Monthly topic · Oct 2026 · Completed

Oct Codex Usage Tips

A roundup of hands-on Codex content from the Chinese-speaking community in Oct 2026: how to spend less quota, how to configure Skills and MCP, how to pair it with other Agents, and several official updates from this month. Suitable for subscribers who want to get more value out of their plan.

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35 posts · 20 creators · 2.3M total viewsLast updated Nov 3

Key takeaways

Drawn from 35 posts
  1. 1

    First check where quota is being spent: trim AGENTS.md, narrow the scope that triggers Skills, and read fewer unrelated documents.

  2. 2

    Divide work by task: the main Agent handles requirements and architecture, while sub-Agents or small models handle execution.

  3. 3

    Connect a function-level code-locating MCP such as Serena so you don't have to read the entire file each time; the bigger the project, the more noticeable the difference.

  4. 4

    Auto-review can replace full-access: it only reviews out-of-bounds actions, so you don't need to manually approve every step.

  5. 5

    Computer Use can be installed separately for use by other Agents, and called only when screen viewing and clicking are needed.

  6. 6

    Keep an eye on official adjustments to default speed, context length, and reset rules, and update your quota plan accordingly at any time.

  7. 7

    Prompt caching requires an exactly identical prefix; changing the opening instructions, switching models, or compressing context will all invalidate the cache.

  8. 8

    Stating in AGENTS.md not to add complexity for extremely rare edge cases can reduce Codex's over-defensive code.

