Covers Chinese-language content from October 2026 on saving quota in AI programming: subscription tiers and quota tests for each provider, cache duration and price cuts, model pairing and division of labor, plus free or low-cost alternatives. Suited for people who want to spend less on subscriptions and make their quota last longer.
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Codex login users' cache can now be kept long-term, so resuming old conversations also hits the cache, and cached input pricing is as low as one-twentieth of the normal rate.
Cache expiration times differ by provider. Codex and Claude default to about 5 minutes, and if there's a gap, the cache won't hit, so try to finish tasks in one continuous session.
Have Opus handle scheduling, hand simple but token-heavy work to DeepSeek Flash, and run the main model at a low thinking level.
Both are on the $200 tier. Tests show Claude's weekly quota is worth about $3,400 in API terms, versus about $1,700 for Codex, a twofold difference.
A lower unit price doesn't mean saving quota: GPT-6.1 Terra costs about half of Sol, but for the same task, token usage doubles, so quota consumption is nearly the same.
Uninstall Skills you don't use to reduce the context overhead carried into each conversation. Reportedly, token consumption can drop by about 20%.
Claude Max gives you API credits equal to your plan's quota each month, and ChatGPT's Dot chat doesn't use plan quota, so you can leave it running long tasks.
DeepSeek V4.1 Flash is free to use in OpenCode, but one tester found its quality is worse than the official API, and it often times out.
数字生命卡兹克10-13ZHChatGPT Downgrade Paired with a Claude Max Subscription#1经常有人问我订阅了啥AI的会员，所以今天正好分享一下。 1. ChatGPT Pro会员，100刀（约670块）。 GPT-6 Astra刚出来的时候，我是200刀的会员，那时候还在重构AIHOT，基本一天1个200刀账号，AI 编程省额度Original post232KLikes 1.3K
AB Kuai.Dong10-13ZH$8 Plan Bundling Grok and Cursor Subscriptions#2太良心了。马斯克旗下的所有 AI 和社交软件，终于迎来大统一，过去要分开买的那几个会员，现在全打包成一个 X 平台订阅了。AI 编程省额度ImageOriginal post174KLikes 663管四10-14ZHWhen Quota Runs Tight, Have Opus Schedule Codex and Other Models#3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。AI 编程省额度Original post165KLikes 812KC10-21ZHCodex Cache Kept Permanently, Saving Quota Even When Resuming Old Conversations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。AI 编程省额度Original post165KLikes 474
歸藏(guizang.ai)10-08ZHHaiku 5.5 vs. Domestic Flash Models: Which Is CheaperAnthropic 这个 Haiku 5.5 真是盯着中国的这几个甜点级模型打，太恶心了！ 我对比了一下它和几个中国竞品的价格和测试评分AI 编程省额度ImageOriginal post147KLikes 338
Vincent11-01ZHStarting December, ChatGPT and Codex Share One Quota PoolOpenAI 正式官宣：12 月起，ChatGPT 和 Codex 将正式共用额度池。 这次调整涉及 Plus、Pro 和 Business 三档订阅。以后使用 ChatGPT 和 Codex，将统一从同一个额度池中扣除。AI 编程省额度ImageOriginal post143KLikes 261数字生命卡兹克10-04ZHTested: Claude vs. Codex Weekly Quota Conversion on the $200 Tier Differs by Tenfold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%...AI 编程省额度ImageOriginal post142KLikes 574
