AI Products / Coding / Agents
Codex
OpenAI's coding agent across CLI, IDE extension, desktop app and cloud, writing code, fixing bugs and opening PRs in parallel.OpenAI 的编程 Agent:CLI、IDE 插件、桌面 App 和云端并行写代码、修 bug、提 PR
OpenAI 的编程 Agent:CLI、IDE 插件、桌面 App 和云端并行写代码、修 bug、提 PROpenAI's coding agent across CLI, IDE extension, desktop app and cloud, writing code, fixing bugs and opening PRs in parallel.
Ranking history
| List | Period | # | Value | MoM |
|---|---|---|---|---|
| OpenRouter · Apps · 本周 token 用量 | 2026-10-29 | 8 | 2.83T tokens | — |
| 〃 | 2026-10-28 | 10 | 2.50T tokens | — |
| 〃 | 2026-10-27 | 10 | 2.31T tokens | — |
| 〃 | 2026-10-26 | 10 | 2.19T tokens | — |
| 〃 | 2026-10-25 | 11 | 2.15T tokens | — |
| 〃 | 2026-10-24 | 12 | 1.98T tokens | — |
| 〃 | 2026-10-23 | 12 | 1.76T tokens | — |
| 〃 | 2026-10-22 | 12 | 1.59T tokens | — |
Each row’s methodology is given by the list name (MAU, traffic and token usage differ), so rows are not comparable. AICPB does not disclose its collection method.
Timeline · 116
- X trendAndroid Studio Rabbit 2 adds Bring Your Own Agent via the open Agent Client Protocol: you can install 40+ ACP-compatible agents (Claude, Cod…Android Studio Rabbit 2 通过开放的 Agent Client Protocol 支持「自带 Agent」:可以在 IDE 里直接安装 40 多个兼容 ACP 的 Agent(Claude、Codex、Antigravity 等)并自选模型;这一版还加了 a…
- LaunchYardlet: a free, open-source Mac app for the coding agents you already use: it launches Codex, Claude Code, OpenCode and others with their o…Yardlet:给你已经在用的编程 Agent 做的免费开源 Mac 应用:用各自的 CLI 和登录启动 Codex、Claude Code、OpenCode 等,统一到一个侧边栏、输入框和一套审批卡片里;会话仍存在各 agent 自己的存储中(在这里开的任务也能在 Codex…
- LaunchDeepTutor: HKU's open-source, agent-native learning workspace: tutoring chat, quizzes, research, visualization, mastery paths and immersive…DeepTutor:港大开源的 Agent 原生学习工作台:辅导对话、出题、研究、可视化、掌握路径和沉浸式阅读(支持 YouTube/B 站字幕)共用一套运行时和记忆;可以把 Claude Code、Codex、OpenCode 等 agent 当子 agent 调用,接入 Li…
- NewsV2EX Show & Tell: aivault lets multiple coding agents share one set of rules, skills and memory: it keeps rules, skills and memory in a plai…V2EX 分享创造:aivault,让多个编程 Agent 共用一套规则、skill 和记忆:把规则、skill 和记忆放进一个普通 Markdown 文件夹,接进 Claude Code、Codex、OpenCode、Gemini CLI、Kimi Code、DeepSeek…
- X trendTibo: ChatGPT and ChatGPT Work will merge, but not yet: after some users saw a pop-up about the change, OpenAI's Codex lead said it was show…Tibo:ChatGPT 与 ChatGPT Work 将合并,但还没开始推送:部分用户看到了相关弹窗,OpenAI Codex 负责人称那是误推;计划在今年某个时候谨慎地把 Chat 与 Work 能力合到一起。2400 赞。
- X trendVox: stop the Opus-writes / Codex-reviews nitpick loop with a risk score: add to your review prompt or AGENTS.md "Rate each bug from 1 to 10…Vox:用风险评分打断「Opus 写、Codex 审」的无限挑刺循环:在审查提示词或 AGENTS.md 里加一句「每个 bug 按发生频率和严重程度各打 1–10 分,乘积低于 5 就只记 issue、不改代码」,再给负责修改的模型加一句「不要为没人提过的罕见或未来情况做设计」…
- LaunchOpenLLM: take your AI tokens anywhere: a unified layer that lets you use your existing subscriptions, API keys and local models inside Codex…OpenLLM:让你的 AI 额度随处可用:一个统一接入层,把已有订阅、API key 和本地模型接进 Codex 等 coding agent,或 Mac 上的 ChatGPT 应用里用;某个额度用完会自动切到别的继续跑,还能从任何地方在家里那台机器上开编码会话。今天在 Pro…
- NewsV2EX: JetBrains ships another lightweight editor, Thinkrail, after Fleet and Air — 100+ replies, mostly skeptical: one commenter notes it's…V2EX:JetBrains 在 Fleet、Air 之后再推轻量编辑器 Thinkrail,百余楼几乎一边倒唱衰:有人指出它本质是进程内跑 pi agent、再桥接到 Web UI 的薄壳;不少人说现在用 Codex 等工具基本不看代码,只要文件查看、Markdown 渲染和…
- X trendAnthropic Frontier Red Team: an unreleased Claude chained critical exploits across Chrome, Safari, Android, Windows and Linux: after initial…Anthropic Frontier Red Team:未发布的 Claude 在 Chrome、Safari、Android、Windows 和 Linux 上串起了高危利用链:初始提示后模型几乎不需人工就写出五条可跑通的攻击链——一键 Chrome 沙箱逃逸(V8 → Cac…
- X trendChatGPT Pro 200 usage halves on Oct 30 while the $200 price stays: for grandfathered Pro 200 subscribers (active Sep 22–29), Work/Codex incl…ChatGPT Pro 200 从 10 月 30 日起额度减半,月费仍为 200 美元:获旧额度保护的订阅(9 月 22–29 日在订)Work/Codex 从 Plus 的 20 倍降到 10 倍,GPT-6 Pro 聊天从每周 200 条降到 100 条;旧额度保留到 10…
- X trendChatGPT adds iCloud Mail and Calendar plugins on all plans: ask it to find an email, catch up on your inbox, check what's next or update a c…ChatGPT 全套餐上线 iCloud 邮件和日历插件:可以让它找邮件、汇总收件箱、看接下来的日程或修改日历事件,支持网页、桌面和 iOS;Codex 负责人 Tibo 开玩笑说 Codex「第 23 天」福利就是这些插件,随后澄清其实是又一次用量重置(5000+ 赞)。
