every AI company is bleeding thru their noses from usage, eventually all AI models will be billed by token usage at some point.
- @Longjumping_Virus895 (18): this is my question. im a software dev in a tech company. i use claude code daily. but only the cli. im genuinely curious how people are using agentic workflows 24/7? if i let my claude run more than 15 minutes on a task its starts making slope. or what about chatbots? they dont…
- @coloradical5280 (17): Ah yes, anthropics well known and loved image and video generation models. Definitely a contributing factor. /s
Anthropic推出Claude Certified Architect认证考试，内容涵盖LLM工程实践evals和RAG和多智能体编排和MCP集成，需要合作伙伴组织背景才能报名
This was an interesting Anthropic cert that I took last week- the material focused on the engineering side of working with LLMs: evals, guardrails, RAG done properly, multi-agent orchestration, and k…
受众观点：①认证有效期仅6个月反映AI领域变化之快（@jrunner02, 46 likes）②需要10人合作伙伴组织才能报名个人开发者无法参加（@Ay0_King, 33 likes）③认证内容实际覆盖LLM工程关键实践有AWS等合作伙伴资质可直接注册（@invasionbarbare, 20 likes）
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- @jrunner02 (46): It's only valid for six months?! Makes sense given how quickly the landscape is moving.
- @Ay0_King (33): If I remember correctly, you need 10 people on a team in order to get this correct?
- @invasionbarbare (20): Put the certification out on LinkedIn! More seriously- I work in the professional services team so we have certification requirements before we work on certain customer engagements which involve Bedrock or other related services. Even more seriously- the course covers what’s nee…
- @invasionbarbare (17): I think you are referring to the point I’ve seen mentioned here and elsewhere - having 10 people in a partner organisation to be eligible to take the exam. I don’t know the exact requirements. I work for AWS (and we’re Claude Network Partners) so using my email for registration…
- @invasionbarbare (11): https://anthropic.skilljar.com/claude-certified-architect-foundations-access-request There’s no course specifically for this exam. I used these courses to prepare: • Claude 101 • AI Fluency: Framework & Foundations • Building with the Claude API • Claude Code in Action • Int…
社区发起展示你用Claude创建的作品征集帖，吸引409条回复，汇聚大量用AI辅助开发的实际产品和工具案例
I’ve made a couple nice HTML things that help a lot with work. I’m not tech savvy and this all feels a bit foreign. I can never think of anything to make that will help with my personal life and prod…
受众观点：①希望社区多展示作品少抱怨的正向氛围（@SemanticThreader, 93 likes）②地理历史游戏eraguessr.ai的创意分享（@dbouslov, 182 likes）③Flutter家庭积分奖励应用的实际使用案例（@ZeroUnityInfinity, 72 likes）
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- @dbouslov (182): I made a history and geography based game inspired by geoguessr called https://eraguessr.ai
- @SemanticThreader (93): This is the kind of post that this sub needs more of! Less complaining and more people showing off what cool stuff they've built. So much nicer going through people's projects and seeing what they've been up to!
- @ZeroUnityInfinity (72): Can't post screenshots in this sub but I made a simple flutter app that my family can use to reward our kids for doing chores or any time they go above and beyond. They get virtual bux that they collect, and they can redeem them for prizes that they chose (they can request new p…
- @SelectivePro (56): Futuristic sci-fi UI’s! [uispace.org](https://uispace.org/)
- @KingKawaiiBot (47): No AI didn’t exist back then
用户发现Claude Opus 4.7在对话中意外将内部system prompt泄露到界面，prompt内容包含大量格式化指令和选举相关内容
I just had a Chat with Claude and for no reason and without any question in that direction, it added a disclaimer with the system prompt in the answer. (after answering my initial question) [https://…
受众观点：①system prompt里大量篇幅用于禁止bullet points反映模型格式控制的挑战（@emulable, 155 likes）②prompt末尾包含选举相关内容引发对AI政治立场设计的关注（@5rob, 77 likes）③数据时间戳指向4.6而非4.7泄露内容真实性存疑（@ninursa, 28 likes）
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- @emulable (155): It's hilarious that like a third of the system prompt here is just various ways to tell the model to stop using so many bullets
- @5rob (77): Jeez, having that election prompt at the end is wild.
