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Codex CLICodex CLI

OpenAI
编程Coding 终端Terminal 本地Local partial lifecycle: active 核验Checked 2026-10-23

English summaries and interface labels are available. Detailed source notes below are currently in Chinese.

OpenAI 官方的终端编码 agent,Rust 实现,架构上强调 app server 与线程续接。

OpenAI's official terminal coding agent, written in Rust, architecturally centred on the app server and thread resumption.

适合与不适合When to use it, when not to

在终端做工程任务,需要接入 CI 或自建客户端的场景。 已有仓库的续接与恢复是它的架构重点。

不适合需要「沙箱逐平台实现逐条明确」的场景 —— 官方只说明 OS 级强制与 Windows 的 elevated / unelevated 档位, 未按 macOS / Linux / Windows 分别列出实现细节,采购前仍建议实测。

Engineering work in the terminal, including CI integration or building your own client. Its architecture emphasises resumption and recovery of existing repositories.

中文生态China availability 国产 / 国内可直接用 / 备案状态 · 快照domestic / direct access / CAC filing · snapshot 2026-10-20

出品属地Origin
国外出品foreign-made 国外主体(网信办公示名单未见对应备案主体)。foreign entity (no matching filing entity in the CAC registry).
国内使用Direct access
大陆可直连direct OK 官网仓库在 GitHub,大陆直连波动(同日实测 200/000 混合);npm / PyPI 安装源实测稳定可达。Hosted on GitHub — direct reachability from mainland fluctuates (200/000 mixed on the same day); npm / PyPI install routes measured stable.
备案状态CAC filing
未见于备案名单not in filing list:未见于网信办公示名单(2026-10-20 检索 13 批附件,https://www.cac.gov.cn/2024-04/02/c_1713729983803145.htm);该产品未面向大陆公众提供服务,备案不适用。not in the CAC public registry (13 batch attachments searched 2026-10-20, https://www.cac.gov.cn/2024-04/02/c_1713729983803145.htm); the product does not serve the mainland public, so filing does not apply.

备案信息以网信办《生成式人工智能服务已备案信息》公示名单为准(按批次滚动更新,本站只抄编号不解读);「大陆可直连」是本站从大陆网络直连实测的结果,不是厂商承诺。GitHub 类站点当日实测有波动,口径写在依据里。Filing status is quoted from the CAC public registry (updated batch by batch; this site copies the number and does not interpret it). "Direct access" is this site's own reachability measurement from a mainland network, not a vendor promise. GitHub-hosted sites fluctuated on the measurement day — the note says so.

固定坐标系Fixed coordinate system

8 个维度dimensions, 与同分区其他对象逐项可比each comparable item by item against others in the same section.

模型与开放条件Model & openness

默认可跑 OpenAI 自家模型,架构上也允许换成别的 provider。

官方 config-basic 的「Default model」示例是 model = "gpt-5.5"。 CLI 另有 --model / -m 可以覆盖(示例给的是 gpt-5.4)。

配套的模型开关有三个:

  • model_context_window
  • model_reasoning_effort
  • model_catalog_json(或用 codex debug models 查看模型目录)

自定义 provider 是官方明确支持的(config-advanced「Custom model providers」)。

配置方式:顶层写 model + model_provider,再配 [model_providers.<id>]。

可用的字段有五个:base_url / env_key / wire_api / http_headers / auth.command。

内置的 provider ID 保留名有三个:openai、ollama、lmstudio。

另有内置 amazon-bedrock。官方示例直接给:

官方示例:[model_providers.mistral] base_url="https://api.mistral.ai/v1"

本地模型走 OSS 模式:--oss + oss_provider = "ollama" | "lmstudio"。 想改内置 OpenAI provider 的地址,用 openai_base_url。

换成第三方模型之后,tool calling 的质量官方没给量化结论。

Runs OpenAI's own models by default; architecturally it also allows swapping to other providers.

The official config-basic "Default model" example is model = "gpt-5.5". The CLI also has --model / -m to override (the example given is gpt-5.4).

Three companion model switches:

  • model_context_window
  • model_reasoning_effort
  • model_catalog_json (or view the model catalog with codex debug models)

Custom providers are explicitly supported by the official side (config-advanced "Custom model providers").

Configuration: write model + model_provider at the top level, then configure [model_providers.<id>].

Five available fields: base_url / env_key / wire_api / http_headers / auth.command.

Three reserved built-in provider IDs: openai, ollama, lmstudio.

There is also a built-in amazon-bedrock. The official example gives directly:

Official example: [model_providers.mistral] base_url="https://api.mistral.ai/v1"

Local models go through OSS mode: --oss + oss_provider = "ollama" | "lmstudio". To change the built-in OpenAI provider's address, use openai_base_url.

After switching to third-party models, the official gives no quantified conclusion on tool-calling quality.