- LaunchHallmark v2: Together AI's anti-AI-slop design skill for Claude Code, Codex, Cursor and OpenCode: deals three themes from a catalog of fifty…Hallmark v2:Together AI 出品、给 Claude Code / Codex / Cursor / OpenCode 用的「反 AI 味」设计 skill:从 50 套主题里挑 3 套,围绕访客目的搭页面,再在真实浏览器里按分级门槛检查各种「机器味」(每个标题…
- X trendMiniMax open-sources self-hosted OpenAI Agents API “OpenAgentCore”: one Core, many harnesses; point the official OpenAI SDK at your OPENAIBA…MiniMax 开源自托管 OpenAI Agents API「OpenAgentCore」:一套 Core、多种 Harness;官方 OpenAI SDK 只改 OPENAIBASEURL,Session 里可选 Codex / Claude Code / MiniMax C…
- X trendGuizang tunes personal Memory and multi-agent collab: Codex + Muse + Grok Bot by role: a dashboard registers each agent’s role and auth—Code…歸藏优化个人 Memory 与多 Agent 协作:Codex + Muse + Grok Bot 分职:看板登记各 Agent 角色与授权——Codex 管本地采集/同步/仓库工具与日记记忆;Muse 管长期上下文摘要与健康娱乐资讯;Grok Bot 执行 daily-ai-d…
- X trendOpenAI launches GPT-6.1 Terra, a fast, cheap computer-use model: Terra reads the screen, acts across apps and writes more naturally; on Agen…OpenAI 发布 GPT-6.1 Terra:又快又便宜的电脑操作模型:Terra 能看懂屏幕、跨应用操作,写作也更自然;在 Agents' Last Exam 上与 GPT-6 Astra 打平,每 token 价格只有其十分之一,最高档下每个任务成本比 Claude Opu…
- X trendGoogle launches the Gemini API CLI — a tool for the agent you already use: hand gemini-api to Claude Code, Codex, Cursor and others to gener…Google 发布 Gemini API CLI——给你现有 Agent 用的工具:把 gemini-api 交给 Claude Code、Codex、Cursor 等,就能生成图片、视频、语音和音乐,分析 PDF、音频、视频和 YouTube 链接,转写成 md/json/sr…
- LaunchAVP: open-source version control for coding agents, built to replace Git's branch → PR → CI loop: each agent opens a task, writes and lands…AVP:给编程 Agent 用的开源版本控制,想取代 Git 的「分支 → PR → CI」循环:每个 Agent 开任务、写代码、落地,且每次落地都要在 main 的最新 head 上证明通过;两个 Agent 改到同一处代码时,会把一方在另一方之上重放,而不是走 PR。在其基…
- LaunchOpenBot: a local-first desktop workspace for persistent AI teammates across Codex, Claude Code, Grok and more: each agent gets its own works…OpenBot:本地优先的桌面工作区,把 Codex、Claude Code、Grok 等变成常驻 AI 队友:每个 Agent 有独立工作区和会话(Codex App Server、Claude Code,以及通过 ACP 接入的 Grok CLI、OpenCode、Gemin…
- LaunchPaperPilot: a zero-cloud, pure-Rust PDF engine you can hand to your agent via MCP: one Rust core exposed as an MCP server (one-line config f…PaperPilot:零云端、纯 Rust 的 PDF 引擎,可通过 MCP 直接交给 Agent 用:同一个 Rust 核心提供 MCP 服务器(Codex、Claude Code、Kimi Code、Pi、Claude Desktop、Cursor 一行生成配置)、CLI、不…
- LaunchManyAgents: run a team of Claude Code and Codex agents from one Mac window: an orchestrator splits your work across agents, each in its own…ManyAgents:在一个 Mac 窗口里指挥一队 Claude Code 和 Codex Agent:编排器把工作拆给多个 Agent,各自在独立 git worktree 里干活;评审 Agent 检查结果,内置浏览器让 Agent 自测,所有 Agent 的提问都汇总到一…
- Newsgpu-unlock-ada goes viral: a Linux kernel module unlocks ~2× FP16/BF16 tensor throughput on RTX 4090, and a LinuxDo user confirms it on a 40…gpu-unlock-ada 爆火:Linux 内核模块解锁 RTX 4090 约 2 倍 FP16/BF16 张量吞吐,L 站网友 4090D 48G 实测成功:模块在 NVIDIA 驱动启动前打开 SM speed-select 覆盖,FP16/BF16(FP32 累加)指令…
- X trendCodex Day 21: usage limits reset again: Tibo (OpenAI Codex lead) posted "Day 21/ Wonder what happens the remaining seven days. But today is…Codex 第 21 天:用量额度再次重置:Tibo(OpenAI Codex 负责人)发帖「第 21 天/好奇剩下七天会发生什么。不过今天是重置日。」——继第 20 天之后又一次完整重置,28 天周期还剩一周(9000+ 赞)。
- X trendBruce Van: malicious AGENTS.md files can hijack coding agents — three self-checks: Forever Security reports that in its own tests with a mal…Bruce Van:恶意 AGENTS.md 能劫持编程 Agent,三条自查:Forever Security 报告称,用恶意 AGENTS.md 测试时 Codex 超过 90% 中招、Claude Code 约一半(研究人员自测),结论是没有漏洞可修——Agent 只是照着…
- X trendKhazix: a step-by-step guide to reverse-engineering real-world devices with AI: using Codex over ADB on four office meeting-room TVs, he rem…数字生命卡兹克:手把手用 AI 逆向现实世界的设备:用 Codex 通过 ADB 连上公司 4 台会议室电视,去掉开机广告和影视推荐,按公司品牌 Skill 做了粒子动态屏保和只保留投屏/信号源/设置的新首页;同事还让 Claude 借助 REA 逆向 4 盏补光灯的协议做统一控…
- LaunchMuscleMemory: open-source procedural memory for coding agents that learns only from proven successes: watches Claude Code / Codex sessions a…MuscleMemory:给编程 Agent 用的开源程序性记忆,只从「真正跑通」的任务里学习:旁观 Claude Code / Codex 会话,任务以测试通过收尾时记下一条短技能(该改哪些文件、用哪条测试证明、要避开什么);下次类似任务就把这段注记塞进提示词。基准称 Code…