- @cptawesome_13 (50): there is a terminator joke in there...
- @lick_it (29): Probably it was constantly saying that Donald Trump couldn’t possibly be president as that is absurd.
- @ninursa (28): Hmmm. The data at the end is more Opus 4.6 though [https://platform.claude.com/docs/en/release-notes/system-prompts](https://platform.claude.com/docs/en/release-notes/system-prompts) so whatever happened, it was probably not the model's own system prompt?
开发者对比测试GPT-5.5 Codex和Claude Opus 4.7在PR分类机器人和实时代码审查UI两项实际工程任务上的表现，Claude胜出但Codex便宜18%
I've used Claude Code the most among AI coding agents. Sonnet, Opus, I've run them all. The reason is simple: they're beasts at tool execution and prompt following. That's also why Anthropic dominate…
受众观点：①测试环境不对等Claude用CLI而Codex用Cursor结论可信度存疑（@LustfulScorpio, 43 likes）②订阅之外为何额外付API费用（@dellfanboy, 39 likes）③时间成本远超模型价格差异贵的能一次成功更值（@seanyasno, 17 likes）
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- @LustfulScorpio (43): Curious why you ran the test with Claude Code in what I am assuming is the CLI with full control and Codex through Cursor instead of Codex through the CLI as well?
- @dellfanboy (39): Why are you all paying anything outside of the subscription?
- @TheWiseMind (19): Yeah this basically invalidates what is otherwise an interesting comparison. Codex CLI has the Codex harness, Cursor has it owns harness.
- @jerceratops (18): Because we are working 8h+ a day and blow through subscription limits.
- @seanyasno (17): Honestly I prefer to go with the expensive one, especially when it nails it first try and saves time. Time is extremely valuable. Literally you can’t buy time you lost back. So if something can do it faster, good architecture and in less trial and error, I prefer to go on this o…
独立开发者将 AI 漫画应用 Arcstory 以四万两千美元出售，记录从辞职冷启动到首次变现再到产品退出的完整历程
I just sold my first app for $42,000! Built solo — no team. Arcstory is an AI comic maker (I originally built it to create comic strips featuring myself). I sold it to a company , they reached out tw…
受众观点：①为什么选择出售而非坚持运营到下一个 MRR 台阶（@No_Chemist2922, 29分）②卖掉获取安全感 vs 继续磨收入的两难，7年9款 App 的建立者亲历视角（@Prestigious_Ad_3492, 20分）③买家背景和商业逻辑——拥有 50+ App 组合的公司如何选标的（@Nucleif, 6分）
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- @No_Chemist2922 (29): Curious to know why did you sell it instead of continuing working on it?
- @Prestigious_Ad_3492 (20): Both cases could have worked for me, \- Don't sell the app, keep working on it and then the next level of MRR is just around the corner \- Sell the app, have money in the bank and not worry about bills when making your next product I have been building since I started working 7…
- @Nucleif (6): May i ask whats the reason you sold it? And the company that bought it, was it similar app that wanted less competition?
- @Prestigious_Ad_3492 (5): I was living on MRR, it was my first product since I left the job, Idea has less weight than execution now and thus I decided to sell it to pay my bills The company which bought it has portfolio of 50+ apps, they buy apps understand what strategy makes more revenue and then appl…
- @Own_World_6000 (4): Good decision, everyone should build safety net first in this tough market. if you are open for it then interested to know/learn about your next product.
两位创始人耗时两年打造话题优先社交平台 Rhyme，首周候补名单突破一千人，公开讨论变现模式和冷启动策略
We've been working on [Rhyme.com](https://rhyme.com/) for two years. We talked about it for two years before that. We wrote it off probably a dozen times along the way because starting a social media…
受众观点：①"共存而非征服"被认为是整篇帖子最聪明的判断，创业不该以杀死现有平台为目标（@RegularSalamander212, 3分）②产品名字 Rhyme 普通用户容易拼错，命名是否有坑（@cd7k, 0分）
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- @RegularSalamander212 (3): the coexistence over conquest is probably the smartest thing in this whole post every startup trying to kill an existing platform ends up copying the exact mechanics that made people hate the original one in the first place
- @cd7k (0): > Rhyme Good job on picking a name that the average reddit user can't spell.