All postsSorted by views, high to low

01govin.eth | G哥10-23ZHCodex Gets 71 Extra Agents After Installing ECC#1卧槽!!!Codex 这次是真的要起飞了! 28.6 万 Star!71 个 Agent!311 个 Skills! 兄弟们,赶紧给你们的 Codex 装上 ECC!【视频后段有实测数据】CodexImageOriginal post191KLikes 1.9K
02管四10-14ZHHaving Opus Direct Codex to Work in Parallel#2最近用 Claude Opus 5.5,有点上瘾。这玩意实在太强了,但有个问题,额度不太经用。 于是我突发奇想,让 Opus 去指挥 Codex 干活,自己少动手。没想到效果出奇地好。CodexOriginal post165KLikes 812
03KC10-21ZHPrompt Caching for Codex and Work Can Now Be Kept Permanently#3卧槽,什么叫永久缓存???? OpenAI 这次有点离谱了。 API 的 Prompt Cache 现在最长可以保留 12 小时。CodexOriginal post165KLikes 474
04数字生命卡兹克10-04ZHTested: How Much Quota Each $200 Plan Provides因为3天时间蹬完了一个200刀GPT账号的100%周额度+1次重置卡+送的65000的额度,感觉有点过于不对劲了。 对应的是Claude那边200刀的账号,狂蹬3天Opus 5.5,周额度还剩50%...CodexImageOriginal post142KLikes 574
05宝玉10-29ZHPro and Business Subscriptions Can Claim API Credits Each MonthChatGPT Pro 和 Business 订阅即日起每月送最高 500 美元 API 额度,不另收费,Plus 没有 OpenAI 10 月 28 日宣布,付费的 ChatGPT Pro 和 Business 订阅用户,CodexOriginal post129KLikes 562
06逸尘10-01ZHWhat Can Codex's New Spatial Feature Do才发现Codex还更新了“空间”这个巨牛逼的功能,一口气直接杀死Obsidian和飞书!!! 神级功能太多了,我列举我觉得最最最炸裂的:CodexImageOriginal post97KLikes 380
07Viking10-24ZHAdd a Rule to Codex to Write Less Over-Defensive CodeOpenCode 的 AGENTS.md 值得拥有,专治 Codex 的过度设计,茫茫多的防御性代码,一坨坨几乎根本不会发生的极端边界。 不仅仅是这一点,整个文件的内容都值得一看 ,style guide 一节写的很好,CodexOriginal post86KLikes 1.3K
08govin.eth | G哥10-19ZHOpen-Source Tool Manages Codex and Several Other AI Coding Accounts and Quotas in One Place兄弟们!这才是 AI 编程界的账号管理神器!!! 我挖到一个狠货:Cockpit Tools 他能把 16 款 AI 编程工具,全部管起来!CodexImageOriginal post80KLikes 29
09相宁10-20ZHSummary of Codex Changes from Two Consecutive Weeks of UpdatesTibo的28天改造计划已经进行15天了,我总结了期间对Codex 的所有改动: 1.模型速度提升50%(一天后打回原形) 2.自动审批不消耗额度 3.中途调整指令时反应更快CodexOriginal post79KLikes 438
10govin.eth | G哥10-20ZHConnect Serena to Reduce the Cost of Reading Entire Files真逆天!Codex 6.1 接入 Serena,token 消耗直接降低 90% 昨天让 AI 改个 Bug,动不动就把整个文件读一遍。项目越大,代码没改多少,Token 先烧了一堆CodexImageOriginal post68KLikes 581
11知识猫AI实验室10-29ZHPro's Bonus API Credits Can't Run Codex and Reset at Month's End兄弟们,原来Tibo说的好消息就是这个: OpenAI 今天宣布给 ChatGPT Pro 每月白送最高 500 刀的 API 额度。 看到消息先别高兴太早,我仔细读了一遍开发者文档,这笔钱有个巨大的坑:它一分钱都不能拿来跑 Codex!CodexOriginal post66KLikes 86
12向阳乔木10-25ZHJailbreak an Old Kindle with One Codex Prompt and Install KOReader不少朋友感兴趣,写个极简版的 Kindle 越狱改造教程。 给旧Kindle 充电 1. 京东到家买一个绿联的 type-c 转 micro-usb 线,好像20 多块,一小时送到家。CodexOriginal post65KLikes 553
13宝玉10-27ZHCodex Offers the Terra Model Option, So the Same Quota Gets More Work DoneOpenAI 发布 GPT-6.1 Terra:Plus 及以上订阅直接可用、不另收费,API 降价一半,操作电脑追平 GPT-6 Astra OpenAI 发布了 GPT-6.1 Terra,主打 Computer Use(操作电脑):CodexOriginal post65KLikes 152
14govin.eth | G哥10-16ZHInstall Superpowers to Cut Down on ReworkWTF!Codex 6.1 装上 Superpowers,效率直接提高 10 倍!关键是不用再反复返工 用 Codex 最烦什么?CodexImageOriginal post62KLikes 118
15宝玉10-30ZHPro Usage Doubles Across Tiers, Legacy Pro 200 Reduction CanceledOpenAI 即日起把 ChatGPT Pro 各档和 Business Premium 的用量上限翻倍,原定明天的 Pro 200 降额取消,价格没提变化CodexOriginal post57KLikes 130
16宝玉10-06ZHComputer Use Available Separately for Agents学习研究了下 amontlabs/lcu 这个项目,它把 Codex 的 Computer Use(让 AI 看屏幕、点鼠标、敲键盘来操作电脑的能力)单独拆了出来,让 Claude Code、Codex CLI、Pi 等其他 AI Agent 工具也能调用。CodexImageOriginal post52KLikes 513
17V哥来了10-17ZHConnect Your ChatGPT Subscription Quota to Other Clients把 ChatGPT 的订阅额度接入 DeepSeek Harness,摆脱codex 5小时限制带来的困扰,让长任务继续飞驰!!! 刚跟 ChatGPT 聊了一个需求:CodexImageOriginal post50KLikes 128