- NewsV2EX hot thread: "Does anyone else feel Codex keeps falling behind Claude?": among ~31 replies most lean Claude (especially Opus) for overal…V2EX 热帖:「有没有感觉 Codex 越来越比不上 Claude 了」:约 31 条回复里多数倾向编程综合体验 Claude(尤其 Opus)更稳,有人刚被 Claude 封号切到 Astra / GPT-6.1 Sol 后直呼又慢又笨;也有人坚持双持,称若非 Codex 频…
- X trendVox: a paste-in prompt that finds the 3 habits burning your Claude Code quota: paste into Claude Code; it scans the last 7 days of session l…Vox:一条粘贴即用的提示词,找出烧掉你 Claude Code 额度的 3 个习惯:粘进 Claude Code;它用小脚本扫 ~/.claude/projects 最近 7 天的会话日志(不把原文塞进上下文),找出最耗额度的 3 个习惯(整文件读取、甩长测试/构建输出、狂开子…
- X trendVox: one AGENTS.md line that stops agents following stale docs over working code: researchers set a trap where docs disagreed with the code;…Vox:给 AGENTS.md 加一行,阻止 Agent 宁可跟过时文档也不跟能跑的代码:研究者设了文档与代码不一致的陷阱;Claude Code 80 次里有 79 次跟旧文档,Codex 4 次里有 1 次甚至把能跑的代码改成迁就过时文档。加上这行后,两个 Agent 跟代码…
- X trendvista8: a minimal "jailbreak an old Kindle with Codex + install KOReader" tutorial: buy a Ugreen Type-C to Micro-USB cable, charge the Kindl…向阳乔木:用 Codex 给旧 Kindle 越狱并装 KOReader 的极简教程:京东到家买绿联 Type-C 转 Micro-USB 线给旧 Kindle 充电 → 连上电脑跟 Codex 说「帮我越狱 kindle」(拒了就换 DeepSeek)→ 越狱后让它装 KORe…
- LaunchAgentGrid.io: a shared workspace where humans and agents work on the same live artifacts: YC-backed; docs, reports, slides, apps and designs…AgentGrid.io:人和 Agent 在同一份实时产物上协作的共享工作区:YC 投资;文档、报告、幻灯片、应用和设计稿都能让 Claude、GPT、Codex、Cursor、Hermes、OpenClaw 等 Agent 和人一起编辑,共享上下文、权限可控、完整版本历史。有…
- LaunchTiboSay: a cowsay-style Codex usage-reset tracker and predictor: new on V2EX's Share & Create — it auto-archives every @thsottiaux reset pos…TiboSay(Tibo 说):致敬 cowsay 的 Codex 额度重置监控与预测站:V2EX 分享创造新作,自动归档 @thsottiaux 每次重置推文(标出全员重置/储备重置),给出累计次数、平均间隔、最长等待和重置热力图;「AI 预测」按距上次重置的间隔、美西作息和…
- NewsDan Luu: "We should be more ambitious with the software we build": with agents, things that used to be absurd side quests now take hours — h…Dan Luu:「我们做软件应该更有野心」:有了 Agent,过去荒唐的支线项目现在几小时就能做完——他做了针对自己 Codex 负载调优的正则引擎和 ripgrep 分支,以及冷编译快约 50 倍的 Rust 解释器,起因是模型快 10–100 倍后,ripgrep、Rust…
- X trendCodex reset fully propagated; Tibo teases a "fun week ahead": following the day-20 reset in the last digest, Tibo (@thsottiaux) confirmed ar…Codex 额度重置已全量生效,Tibo 预告「接下来一周很好玩」:接上一期的第 20 天重置,Tibo(@thsottiaux)在北京时间约 14:06 确认「已经全部生效,明天尽情 Codex 吧,接下来一周也很好玩」,帖子超 4000 赞、38 万浏览。额度现在已经回满;2…
- X trendx-reader: make your agent say exactly what it actually read from a link: an open-source content reader covering 10+ platforms including X, Y…x-reader:让 Agent 读链接时老实交代到底读到了什么:开源的内容读取工具,支持 X、YouTube、B 站、公众号、小红书、播客等 10 多个平台。读完会标明读到了哪一层:搜索摘要不算原文、推文配文不等于视频、视频简介不等于内容,缺一层就标「只读了一部分」,读不到直接…
- X trendKhazix: a visual pipeline for his agent automations, built in 5 days: his automations were scattered across desktop schedules, webhook-trigg…数字生命卡兹克:5 天做出可视化的 Agent 自动化流水线:他的自动化任务散在桌面端定时、Webhook 加后台 CLI、Dots 等多处,于是做了一个戴森球计划风格的微缩小镇来统一管理:每条流水线是一个预设自动化,每个发出的包裹是一次具体任务,路由给两个 Agent 执行,还…
- X trendCodex Day 20: "Rest and reset" — usage limits reset again, by midnight Pacific: on day 20 of OpenAI's 28-day Codex shipping challenge, Tibo…Codex 第 20 天:「休息 + 重置」,额度再次重置,太平洋时间午夜前生效:OpenAI 28 天 Codex 挑战第 20 天,Tibo(@thsottiaux)没有发新功能,而是宣布再一次重置用量额度,「by midnight PST」前到账(约北京时间 10/25 1…
- X trendClaude's "Reverse Engineer Anything" workflows now trip safety checks mid-answer: users report that asking Claude (Opus 5.5) to run or even…Claude 的「Reverse Engineer Anything」流程开始在回答中途触发安全拦截:用户反映,让 Claude(Opus 5.5)跑 REA、甚至只是总结 REA,都会在回答一半时触发网络安全护栏。REA 是 MIT 开源的 MCP 服务,让 Claude Co…
- X trendCognition open-sources Devin Vulnerability Fixes: agent skills that patch this week's PHP, Node.js and GitLab RCEs: three MIT-licensed SKILL…Cognition 开源 Devin Vulnerability Fixes:用 agent skill 修补本周 PHP、Node.js、GitLab 的 RCE:三个 MIT 协议的 SKILL.md(fix-php-vuln、fix-node-vuln、fix-gitlab…
- X trendStrata: run a 125B-class model locally on a gaming PC and wire it into Claude Code / Codex: an open-source inference engine (MIT, ~32k GitHu…Strata:让普通游戏电脑本地跑 125B 级大模型,并接入 Claude Code / Codex:开源推理引擎(MIT,GitHub 约 3.2 万星),用 GPU 显存、内存和 SSD 三级调度加 MoE 专家动态缓存,显存加内存合计 32GB 起步就能跑 Qwen3.8…
- X trendAgent Manager (Hugging Face, @lvwerra): run Claude Code, Codex, Gemini CLI, opencode and more side by side from your own private HF Space: a…Agent Manager(Hugging Face,@lvwerra):在自己的私有 HF Space 里并排跑 Claude Code、Codex、Gemini CLI、opencode 等:Apache-2.0 的 Docker Space 模板,自述为「AI 编程 CLI…