独立开发者在竞争饱和的订阅追踪赛道中，凭借买断制定价差异化和 Reddit 公开建造策略，两个月内获得四十余名付费用户和近千美元收入
Two months ago, I was mass DMing strangers on the internet. Today, I have 40+ paying customers. I launched [SubChecks](http://SubChecks.com) (a subscription tracker) and honestly thought it would fai…
受众观点：①买断制的长期收入可持续性——服务器和云成本如何覆盖（@thuanshelby, 3分）②早期如何从零获客，私信 outreach 和公开发帖哪个更有效（@pranav23082000, 2分）③Reddit 公开分享比 100+ 条私信 outreach 效果好得多（@Subject-Road-184, 2分）
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- @wisdom-wizard (10): More power to you. People who complain or just comment rubbish are doing so because they can't be you.
- @thuanshelby (3): congrats! that sound really impressive. Honest question: how do you plan to pay for the app server/cloud services in the future if your app is one-time-purchased?
- @pranav23082000 (2): Did you approached people daily? How did you get people to use your app?
- @Subject-Road-184 (2): At the beginning I was trying outreach almost daily, but honestly public posting ended up working much better for me. Most of the early users came from Reddit posts and people resonating with the “not another subscription” angle.
- @Subject-Road-184 (1): Really appreciate that.
独立开发者为个人二手车倒卖需求构建 Craigslist 爬虫工具 caralert，实现低于市场价十五个百分点的自动预警，并将其变现为分档订阅 SaaS 产品
I flip car on the sides during my free time. The most challenging aspect of flipping cars is finding the deals before someone else snags them. Craigslist is updated thousands of times a day, and thos…
受众观点：①Craigslist 迟早会封爬虫，这是整个赛道的通病（@umair01, 18分）②从真实个人痛点出发的 SaaS 比"找创业想法"式产品更容易成功，高利润场景意味着定价可以更高（@Thin-Pizza4909, 14分）③网站风格建议做得更朴素以匹配目标用户审美（@liltechnomancer, 18分）
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- @liltechnomancer (18): This might sound odd. But for your market you should make your site uglier and plain.
- @umair01 (18): CL will, eventually, block you.
- @Thin-Pizza4909 (14): This is exactly the kind of SaaS that tends to work because it started from a real workflow pain instead of “looking for an idea.” Also if people are making thousands per flip, your higher tier is probably underpriced compared to the value of finding even one extra deal a month.
- @the_seed (8): Hey man, this is AWESOME but I just want to tell you so you can build on this and plan ahead, that CL is notorious for blocking scapers. I don't at all want to burst your bubble because I think it's an awesome product and there's a huge market for it but the reason there is a hu…
- @Sad_Entrance_7899 (6): Thank you for your comment. I didn't realize how it can be underpriced if people make a lot of profit with it, that's interesting ! I will maybe update pricing plan when the scrapper will be able to get facebook marketplace offers
开发者为解决远程团队排会难题，构建了无需注册的轻量级时区重叠工具 Timezoners，支持成员自定义非规律工作时间并查看重叠窗口
I built Timezoners, a zero-signup tool for finding overlapping working hours across remote teams. [https://www.timezoners.com](https://www.timezoners.com/) I know there are a few timezone tools out t…
受众观点：①大公司如 Teams/Outlook 可以轻易复制，防御性护城河在哪里（@Still_Bag_8834, 1分）②零注册设计智慧，但实际采用取决于团队是否真的关心精确重叠而非大致会议时间（@LeaderAtLeading, 2分）③比 timeanddate.com 现有方案更好看更易用（@siniradam, 1分）
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- @LeaderAtLeading (2): Timezone overlap for remote teams is useful but most people just use a spreadsheet or Slack integration. No signup is smart but real adoption depends on whether teams actually care about exact overlap or just approximate meeting times.
- @Still_Bag_8834 (1): Good idea, it‘s a true demand. However, it may easily copy by the large company like teams/outlook... Do u have business mode? or just build a pratical tool. In the view of tool, this is perfect.
- @Miamiconnectionexo (1): this is the way. simple and it actually works.
