This covers practical Codex content from the Chinese-speaking community in November 2026: ways to save tokens and quota, the quota pooling rules starting December, Skill and knowledge base configuration, and workflows for pairing with other Agents. Suited to those who want to use Codex more economically and stably.
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Convert webpages, Word files, and PDFs to Markdown with MarkItDown before handing them to Codex, and you'll save quite a few tokens.
Starting December, ChatGPT chat and Codex share one quota pool and are billed by token; only Instant quick chat doesn't consume quota.
Once a task runs successfully, have Codex organize the steps, judgment criteria, and pitfalls encountered into a Skill, so similar tasks read it first before starting.
Align requirements before starting: use Spec Kit to write specs first, or have Codex ask one question at a time until it's 95% confident before proposing a plan.
Long-running tasks tend to drag on, so add rules against over-defensive coding in AGENTS.md, along with a reminder every 30 minutes.
Use an Obsidian knowledge base as cross-project memory: read it on demand before each task, and each night organize the day's project communication records.
Multi-agent pairing: Pi Agent serves as the main Agent dispatching CLIs like Codex, or one AI drafts while another memory-free AI finds errors.
Install Skills selectively by scenario: for video creation there's a full set of workflow Skills, and for coding there are popular engineering workflow and frontend aesthetic Skills.
AI探路者Tim11-01ZHInstall 10 Codex Skills Covering the Full Video Production Workflow#1装完 Codex 不知道干什么？ 当然是猛做视频，然后库库搞钱啊！ 做视频搞钱之前，先把这套Skills装上，效率翻倍。 https://t.co/mxtH9mJPBcCodexOriginal post39KLikes 555Bitturing11-02ZHWrite Specs with Spec Kit Before Having Codex Write Code#2GitHub 刚把 vibe coding 最大的坑给填了。 他们推出了 Spec Kit，星标已经冲到 12 万+。 这东西是干嘛的？ 以前扔几句含糊的提示词，然后祈祷 AI 别把项目搞崩……CodexImageOriginal post31KLikes 248SuSu_酥酥👅11-01ZHAdd Rules and Timed Reminders to AGENTS.md to Stop Long Tasks from Dragging#3🔥牛逼！一句话让Agent效率暴涨10倍！破解GPT过度防御，长程Goal不再磨洋工！ AI写功能先造堡垒、堆哈希、死磕无用边界、拿计划代替执行？这就是过度防御。CodexImageOriginal post20KLikes 309溺心海·Aven11-02ZHTwo Fixes for Codex Logs Filling the Disk and Repeated Reconnects长期高强度用 Codex 的朋友，大概率会踩两个大坑 坑 1：疯狂占硬盘，硬盘空间越用越少！ 问题表现：软件会不停生成日志文件，文件越变越大，偷偷吃掉电脑存储空间 复制这段发给 Codex 自动处理：CodexOriginal post17KLikes 174govin.eth | G哥11-01ZHUse MarkItDown to Convert Documents to Markdown First and Save Tokens for Codex简直神药啊！15.7 万 star！微软开源的文档神器，token 最多能省 90%！ 经常用 Codex 的兄弟，这个工具一定要用起来！【此贴包含完整安装使用教程】CodexImageOriginal post15KLikes 153
gKev1n11-02ZHCodex and ChatGPT Will Share One Usage Quota这特么，我觉得 OpenAI 的产品经理不去写悬疑小说真是屈才了！！！一封邮件前半截装孙子滑跪，后半截直接掏出匕首背刺 200 刀富哥？？？！！！ 刚收到的官方邮件，开头差点给我看哭了：说听到了用户的骂声，CodexImageOriginal post14KLikes 11