- LaunchImpeccable: design vocabulary for AI coding agents — 1 skill, 24 commands, 62 detector rules: install with npx impeccable install, then /imp…Impeccable:给 AI 编程 Agent 用的设计词汇——1 个 skill、24 条命令、62 条检测规则:npx impeccable install 安装,再跑 /impeccable init 把产品事实写入 PRODUCT.md。命令覆盖 craft、audit…
- X trendOpenAI is winning Anthropic coding customers with steep discounts: The Information reports that at Rippling, Anthropic's share of engineers'…OpenAI 靠大幅折扣从 Anthropic 抢走编程客户:据 The Information,Rippling 工程师写代码用的模型里,Anthropic 占比从 5 月的 57% 掉到 18%,OpenAI 从 16% 升到 52%,CEO Parker Conrad 说就…
- X trendvista8: jailbroken old Kindle + KOReader, then Claude Code/Codex to tweak the UI: cheap used Kindles last forever; install KOReader + WeChat…向阳乔木:越狱旧 Kindle + KOReader,再用 Claude Code/Codex 改 UI:旧 Kindle 便宜续航久;装 KOReader + 微信读书插件,界面不爽可上 SimpleUI,也能直接用 Codex 或 Claude Code 改。他把「乔木 Re…
- LaunchCindy: open-source multi-harness AI agent that works out of the box: Apache-2.0 desktop/mobile client that runs Claude Code, Codex and Pi in…Cindy:开箱即用的开源多 harness AI agent:Apache-2.0 的桌面/移动客户端,把 Claude Code、Codex 和 Pi 放在同一处(更多 harness 和自研 harness 在路上),任务做到一半也能换 harness 或模型,工作区、记忆…
- LaunchHallmark: a design skill that ends AI slop for Claude Code, Codex and OpenCode: install with npx skills add nutlope/hallmark -g; it picks on…Hallmark:给 Claude Code、Codex 和 OpenCode 用的、专治 AI 审美垃圾的设计 skill:一行 npx skills add nutlope/hallmark -g 安装;它从 48 套材质主题里选一套(或从零设计),会向你要真实照片和数字而不…
- X trendCodex Day 19: switching reasoning mid-conversation no longer invalidates the prompt cache: on day 19 of OpenAI's 28-day Codex shipping chall…Codex 第 19 天:对话中途改推理深度不再作废 prompt cache:OpenAI 28 天 Codex 改进挑战第 19 天,Tibo(@thsottiaux)说 Codex 和 Work 里中途改 reasoning effort 会保留缓存,简单步骤用低推理、需要…
- X trendAWS open-sources Agent Toolkit for coding agents: aws/agent-toolkit-for-aws packages MCP access to 300+ AWS APIs, sandboxed Python execution…AWS 开源面向编程 Agent 的 Agent Toolkit:aws/agent-toolkit-for-aws 把 300 多个 AWS API 的 MCP 访问、沙箱 Python 执行、实时文档搜索,以及服务选型、CDK/CloudFormation、无服务、容器、Be…
- X trendGemini API CLI (gemini-api): one Go binary that gives Claude Code / Codex every Gemini capability: Google's Oct 19 experimental preview — a…Gemini API CLI(gemini-api):给 Claude Code / Codex 一个调用全部 Gemini 能力的单文件 Go 命令行:Google 10 月 19 日放出的实验预览,一个零依赖二进制覆盖文生图/视频/音乐/配音、文件分析、转写,以及后台 Man…
- X trendHumanLayer open-sources its entire coding-agent platform under Apache 2.0: it is the same code HumanLayer Cloud runs: the Electron/Tauri des…HumanLayer 以 Apache 2.0 协议开源整套编程 Agent 平台:开源的就是 HumanLayer Cloud 在跑的同一套代码:Electron/Tauri 桌面端和 Web 界面、humanlayer CLI 里在你机器上跑 Claude Code 和 Co…
- X trendAwesome Short Drama Skills: an AI short-drama skill list backed by a controlled test: 83 hand-checked short-drama skills and 16 related open…Awesome Short Drama Skills:带对照组实测的 AI 短剧 Skill 清单:收录 83 个短剧 Skill 和 16 个相关开源平台,都经过人工核对,按小说改编、分集大纲、钩子设计、剧本审稿到分镜和 Seedance、可灵、MiniMax 视频提示词分阶段…
- LaunchCorgi: a terminal multiplexer built for running many coding agents: like tmux it keeps agents and dev servers running in the background, but…Corgi:为同时跑多个编程 agent 设计的终端复用器:它像 tmux 一样让 agent 和开发服务器在后台持续运行,还会显示每个 agent 在干什么、哪个在等你(按 F1 跳到下一个未读),能用你的多个账号启动 Claude Code、Codex、Pi 或 OpenCo…
- LaunchMonish: put your agents on the iPhone lock screen, with Approve/Deny before risky actions: paste one line into Claude Code, Codex, Cursor, n…Monish:把 agent 放到 iPhone 锁屏上,危险操作前先让你批准或拒绝:在 Claude Code、Codex、Cursor、n8n 或定时任务里粘贴一行,agent 读完一份简短说明后,长任务会以实时活动的形式显示在锁屏和灵动岛上,完成时提醒你一次(失败可以在免打…
- LaunchPeras: a weekly usage line for Claude Code and Codex: set something like peras set weekly 85 pause, and once your weekly usage crosses that…Peras:给 Claude Code 和 Codex 的每周额度划一条线:比如设 peras set weekly 85 pause,每周用量超过这条线后,agent 的下一次工具调用会被拒绝并给出原因,免得一个长任务把整周额度烧光;随时可以在终端或菜单栏恢复。它读的是 Cla…
- LaunchPristine: an agent skill that critiques and polishes web UI: it looks at the real page in light and dark, desktop and mobile, judges it thro…Pristine:帮 agent 评审和打磨网页 UI 的技能:它会实际打开页面,看亮色、暗色、桌面和手机四种状态,按你产品用户的画像来评判,然后要么从 11 个维度打 10 分制的分,要么直接改。命令有 /pristine init(生成 DESIGN.md)、critique…