- @Miamiconnectionexo (1): this is the kind of thing that actually helps vs the generic stuff you usually see.
- @siniradam (1): I’m using this https://www.timeanddate.com/worldclock/meeting.html But yours looks better
开发者将 Claude Code 全生态整理为结构化知识库 vexilo，涵盖二百四十四个工具和九十二条命令，在 Product Hunt 零人脉情况下有机获得第十九名
Built this because I kept discovering Claude Code features by accident — months after I should have known they existed. 244 tools, 31 agents, 92 commands, 121 skills. All in one place. Happy to answe…
受众观点：①能否按使用表面（CLI/IDE/手机）过滤，特别是支持手机端审批任务（@rjyo, 1分）②零网络零人脉在 PH 能拿到第19名，全有机流量的方法论（@Any_Necessary_9804, 1分）③是否开放集成，不同工具之间的生态互通（@Any_Necessary_9804, 1分）
展开评论
- @Any_Necessary_9804 (1): One more thing — if you want to try it before buying, [vexilo.app](http://vexilo.app) has a free preview. No signup needed. Would genuinely love feedback from this community. What's missing? What would make this more useful for your actual workflow?
- @[deleted] (1): [removed]
- @Any_Necessary_9804 (1): Ha, shameless plugs welcome here — we're all builders. Checking out your demo now. If there's a way to integrate Vexilo's index into your app, I'm open to it.
- @Any_Necessary_9804 (1): For context — launched this on Product Hunt 2 days ago. #19 on launch day, 86 upvotes, all organic. Zero network, zero maker friends. Still early but the response has been encouraging. Happy to answer any questions. https://preview.redd.it/lcbffgzdm11h1.png?width=2698&format…
- @rjyo (1): This is great. Quick question — does the index categorize by surface area (CLI, IDE, mobile, web) or just by feature type? Would love a filter for tools that let you use Claude Code outside the laptop. I built Moshi for that exact gap — mobile SSH/Mosh client with a shortcuts pa…
开发者正在构建 AI agent 支付基础设施 Axon402，允许 agent 在预算上限和人工审批机制下自主购买 API、数据和工具服务
I’ve been working on [Axon402](https://axon402.com/), a project around payments for AI agents. The basic idea: if agents are going to do real work, they’ll eventually need to buy things like APIs, da…
受众观点：①核心代码必须开源才能被信任，不会把闭源支付平台接入 agent（@bensyverson, 4分）②"agent 在开曼群岛注册公司给自己开发票"背后是 agent 自主性边界的真实焦虑（@2reform, 3分）③希望有活跃数据集交易市场，爬虫数据变现渠道匮乏（@Boomah422, 2分）
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- @bensyverson (4): Is this open source? There is exactly zero chance I would let my agents transact on a closed source payment platform unless it's Stripe
- @2reform (3): Then AI will start their own businesses with offshore structures.
- @Boomah422 (2): I'd love for oee active maroetlace to sell leads and scraped data Scraping has been my thing for nearly a decade and I did antibottinf with selenium before there was even an industry need. However I can't make any money selling my wares unless I find an agent or company that wan…
- @bensyverson (1): That seems like a fair division. I definitely think you want the core smart contract code itself to be open & auditable.
- @Alexpplay (1): Exactly. First they automate your workflows, then they incorporate in the Cayman Islands and invoice you for API calls.
r/SideProject 发起的真实创业起源故事讨论，征集独立开发者从想法到坚持的真实心路历程和一线建议
Not the polished origin story. The real one. What are you building, how did the idea actually come to you, and did you ever genuinely think it would go anywhere or were you just winging it? And if yo…
受众观点：①真实动机与自用逻辑——多位作者强调"built it because I needed it"而非市场调研（@ezpyd, @Alert-Championship92）②没有收入时如何坚持——心理驱动（@Alert-Championship92, @ezpyd）③对新人的具体可执行建议——"study your target market"、"ship it and let people find you"（@imadien, @ezpyd）
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- @Alert-Championship92 (2): I’m building an app called TUCKiT. Honestly, I didn’t “validate” it in some startup genius way. I was just annoyed carrying a thick wallet full of random cards — loyalty cards, library cards, gym cards, health cards, everything. At first I built it purely for myself. The funny p…
- @taxnomad (2): You don’t, you must just try everything what you got. Deal with rude and unpleasant people and try your best.