CF长风11-01ZHGPT Plans and Codex Writes the Code, Building 3D Scenes Through Layered Multiple Rounds纯代码手搓 3D 的上限又被刷新了！ Three.js r187 + GPT-6 Astra 手搓出的现代微型城市：CodexImageOriginal post13KLikes 193溺心海·Aven11-02ZHUsing Prompts to Keep Codex From Writing Extra Null Checks and try/catchCodex 真的太过于防御编程了，改一个小功能点，都要加一些没用的判空、套多层 try/catch，甚至给你来一套防并发机制。CodexOriginal post10KLikes 71Porter科技迷11-01ZHFrom December, ChatGPT and Codex Share Usage Quotas: Rules and Where to Check😭 悲报！ChatGPT 和 Codex 的额度要合并计算了，Plus 用户的天塌了！ OpenAI 刚刚更新了官方帮助文档，宣布从 2026 年 12 月开始，ChatGPT 和 Codex 将共享使用额度！CodexImageOriginal post8.6KLikes 20溺心海·Aven11-02ZHUsing an Obsidian Knowledge Base to Give Codex Long-Term Memory Across Projects给 Codex 装永久记忆： 你帮我配置一个 Obsidian 知识库 作为 Codex 跨项目永久记忆。CodexOriginal post7.4KLikes 85溺心海·Aven11-01ZHOnce a Task Works, Have Codex Distill the Method Into a Reusable SkillCodex 用久以后，一定要养成这个习惯：把成功经验留下来。 一个任务跑通以后，不要马上结束。CodexOriginal post5.4KLikes 64meng shao11-01ZHThe 10 Fastest-Growing Skills on Codex in October10 月份 Codex 上增速最快的 10 个 Skills 看到 Reddit 上的分享，前十大致落在三条线：工程工作流（Matt Pocock、Ponytail、Superpowers、Addy）、CodexImageOriginal post5.4KLikes 70
KC11-02ZHChatGPT and Codex Share Usage Quotas, and Instant Mode Doesn't Draw From Them这次是真的正式宣布了，OpenAI 刚刚发了邮件通知，把 ChatGPT 界面整合还有和 Codex 共享额度这事给定下来了。 未来几周内，官方会先面向一小部分用户测试聊天和工作选项卡整合后的新界面。CodexImageOriginal post5.3KLikes 26govin.eth | G哥11-02ZH12 Productivity Tips for Codex Native Commands and Permission LevelsCodex 这 12 个提效玩法，用上一半，效率直接翻倍！ 【原生玩法】 1、AGENTS.md：给 AI 立规矩 在项目里输入 /init，自动生成 AGENTS.md，把技术栈、代码风格、开发规范和禁区写进去。CodexImageOriginal post5.1KLikes 64小墨同学11-01ZHUsing Tools Like Pi Agent to Orchestrate Codex and Other CLIs in One PlaceAI 订阅越来越多，怎么让 Grok Bot 统一管理这些 Agent？🔥 最近很多朋友来问我，手里还有不少 AI 订阅，比如 Grok CLI、Claude Code、Pi Agent、Codex CLI 等等CodexImageOriginal post4.5KLikes 28蓝点网11-02ZHFrom December, ChatGPT Chat and Codex Share Quotas, and Instant Stays FreeOpenAI 宣布从 12 月开始 #ChatGPT 聊天与 #Codex 共享套餐额度，使用 ChatGPT 聊天处理任务也消耗额度。CodexImageOriginal post3.7KLikes 9溺心海·Aven11-01ZHAdding a Reverse-Questioning Prompt So Codex Clarifies Requirements Before Acting一条颠覆认知的王牌提示词： 以后告诉 Codex 你的需求之后，可以追加这一段话： 请你在回答前先向我提问，一次只问一个问题。CodexOriginal post3.6KLikes 64Gorden Sun11-01ZHUsing the Daxiang Jinyu Plugin So One AI Drafts and Another AI Finds the Flaws谷歌开源的这个插件挺有意思，名叫 大象-金鱼模型，包含一系列技能、文档、脚本。 借用了两种动物的特性来分配AI角色： 大象角色：大象记忆力好，代表带着项目全部背景信息的 AI。CodexImageOriginal post3.2KLikes 34The next edition of Codex Usage Tips starts on Dec 1
Covers practical Grok Bot usage from the Chinese-speaking community in Nov 2026: task assignment and multi-agent scheduling, quota consumption and ways to save quota, integration with domestic services and office tools, and lessons learned from designing Bots. Suited for people who want to use it more stably and economically.
This covers practical tips for Claude Code from the Chinese-speaking community in November 2026: intensity settings that save quota, preventing long tasks from idling, a plan-first-then-review workflow, and how to use design and chart Skills and role-division templates. Suited to those who want to use it more stably and economically.
A collection of ChatGPT usage tips shared in the Chinese-speaking community in November 2026: prompts for photo editing and image generation, language learning mode, changes to quotas and Instant mode, a simple way to check whether the model has been dumbed down, and ways to batch-produce content. Suited to people who want to get more out of ChatGPT.