gKev1n10-07ZHQuota Consumption Comparison: Opus 5.5 vs GPT-6 Astra on the Same Task震惊，瘫坐！ 我建议以后测试模型真别用鹈鹕骑单车了，我分别找了 Opus 5.5 和 GPT 6 Astra 使用 svg 动画做了奶牛奔跑，AI 编程省额度ImageOriginal post137KLikes 268范凯说AI10-16ZHMain Model on Low Thinking, Plus a Cheap Model to Share the Token-Heavy Work虽然很多人都说 GPT 现在已经拉垮了，但实际上拉垮的是 GPT-6.1 Sol。AI 编程省额度Original post127KLikes 282相宁10-27ZHHands-On Test: GPT-6.1 Terra Is Cheap but Doesn't Save Quota最新的GPT- 6.1 Terra最全详细测评来了： 1.Token速度：这是最让我惊喜的点，实测数据 开xhigh 普通模式均速约81t/s，峰值150t/s，低值62t/s fast模式下均速130t/s，峰值183t/s,低值100t/sAI 编程省额度ImageOriginal post125KLikes 367范凯说AI10-27ZHWeekly Token Quotas Across Grok Bot Plan Tiers, Tested最精确的 Grok Bot 套餐额度数字来了： X 30 美元套餐，周限额：2.76亿token； X 100 美元套餐，周限额：13.27亿token；AI 编程省额度Original post123KLikes 131SuSu_酥酥👅10-15ZHDeepSeek V4.1 Flash Free to Use in OpenCode🚨卧槽！OpenCode 直接把 DeepSeek V4.1 Flash 免费了！AI 编程省额度ImageOriginal post122KLikes 532xiax｜AI & Agents10-09ZHClaude and GPT Cache Read Prices Cut, Long Contexts Cheaper💥行业反转！OpenAI、Anthropic新模型缓存成本大幅跳水。海外观点认为，这两家公司的闭源产品搭上了DeepSeek开源KV缓存优化的技术快车，AI 编程省额度ImageOriginal post118KLikes 750卡比卡比10-12ZHCache Expiration Times Compared Across Models: Hits Only If Resumed Within 5 Minutes很多人都不知道但是却极其重要的一个事情：模型的缓存过期时间（TTL） deepseek 官方说的是几小时~几天；AI 编程省额度Original post116KLikes 718
拖鞋10-15ZHCodex Quota Resets Are Actually Advances, Claude Resets to Zero这话我憋了很久 没有人发现Codex 的重置就是个预支按钮，tibo别再当福利吹了 点一次，下周额度提前用掉，刷新日顺延，总量一分没多AI 编程省额度Original post115KLikes 423
FeiZ10-27ZHComparing Plus and Claude Pro Quotas by Weekly Token VolumeTibo 说 6.1 Terra 比 Sol 多两倍使用量。 看 GPT Plus，6.1 Sol 大概是 2.2 亿 tokens 一周AI 编程省额度Original post113KLikes 945Leo · Building w/ AI10-25ZHDeepSeek on OpenCode Go Is Lower Quality Than the Official APIOpencode 被网友扒出来 Deepseek v4.1 Flash 1017 的质量远不如官方，应该是量化后的自部署无疑了。。AI 编程省额度ImageOriginal post109KLikes 1Kgovin.eth | G哥10-22ZHUninstall Unused Skills to Reduce Context Overhead听劝，一定要照做！Claude 执行效率提升 50%，token 消耗降低 20% 的秘诀，竟然是卸载不用的 SkillsAI 编程省额度ImageOriginal post105KLikes 43相宁10-16ZHDot Chats Don't Use Plan Quota, Can Run Long Tasks on a Cloud Computer如果你开了GPT Pro套餐， 却没有让Dot 24小时为你干活，那我不要和你说话。AI 编程省额度Original post103KLikes 197
卡卡10-11ZHSame Compiler Porting Project, Costs Differ by Over Tenfold After Switching ModelsOpenAI 为什么会被 Anthropic 吊打？今天来了个 40 万美金（API）的真实案例。AI 编程省额度ImageOriginal post96KLikes 384数字生命卡兹克10-08ZHMax Subscribers Can Claim Monthly Claude API Credits Matching Their Quota除了发布Haiku 5.5之外，最最重磅的是： 只要你是订阅的Max会员，你每月都可以领取对应的Claude的开放平台的免费 API 额度，AI 编程省额度Original post94KLikes 327A collection of Grok Bot practical tips shared by Chinese-speaking users in October 2026: how to assign tasks, how to save quota, and how to work with Claude Code and Codex. Suited for people who just got Grok Bot and don't know where to start.
A collection of hands-on Claude Code tips from the Chinese-language community in October 2026: settings that save quota, sub-agent division of labor, code review workflows, and how to use Skills, plugins, and Mods. Suited to people who want to use it more reliably and economically.
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.