- @imadien (2): Not tech related. I am building a [card game](https://www.stashcardgame.com) The idea came from enjoying Magic the Gathering but finding it too complex and difficult to introduce to new players and non-boardgamers. I have been winging it but am now at final production run having…
- @Routine_Witness_1742 (2): I am making a SDK initially built for tracking user's activity in the cheapest way possible (absolutely free for small startups). It uses discord webhooks to send user reports. Tracks features, button clicks, pages visited, acquisition source marked with a timestamp. Still build…
- @ezpyd (2): building pause moment, an android phone-lock app. didn't know the idea would work. i built it because i needed it. the real story: i'm on daily ptsd medication. for two years i kept swiping the alarm in my sleep and forgetting the pill. tried every persistent-alarm app on the ma…
Spellar AI 3.0 是一款具备跨会议记忆能力的 AI 会议助手，可追溯历史会议中的客户发言和决策记录
Spellar AI
受众观点：①跨会议记忆功能的核心差异化定位（@Overview）②与 Granola、Superpowered 等同类产品的竞争格局（@Granola, @Superpowered）
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- @Overview (0): * [Launches6](/products/spellar/launches) * [Reviews23](/products/spellar/reviews) * [Built with](/products/spellar/built-with) * [Forum](/p/spellar) * [Team](/products/spellar/makers) * [Awards](/products/spellar/awards) * More This is the 6th launch from Spellar AI. [View more…
- @Granola (0): The AI notepad for people in back-to-back meetings [4.8(44 reviews)](/products/granola/reviews) [Meeting software](/categories/meetings)[AI notetakers](/categories/ai-meeting-notetakers) [HyNote AI](/products/hynote-ai) Full Stack AI Note Taker For Professionals [4.8(37 reviews)…
- @Amie (0): The joyful productivity app [4.8(44 reviews)](/products/amie-2/reviews) [Calendar apps](/categories/calendars)[Scheduling software](/categories/scheduling)
- @Superpowered (0): The AI copilot for your meetings [4.6(58 reviews)](/products/superpowered-me/reviews) [Note and writing apps](/categories/notes-documents)[Calendar apps](/categories/calendars)
- @Wudpecker (0): Truly Personalized AI notes for your meetings [4.9(16 reviews)](/products/wudpecker/reviews) [Note and writing apps](/categories/notes-documents)[AI Chatbots](/categories/ai-chatbots) [View more ](/products/spellar/alternatives)
Tendem 是 Toloka 推出的人机协作工作流平台，让专家在 AI 流程节点上提供专业质量把关
Tendem by Toloka
受众观点：①AI 流程中最后 20% 质量问题的普遍痛点（@Genya, @Tina Chhabra） ②专家消息与 AI 消息的分离设计（@Bengeekly, 6likes） ③human-in-the-loop 成为 AI 平台标配趋势（@Genya）
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- @Overview (0): * [Reviews](/products/tendem-by-toloka/reviews) * [Team](/products/tendem-by-toloka/makers) * [Awards](/products/tendem-by-toloka/awards) * More Free Options Launch tags:[Design Tools](/topics/design-tools)•[Productivity](/topics/productivity)•[Artificial Intelligence](/topics/a…
- @Trace (0): Workflow Automations for the Human 👾 AI Workforce [4.7(38 reviews)](/products/trace/reviews) [Team collaboration software](/categories/team-collaboration)[Automation tools](/categories/automation) [GPTBots.ai](/products/gptbots-ai) Build Smarter AI Teams, End-to-End. [4.9(22 rev…
- @DayZero (0): Blueprint engine converting your ideas into a strategic plan [4.9(9 reviews)](/products/dayzero-2/reviews) [AI Workflow Automation](/categories/ai-workflow-automation) [View more ](/products/tendem-by-toloka/alternatives)
- @Genya (0): [Tendem by Toloka](/products/tendem-by-toloka) Maker [@natalia\_mikhailova](https://www.producthunt.com/@natalia%5Fmikhailova) it's pretty daring to be none of the existing categories and becoming one.. I bet the more AI platforms will be heading into this direction of relying m…