- NewsV2EX hot thread: "Are people who insist on using Claude masochists?": nearly 100 replies mostly explain seriously why they keep using it des…V2EX 热帖:「硬要用 Claude 的人是不是有 M 倾向?」:近百条回复基本是认真回答为什么顶着封号也要用:有人说同一个提示词 Codex 要 10 分钟、Opus 5.5 medium 只要 1 分钟;有人用 DeepSeek 写的设计文档反复复核没发现问题,Opus 5…
- NewsV2EX Show & Tell: cinetty turns a repo's README into an animated architecture diagram in the terminal: the author says TUI animations made w…V2EX 分享创造:cinetty,把仓库 README 一键变成终端里的动态架构图:作者说这个 skill 做的 TUI 架构动画让他在 X 上拿到超过 100 万浏览。可以理解成终端版的 After Effects 模板库,内置 6 个模板,原生支持 Claude Code…
- NewsV2EX Show & Tell: EdgeQuota shows remaining Codex / Claude Code quota at the edge of your Mac screen: it slides out when an agent starts wor…V2EX 分享创造:EdgeQuota,贴在 Mac 屏幕边上看 Codex / Claude Code 剩余额度:agent 开始干活时自动滑出、干完收起,显示 5 小时和每周额度的剩余量与重置时间,以及哪个会话在等你确认。Claude 走 Claude Code 自带的状态栏…
- X trendTanStack AI: one frontend codebase that switches freely between OpenAI, Anthropic and Gemini: version 0.71 shipped on October 21, and the po…TanStack AI:一套前端代码在 OpenAI、Anthropic、Gemini 之间随便切:10 月 21 日刚发 0.71,帖子称 GitHub 3200+ star。工具用 toolDefinition() 定义一次,服务端和客户端都能挂实现;结构化输出直接用 Zod…
- X trendGoogle's "Toolflation": when agents write tool listings for other agents, the listings inflate: researchers built markets of 10 real Amazon…谷歌「Toolflation」论文:让 agent 给别的 agent 写工具介绍,介绍会越写越夸张:研究者用 10 个真实的 Amazon 或 Instagram 数据工具搭了市场,让 5 个线上模型扮演卖家改写介绍争取被选中,再让 Claude Code 和 Codex 作为…
- X trendMETR and Redwood red-teamed OpenAI's internal agent monitoring and found novel holes: one researcher from each group spent three weeks (Jul…METR 和 Redwood 对 OpenAI 内部 agent 监控做红队测试,发现多处新漏洞:两家各派一人在 OpenAI 驻场三周(7/21–8/11),能看代码、监控提示词并访谈员工。他们估计 GPT-5.5 级模型的内部 agent 流量只有 75–94% 在监控范围内…
- X trendCodex usage limits reset again, and Uber is going all-in on Codex: OpenAI's Codex lead Tibo summed up day 18: Decisions API is GA, Open Resp…Codex 额度再次重置,Uber 全面采用 Codex:OpenAI Codex 负责人 Tibo 总结第 18 天:Decisions API 正式可用,Open Responses 加入 Linux 基金会旗下 AAIF,上线了一些性能改进,Uber 全面采用 Codex…
- X trendTheo explains what a "harness" actually is: an LLM only emits text; the harness is the tools, the tool-call syntax, the parser that runs cal…Theo 讲清楚「harness」到底是什么:LLM 只会输出文本;harness 是工具、工具调用语法、解析并执行调用的系统、把结果喂回模型的循环,再加带说明的工具清单。Claude Code 和 Codex 把界面和 harness(Agent SDK、Codex App S…
- X trendEight rules from six months of using Claude Code and Codex without writing code: keep one handoff file per project that each agent reads fir…不写代码用 Claude Code 和 Codex 干了半年,总结 8 条规矩:一个项目只留一份交接文件,接手的 agent 先读、阶段结束写回;交接里的「已完成」不能直接信(可能是额度中断),先核对真实文件;改正式文件前先备份,删除、批量移动、覆盖必须人点头;能用脚本做的不让模…
- NewsV2EX: Codex desktop crash dumps silently eat tens to hundreds of GB: when crash reporting hangs in macOS Codex, Crashpad keeps writing dump…V2EX:Codex 桌面版崩溃转储会悄悄吃掉几十上百 GB:macOS 版 Codex 的崩溃上报卡住时,Crashpad 会不停往本地写转储文件且没有任何提示,官方 issue 6 月就开了至今未修,有人一天涨 4.9GB,评论里有人删了 80 多 GB。自查命令:du -s…
- LaunchOpenAI's official CLI is open source: a Go command-line tool for the OpenAI REST API, installed with brew install openai/tools/openai or go…OpenAI 官方 CLI 开源:用 Go 写的 OpenAI REST API 命令行工具,brew install openai/tools/openai 或 go install 安装,命令按资源组织,比如 openai responses create --input .…
- LaunchCarbon-X: Hugging Face's open-source 14B DNA + natural-language model: based on Qwen3-14B, further trained on 302B tokens of mixed DNA, biol…Carbon-X:Hugging Face 开源的 14B DNA + 自然语言模型:基于 Qwen3-14B,在 302B token 的 DNA、生物文本和英文混合数据上继续训练,再做 SFT 和 GRPO。DNA 按 6 碱基一个 token 编码,和文字共用一个解码器,直…
- X trendScan skills others share with NVIDIA SkillSpector before installing them: An open-source scanner NVIDIA uses before listing skills in its ow…装别人分享的 skill 之前,先用 NVIDIA SkillSpector 扫一遍:这是 NVIDIA 在自家 skill 目录上架前用的开源扫描器(Apache 2.0,今年 3 月开源,现在 2 万多星,今天又在 X 上被推荐)。它检查 17 类、71 种攻击模式,包括提示…
- LaunchDuckDB 2.0.0 LTS "Cinnamon Teal": the biggest feature release of DuckDB so far, nearly 20,000 commits since 1.5, supported until at least Oc…DuckDB 2.0.0 LTS「Cinnamon Teal」:这是 DuckDB 迄今最大的功能版本,距 1.5 有近 2 万次提交,支持到至少 2027 年 10 月。亮点包括打磨后的 Quack 协议和新的 CONNECT 语句(DuckDB 可以按客户端-服务器方式跑)、…