18govin.eth | G哥10-17ZHFive Configuration Tips to Save Codex Quota我把 Codex 提高效率、节省 Token 的方法全整理出来了! 这 5 条内容,最高一条播放量 55.3 万CodexOriginal post50KLikes 108
19郭宇 guoyu.eth10-21ZHWhen Codex Quota Runs Low, Have DeepSeek Operate the Phone Instead因为我的 Codex 额度快消耗没了,所以刚才做了一个小实验,使用 DeepSeek 去操作我的闲置手机池子里的其中一台手机,随便找了一个 TikTok 上非常火的视频,然后用我的 Windows PC 的媒体工作流做了一个漫画版本的视频。CodexImageOriginal post49KLikes 140
20梅西Mercy10-01ZHInvestigating Why an Agent Burns Through So Much Quota24 小时不到,我刚充的 100 美金 Token 烧完了。 AI 到底是在帮我提效,还是换了个方式让我烧钱?CodexImageOriginal post48KLikes 34
21govin.eth | G哥10-21ZHoh-my-codex Lets Codex Run Multiple Agents in ParallelWTF 逆天!Codex 装上 oh-my-codex,直接把你升级成一支 AI 开发团队 这个开源项目是真有点东西!跟oh-my-zshell我感觉一个量级CodexImageOriginal post48KLikes 147
22逸尘10-12ZHBorrowing Codex's Computer Control AbilityClaude Code其实可以直接调用Codex的Computer Use,就可以不占用屏幕,能同时干更多事情,物尽其用! Codex里面的Computer Use,能读界面、点按钮,原本只有 Codex 能用。CodexImageOriginal post47KLikes 310
23govin.eth | G哥10-25ZHInstall BMAD in Codex: Clarify Requirements Before Writing Code卧槽!!!Codex 这次不只是会写代码了,连产品经理、架构师、开发、测试的工作流都给你安排上了! 兄弟们,赶紧给你们的 Codex 装上 BMAD-METHOD!CodexImageOriginal post45KLikes 262
24KC10-21ZHPrompt Caching Requires an Exact Prefix Match, and Mid-Session Edits Invalidate It冷静下来想了一下,Codex 和 Work 的永久缓存,我觉得大概率是额度上的永久。机器上不可能真给每个人永久存着。 Prompt Cache 存的不是你的原文,是模型算好的 KV。CodexOriginal post42KLikes 188
25Jack10-30ZHPro Tier Codex Quota Doubles, Planned Reduction Canceled第 25 天,终于是个不错的好消息。 好家伙,Day 25 发出前 13 个小时 Tibo 还说取消降额的可能是 "Low, but not zero",今天直接全档翻倍了!!!CodexOriginal post41KLikes 10
26溺心海·Aven10-28ZHUse Obsidian 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 post41KLikes 442
27lifcc10-13ZHUse DESIGN.md to Keep Front-End Pages from All Looking the Same为什么你让 Codex / Claude 写的前端页面,永远一股浓浓的“开源模板味”? 因为你只会跟 AI 说:“帮我写一个现代、高级感、极简的落地页。”CodexOriginal post38KLikes 446
28govin.eth | G哥10-24ZHAdd a Design Skill to Codex So Web Pages Stop Looking the SameCodex 终于有自己的 UI/UX 设计外挂了 192 条行业设计规则!79 种 UI 风格!192 套配色方案! 这玩意儿简直是给 Codex 免费配了一位专业 UI/UX 设计师!【视频后部分有实际效果展示】CodexImageOriginal post38KLikes 407
29Xudong Han10-23ZHA Case Study: Using a Codex Skill to Replace Custom Code非常推荐读一下 OpenAI FDE 负责人 Colin Jarvis 今天发的这篇工程博客! 他们的 FDE 团队花了几个月给客户做 AI 系统,结果 Codex 变强后,直接删掉了约 90% 的定制代码。CodexOriginal post37KLikes 477
30雪踏乌云10-01ZHA Set of Video Production Constraint Rules for CodexClaude Opus5.5制作视频很强大,但是在这个规则的约束下,GPT也能制作效果牛逼的视频CodexImageOriginal post34KLikes 270
31李岳10-02ZHStep-by-Step Guide to Making Motion Graphics Videos with Codex兄弟们,Codex+GPT-6.1 Sol制作Motion Video的实操教程来了,超级简单🥳CodexImageOriginal post34KLikes 372
32宝玉10-06ZHHow Usage Changed After Codex's Default Speed Increased【OpenAI 28 天更新第 1 天:默认速度提升约五成】 今天(10 月 5 日),Tibo 公布了第一项改进:通过 ChatGPT 订阅使用 GPT-6 Astra 和 GPT-6.1 Sol,默认速度提升约 50%。CodexOriginal post32KLikes 75
33govin.eth | G哥10-27ZHUse Small Models for Simple Tasks, Upgrade to Strong Models for Hard Problems, Then Downgrade AgainGPT-6.1 Sol + 6.1 Terra 组合,Token 消耗目标直降 80%! 昨天刚发布的Terra一定要合理利用起来,别再让最强模型从头干到尾了CodexImageOriginal post32KLikes 114
34SuSu_酥酥👅10-06ZHHow to Turn On the Free Auto-review Feature🚨Tibo 的 28 天计划,第二天没重置,直接把 Auto-review 免费了。CodexImageOriginal post28KLikes 48
35KC10-12ZHTrade-offs Between the Default Context Lengths of Two Tools两天前 Codex 负责人 Tibo 还在说,Codex 选 300k 上下文是算过数据的,1M 也能跑,只是更费额度,好的默认值很重要。CodexImageOriginal post25KLikes 38
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