- @Bengeekly (0): [ProdShort](/products/prodshort) Can we keep a specific message for the experts, or is the prompt meant for both the human and the AI when we need something specific to verify, for example? Upvote (6) Report Share 9h ago [](/@nerushmn) [Maksim Nerush](/@nerushmn) [Tendem by Tolo…
Theneo 是同时面向开发者和 AI agent 调用的一体化 API 管理平台，覆盖设计、文档、观测全流程
Theneo
受众观点：①API 文档工具赛道差异化核心在于能否真正服务 agent 调用（alternatives：Mintlify/GitBook/ReadMe） ②第四次 launch 说明产品持续迭代有稳定用户基础（Overview） ③all-in-one 定位覆盖设计+文档+管理+观测（Overview）
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- @Overview (0): * [Launches4](/products/theneo#launches) * [Reviews3](/products/theneo/reviews) * [Alternatives](/products/theneo/alternatives) * [Built with](/products/theneo/built-with) * [Team](/products/theneo/makers) * [Awards](/products/theneo/awards) * More This is the 4th launch from Th…
- @Mintlify (0): The intelligent knowledge platform [5.0(74 reviews)](/products/mintlify/reviews) [Team collaboration software](/categories/team-collaboration)[Knowledge base software](/categories/knowledge-base) [ReadMe ](/products/readme) Beautiful, personalized, interactive developer hubs. [5…
- @GitBook (0): Intelligent docs that sell, support and scale your product [4.7(23 reviews)](/products/gitbookio/reviews) [Team collaboration software](/categories/team-collaboration)[Knowledge base software](/categories/knowledge-base)
- @Archbee (0): No-code Product Documentation Platform [4.8(11 reviews)](/products/archbee/reviews) [Team collaboration software](/categories/team-collaboration)[Knowledge base software](/categories/knowledge-base)
- @Swimm (0): A documentation tool built for developers [5.0(7 reviews)](/products/swimm/reviews) [Note and writing apps](/categories/notes-documents)[Knowledge base software](/categories/knowledge-base) [View more ](/products/theneo/alternatives)
Causo 是帮助创业者精准匹配 VC 并自动化融资外联流程的 AI 工具，创始人有亲自融资 8000 万美元的一手经历
Causo
受众观点：①AI 融资工具中数据准确性和幻觉问题（@Causo: 'just prompting Claude don't hallucinate doesn't cut it'） ②融资流程手动找 VC 和撰写邮件的时间浪费（@Causo: 'save hours hours hours'）
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- @Overview (0): * [Launches2](/products/causo-hub-free-tools-for-fundraising#launches) * [Reviews](/products/causo-hub-free-tools-for-fundraising/reviews) * [Alternatives](/products/causo-hub-free-tools-for-fundraising/alternatives) * [Built with](/products/causo-hub-free-tools-for-fundraising/…
- @Exitfund (0): We Make Raising Startup Capital Easy Using Community and AI [4.8(12 reviews)](/products/exitfund/reviews) [Fundraising resources](/categories/fundraising-resources) [Go Global World](/products/go-global-world) SaaS platform for Investors and Startups with Matchmaking [5.0(13 rev…
- @Causo (0): Maker 📌 Hey PH, I'm Dawid: I'm a serial (exited) founder who's raised ±$80 million in venture funding and it was NOT fun. Causo is the tool I wish I had when fundraising: -save hours hours hours on manually finding and researching the right VC funds and the right person to reach…
- @Causo (0): Maker [@priya\_kushwaha1](https://www.producthunt.com/@priya%5Fkushwaha1) Oh I know the pain Priya - one of the things we encountered when prototyping Causo a while back 😅 even if no hallucinations happen, training data will often have very outdated information, so you might see…
- @Causo (0): Maker [@dawid\_baranowski](https://www.producthunt.com/@dawid%5Fbaranowski) [@priya\_kushwaha1](https://www.producthunt.com/@priya%5Fkushwaha1) Thank you so much Priya! No way of knowing how it is going yet, but one can only hope! Upvote (1) Report Share 9h ago [](/@zolani%5Fmat…