- LaunchOpposable: a 2B computer-use model that runs locally on your phone (Show HN): an Android app that reads the screen through accessibility ser…Opposable:在手机上本地跑的 2B computer-use 模型(Show HN):这是一个 Android 应用,通过无障碍服务读屏幕、在其他 App 里点击和输入;电脑上的 Claude、ChatGPT、Codex 可以远程驱动它,没连上时就用手机上的 GUI-Ow…
- Launchgraphify: turn a codebase into a queryable knowledge graph for coding agents: gained 1,400+ stars on GitHub Trending today. Type /graphify i…graphify:把代码库变成可查询的知识图谱,给 coding agent 用:今天 GitHub Trending 涨了 1,400 多星。在 Claude Code、Cursor、Codex、Gemini CLI 里输入 /graphify,它会用 tree-sitter…
- NewsLiteLLM 1.107.0 poisoned on PyPI: installing it steals credentials and leaves a backdoor: per SafeDep's analysis, all 7 wheels of this versi…LiteLLM 1.107.0 在 PyPI 上被投毒,装了就会偷凭据并留后门:SafeDep 分析,这个版本的 7 个 wheel 都多装了三个文件,其中 cook.pth 会让主机上任何 Python 进程启动时都运行窃密脚本(哪怕根本没 import litellm),收集…
- X trendOpenAI's PHP2Shell postmortem: AI can already find vulnerabilities that affect the whole internet: In a long post, Greg Brockman says this 1…OpenAI 复盘 PHP2Shell:AI 已经能挖出影响整个互联网的漏洞:Greg Brockman 长文说,这个藏了 14 年的 PHP 漏洞,是 Patch the Planet 计划里的 Calif 研究员 8 月用 GPT-5.6 Sol 先找到的,OpenAI 团队…
- NewsV2EX hot post: Codex ran for 15 hours straight and wrote 20,000 lines of code: the poster specified features and boundaries, had Codex list…V2EX 热帖:Codex 一口气跑了 15 小时,写了 2 万行代码:楼主讲好了功能和边界,让 Codex 列计划后开工,结果用掉了一个 20x 账号 7 周的额度,代码多到不敢合并。68 条回复里给的办法挺实用:用 Opus 写好约束和验收标准,让它驱动 Astra 干活、最…
- NewsV2EX Share Creations: two open-source tools for handing over context between Claude Code and Codex: ccx binds a Claude Code session to a Cod…V2EX 分享创造:两个在 Claude Code 和 Codex 之间交接上下文的开源工具:ccx 把一个 Claude Code 会话和一个 Codex 线程绑在一起,双向同步消息、工具调用、计划和 git status,在 Mac 菜单栏点一下就能换到另一边继续,某一边 5…
- X trendThe OpenAI API now supports 12-hour prompt caching, suited to always-on agents that reuse the same context all day. Codex lead Tibo added th…OpenAI API 支持 12 小时提示缓存,适合整天复用同一份上下文的常驻 agent。Codex 负责人 Tibo 补充:Codex 和 Work 的登录用户缓存永久保留,隔几小时回到旧对话也保证命中缓存。Tibo 另一条帖子承认周末约 4 万个账户的用量限额和所选套餐不一…
- PodcastLatent SpaceTenex on paying engineers for output, its MetaHarness, and the enterprise gap between coding agents and production agentsTenex 谈按产出付工程师薪酬、MetaHarness,以及企业从编程 Agent 到生产 Agent 的落差
- X trendOpenAI Developers' first episode of "COOKED": introduces Codex cloud environments (tasks keep running after you close your laptop) and new C…OpenAI Developers 首期节目「COOKED」:介绍 Codex 云端环境(合上电脑任务还能继续跑),以及 Codex CLI 新功能:在终端里直接和 Codex 对话、追踪多个 agent、把一段对话 fork 到单独的 worktree。Codex 负责人 Ti…
- X trendFor an agent knowledge base, try a Markdown index before vector retrieval (Paul Iusztin): his LLM wiki uses a Markdown index page listing ea…给 agent 做知识库,先试 Markdown 索引再上向量检索(Paul Iusztin):他的 LLM wiki 用 Markdown 索引页列出各页标题和简介,agent 先读索引、挑相关页面、需要时顺着链接继续读,不用 embedding。他另一条帖子说,做知识图谱最难…
- X trendPitfalls of cross-organization agent collaboration (Salesforce paper, via Rohan Paul): across 488 scenarios and 2,500+ agent-to-agent sessio…跨组织 agent 协作的坑(Salesforce 论文,Rohan Paul 转述):在 488 个场景里跑了 2500+ 次 agent 对 agent 会话(Claude Code、Codex、Cursor 各在独立沙箱),归纳出 20 种失败模式:没有一个 agent 会…
- NewsV2EX: koto, copy and migrate sessions between different agent harnesses: when you want to switch from Codex to a tool like pi without losing…V2EX:koto,在不同 Agent Harness 之间复制、迁移会话:想从 Codex 换到 pi 这类工具,又不想丢掉已经积累的上下文时,可以直接跟 agent 说「用 koto 复制当前会话到 pi」,它会调 koto CLI 完成复制,并告诉你新会话怎么打开。另有桌面…
- NewsLinuxDo: Context Lens, a context-usage panel for the Codex desktop app: hover over the pie chart next to a finished reply to see how much co…LinuxDo:Context Lens,给 Codex 桌面端加了个上下文用量面板:鼠标悬停在已完成回复旁的饼图上,就能看到这一轮上下文用了多少、还剩多少,以及消息、工具调用和返回、Skills、记忆指令各占多少,历史回复也能回看当时的用量。插件只读本地的 Codex 会话日志…
- X trendTencent open-sources Octop: a self-hosted, multi-user agent workbench (recommended by Gorden Sun, 160 bookmarks): each user has their own lo…腾讯开源 Octop:自托管、多用户的 agent 工作台(Gorden Sun 推荐,160 收藏):每个用户有独立登录,可以建多个 agent,每个 agent 自带独立工作区、浏览器、终端和远程桌面,Web 控制台里能直接接管键鼠;支持多个专家 agent 由协调者调度、自…
- X trendSecurity bug-hunting agents: measure where the tokens go first (paper via Rohan Paul): across 200 runs of 4 agents, 60.4% of tokens went to…安全挖洞 agent 先量 token 花在哪(Rohan Paul 转述论文):统计 4 个 agent 的 200 次运行,60.4% 的 token 花在理解代码和推理怎么触发漏洞上;现有通用省钱技巧和普通 agent 正面对比,只有 24.4% 能在不掉成功率的前提下省钱…
- X trendFollow-up on the OpenCode Console leak: OpenAI Codex lead Tibo says OpenAI has worked with OpenCode to restore access for affected users who…OpenCode Console 泄露有了后续:OpenAI Codex 负责人 Tibo 说 OpenAI 已和 OpenCode 一起,让同时是 OpenAI API 客户的受影响用户恢复使用,被攻击盗刷的额度都会退回;他还提到可以申请 Daybreak Blue,用 Ope…
- NewsV2EX: 流量喵 adds disk monitoring to see how much AI tools write to disk: the author keeps Codex, Claude Code, Cursor and Gemini open on a home…V2EX:流量喵加了磁盘监控,看看 AI 工具到底写了多少盘:作者在家里的 Mac mini 上常开 Codex、Claude Code、Cursor、Gemini,看到 Codex 持续写盘的反馈后,给自己的菜单栏流量工具加了按进程的读写排行(今日、7 天、30 天、累计,可导…
- LaunchSphinx (Show HN): before pushing AI-written code, it quizzes you on whether you understood it: a Git hook that, when you push a protected br…Sphinx(Show HN):推送 AI 写的代码前,先考考你看懂没有:一个 Git hook,在你推送受保护分支时,让一个没看过你和 Agent 对话的审查模型读 diff,出一道「出错时会怎样」的情景题,答错就讲解再换一题,答对才放行。支持 Codex、Claude Cod…
- LaunchBeatBrowser: let Codex, Claude Code and Cursor share the Chrome you're using: an open-source project from V2EX "Share Creations", a Chrome e…BeatBrowser:让 Codex、Claude Code、Cursor 共用你正在用的 Chrome:V2EX「分享创造」里的开源项目,一个 Chrome 扩展加本地 Node 桥接,通过 MCP(也有 CLI 和 Node SDK)让多家 Agent 操作你已登录的那个…
- X trendThree unannounced models quietly appeared in the OpenAI API: aurora-red-alpha, aurora-green-alpha and aurora-blue-alpha (spotted around 11 o…OpenAI API 里悄悄出现三个没公布的模型:aurora-red-alpha、aurora-green-alpha、aurora-blue-alpha(约 11 点被 Lisan al Gaib 和 Andrew Curran 先后发现,Curran 帖近千赞)。OpenA…
- X trendGoogle Research open-sources Harness²: without changing model weights, it automatically tunes the 8 components around an agent (system promp…Google Research 开源 Harness²:不改模型权重,只自动调整 agent 周围的 8 个组件(系统提示词、护栏、记忆、工具说明、子 agent、skills、脚本、插件)来提升表现。每个任务先"提出改动、在同一任务上试跑、对比行为后合成新配置",不需要标准答案…
- X trendCodex users start to complain about the experience: 铁锤人 directly @'d Tibo saying that after the quota reset Codex is slower than doing it by…Codex 用户开始抱怨体验:铁锤人直接 @Tibo 说额度重置后 Codex 速度已经不如自己手动;另一位长期 Codex 支持者吐槽 ChatGPT/Work/Codex 合并后的大应用(现在还塞进了 Dots)功能和入口太多太臃肿。 /
- X trend一泽 Eze's Web Access Skill update now supports Grok Bot: it lets an agent browse and collect through your already-logged-in Chromium-based br…一泽 Eze 的 Web Access Skill 更新后支持 Grok Bot:让 agent 用你本机已登录的 Chromium 系浏览器(含 Arc)做联网和采集,适合要本机登录态、非机房 IP 的任务;不依赖截图所以省 token,每探索一个网站就自动沉淀成站点 skil…
- X trendGraphify: before a coding agent acts, it builds a local knowledge graph of the whole codebase so Claude Code, Codex and Cursor follow archit…Graphify:在编码 agent 动手前先给整个代码库建本地知识图谱,让 Claude Code、Codex、Cursor 顺着架构关系追调用,而不是一个个文件读,适合大仓库省上下文。
- NewsCodex desktop's Crashpad dumps can fill your disk: this issue, filed in June, hit HN tonight. The latest comment says that on the current Ch…Codex 桌面版的 Crashpad 转储能把硬盘写满:这个 6 月提交的 issue 今晚上了 HN。最新一条评论说,在当前的 ChatGPT.app 26.1007 版本上,两个 Crashpad 目录合计约 323 GB、400 多万个文件,磁盘只剩 1.4 GB,应用里…
- Podcast十字路口CrossingTreg's three pivots in nine months: the dead end for vertical agents and new opportunities growing around Claude Code and CodexTreg 创业 9 个月三次转型:垂直 Agent 的“绝境”,以及围绕 Claude Code / Codex 生长的新机会
- LaunchOrca: a desktop app for managing "a swarm of coding agents": Codex, Claude Code, OpenCode and Pi can run side by side, each in its own git w…Orca:一个管理「一群编程 Agent」的桌面应用,Codex、Claude Code、OpenCode、Pi 可以并排跑,每个在独立的 git worktree 里;可以把同一个提示分给五个 Agent,比较结果后合并最好的那个。还带 WebGL 终端分屏、点选网页元素把 H…
- NewsV2EX "Share Creations" Iterlay: an open-source desktop tool that puts reference images, image generation, editing, versions and asset organi…V2EX「分享创造」Iterlay:把参考图、生图、改图、版本和素材整理放在一张无限画布上的开源桌面工具,提供 CLI 和 Skill,让 Codex、Claude Code 能直接操作。作者推荐的用法是让 Agent 生成一组页面或产品素材,在画布上比较、局部修改,再导出到项目…
- NewsLinuxDo: Codex Harbor: a launcher for the Codex desktop app on macOS where the account and the session directory are chosen separately, so a…LinuxDo:Codex Harbor:一个 macOS 上的 Codex 桌面版启动器,账号和会话目录分开选,于是可以用 A 账号开的会话换 B 账号或自己的 Responses API 接着聊;支持多账号多开,启动前就能看到每个账号的 5 小时和周额度、重置时间,会话也能放…
- X trendShare one memory across multiple coding agents: the open-source akitaonrails/ai-memory lets you switch from Claude Code to Codex in the same…多个编码 agent 共用一份记忆:开源的 akitaonrails/ai-memory 让你在 Claude Code 里做到一半,换 Codex 在同一目录接着做,不用重讲架构、失败过的方案和未决问题;支持二十多种 agent,记忆是放在 git 里的普通 markdown,…
- LaunchStarSkirmish Bench v0.2 (Show HN): have large models, in their own official CLIs (Claude Code, Codex, Antigravity CLI, Muse Code), spend an…StarSkirmish Bench v0.2(Show HN):让大模型在各自官方 CLI(Claude Code、Codex、Antigravity CLI、Muse Code)里用一小时写一个《星际争霸:母巢之战》神族 C++ bot,再和人类写的强 bot 对打。GPT-…
- X trendBoth are speeding up and saving quota: Tibo (Codex lead) says Codex and Work improve cache hits by reusing context across subagents, extendi…两家都在提速省额度:Tibo(Codex 负责人)说 Codex 和 Work 通过子 agent 间复用上下文、延长缓存、改进路由提高缓存命中,用户实际可用额度变多;Claude Code 则开始对每轮发送的对话做 gzip 压缩,云端会话在你开始打字时就启动。
- LaunchThree agent skills / harness projects on GitHub's daily trending: affaan-m/ECC (+1057 stars today) is a harness-optimization suite for Claud…GitHub 日榜上的 Agent 技能 / harness 三件套:affaan-m/ECC(今天 +1057 星)是给 Claude Code、Codex、OpenCode、Cursor 用的 harness 优化套件,打包了 skills、记忆、安全和「先调研再开发」的流程…
- NewsDeepSeek publishes web search / fetch API pricing: Search and Fetch become separate APIs billed per successful request, each ¥5 per 1000; se…DeepSeek 公开网页搜索 / 抓取 API 定价:Search 和 Fetch 变成独立 API、按成功请求计费,各是每 1000 次 5 元;通过 Claude Code 的 Web Search 或 Codex 的 websearch 发起的搜索,上线后头两周免收 Se…
- X trendSharing context across Claude Code / Codex: 陈大黄 asked (196 replies), and a top reply recommends the open-source Orbital.跨 Claude Code / Codex 共享上下文:陈大黄提问(196 回复),高赞回复推荐开源 Orbital。 / /
- X trendThe Codex reset has landed (Tibo: "Done and dusted"); Theo complained that Codex's system prompt doesn't name the specific model, trading ba…Codex reset 已落地(Tibo "Done and dusted");Theo 吐槽 Codex 系统提示不写具体模型名,与 Tibo 互怼。
- X trendOpenAI's prompts for cleaning up a codebase with GPT-6 + Codex (organized in Chinese by CopperForgeAI): delete dead code based on Slack/Stat…OpenAI 用 GPT-6 + Codex 清理代码库的提示词(CopperForgeAI 中文整理):死代码凭 Slack/Statsig 证据删;/goal 清陈旧开关并出按归属分组报告;CI 按省时排序;修 flaky test;AGENTS.md 指令 A/B 重放。
- X trendAnthropic Q3 revenue of $16.8B (FT), about +45% quarter over quarter, adjusted profit and positive cash flow; but Q2 was +146% QoQ, so growt…Anthropic Q3 营收 168 亿美元(FT),环比约 +45%,调整后盈利、现金流转正;但 Q2 环比 +146%,增速明显放缓,年底 1000 亿 ARR 预期落空引发分歧。jukan05 认为需求流向 OpenAI/Codex。 / /
- X trendAfter a day of silence Tibo announced the Codex Day 10 reset continues, saying it would land within 2 hours. /Tibo 沉默一天后宣布 Codex Day 10 继续 reset,并称 2 小时内落地。
- LaunchGraphicle: a code-graph plus memory tool written in Rust that gives MCP clients like Claude Code, Codex and Cursor context with file and lin…Graphicle:用 Rust 写的代码图谱加记忆工具,给 Claude Code、Codex、Cursor 等 MCP 客户端提供带文件和行号引用的上下文,全本地运行,不需要 API key,也没有遥测。GitHub | Show HN(有人说自己的评测里这类记忆系统还不如直…
- X trendTheo (t3.gg) writes Claude/Codex requests into ClickHouse: since late September he has almost entirely moved from Codex to Claude Code; disc…Theo(t3.gg)把 Claude/Codex 请求写入 ClickHouse:自 9 月下旬起几乎完全从 Codex 转向 Claude Code;配合个人用量日志讨论工具选型。
- X trend@guansi: uses Opus 5.5 to direct Codex and hands Codex, DeepSeek, local models and various harnesses to Opus for unified scheduling, saving…@guansi:用 Opus 5.5 指挥 Codex,并把 Codex、DeepSeek、本地模型与各类 Harness 交给 Opus 统一调度,省额度、少动手;适合「强规划模型 + 便宜执行模型」分层。
- X trendCodex lead Tibo teases a plan to significantly increase everyone's usage. ;Theo 称 $200 Claude Code 订阅超值Codex 负责人 Tibo 预告让所有人用量显著增加的计划。
- X trendOpenAI Codex/ChatGPT paid quotas reset worldwide (Tibo Day 6, announced at 12:01 as fully in effect)OpenAI Codex/ChatGPT 付费额度全球重置(Tibo Day 6,12:01 宣布全部生效)
- X trend向阳乔木: running the YuE2 music model locally on a MacBook by handing the install to Codex向阳乔木:MacBook 本地跑音乐模型 YuE2,丢给 Codex 装
- X trendKarpathy's "answer in HTML" turned into a Claude Code/Codex/Cursor skill (@diamai)Karpathy「用 HTML 回答」做成 Claude Code/Codex/Cursor skill(@diamai)
- X trendChatGPT dots can be created on mobile and handed to Codex (OpenAI Day 5)ChatGPT dots 手机端创建 + 交给 Codex(OpenAI Day 5)
- PodcastLenny's PodcastTibo Sottiaux, who leads ChatGPT and Codex, on Dots, OpenAI's always-on personal agent, launched at DevDay负责 ChatGPT 与 Codex 的 Tibo Sottiaux 谈 DevDay 发布的常驻个人 Agent Dots