运行位置Where it runs

它是一个本地跑着的终端进程。

代码用 Rust 写。releases 的版本标签是 rust-v*。

生命周期绑在终端会话上:退出即结束。

It is a terminal process running locally.

The code is written in Rust. Release version tags are rust-v*.

Its lifetime is bound to the terminal session: quit and it ends.

本地文件Local files

它在你的工作目录里动手,默认只写工作区,而且要求那里是 Git 仓库。

官方 agent-approvals-security 的原文是下面这一句:

官方原文:"no network access and write permissions limited to the active workspace"

这句的意思是:没有网络访问,写权限只限当前工作区。

这里的「工作区」含当前目录与 /tmp,用 /status 可以查看工作区目录。

沙箱默认档位分两种:

  • 版本控制目录默认 workspace-write
  • 非版本控制目录默认 read-only

workspace-write 之下,.git / .agents / .codex 是递归只读的。

可调的几项:--add-dir 追加可写目录、-C/--cd 指定工作目录、 project_root_markers 自定义项目根识别(默认含 .git)。

一条硬约束:非交互的 codex exec 要求工作目录是 Git 仓库。官方原文是:

官方原文:"Codex requires commands to run inside a Git repository"

想跳过这条检查,用 --skip-git-repo-check。

It works inside your working directory, writes only to the workspace by default, and requires that directory to be a Git repository.

The official agent-approvals-security wording is this sentence:

Official wording: "no network access and write permissions limited to the active workspace"

That means: no network access, write permissions limited to the active workspace.

The "workspace" here includes the current directory and /tmp; /status shows the workspace directories.

Sandbox default tiers come in two flavors:

  • version-controlled directories default to workspace-write
  • non-version-controlled directories default to read-only

Under workspace-write, .git / .agents / .codex are recursively read-only.

Tunable items: --add-dir appends writable directories, -C/--cd sets the working directory, project_root_markers customizes project-root detection (.git included by default).

One hard constraint: non-interactive codex exec requires the working directory to be a Git repository. Official wording:

Official wording: "Codex requires commands to run inside a Git repository"

To skip this check, use --skip-git-repo-check.

关机后的任务Tasks after shutdown

本地这个终端进程随会话结束,但官方还另有一层云端任务形态,已核到。

官方 Codex cloud 页原文说,Codex cloud 让 Codex 在自己的云环境里干活:

官方原文:"work on tasks in the background (including in parallel) using its own cloud environment"

这些任务跑在隔离的 OpenAI 托管容器里:

官方原文:"isolated OpenAI-managed containers"

它不访问你的宿主机,也不碰无关数据。

CLI 这一侧有两个入口:

  • codex cloud 子命令(实验性,别名 codex cloud-tasks)
  • codex apply —— 把云任务的 diff 应用到本地工作树

云端按 ChatGPT 套餐提供(Plus / Pro / Business / Edu / Enterprise)。

云端任务的并发与时长额度官方没给具体数值,只写随套餐。

The local terminal process ends with the session, but the official additionally has a cloud task form, now verified.

The official Codex cloud page says Codex cloud lets Codex work in its own cloud environment:

Official wording: "work on tasks in the background (including in parallel) using its own cloud environment"

These tasks run in isolated OpenAI-managed containers:

Official wording: "isolated OpenAI-managed containers"

It does not access your host machine and does not touch unrelated data.

The CLI side has two entry points:

  • the codex cloud subcommand (experimental, alias codex cloud-tasks)
  • codex apply — applies a cloud task's diff to the local working tree

Cloud access follows ChatGPT plans (Plus / Pro / Business / Edu / Enterprise).

Cloud-task concurrency and duration quotas: the official gives no concrete numbers, only "follows the plan".

工具与扩展Tools & extensions

内置工具面和 MCP 都已核到。

内置能力分散在 config 的能力开关里,一共六类:

  • shell —— 执行命令,开关是 features.shell_tool
  • unified_exec —— PTY 执行
  • web search —— web_search = cached | live | disabled
  • undo、git commit
  • multi-agent 协作 —— 开关是 features.multi_agent,工具是 spawn_agent
  • 协作工具还有 send_input / resume_agent / wait_agent / close_agent
  • memories

非交互侧的事件流也能看到这些动作:codex exec --json 的事件类型含 command executions、file changes、MCP tool calls、web searches、plan updates。

扩展机制有三种:Hooks(PreToolUse / PostToolUse / PreCompact 等)、 Skills(SKILL.md,可打包为 plugins)与 plugin marketplace。

MCP 官方支持完整。 官方 MCP 页原话是:

"Codex supports MCP servers in both the CLI and the IDE extension"

传输支持 STDIO 与 Streamable HTTP(Bearer / OAuth,登录用 codex mcp login)。

配置两处都行:codex mcp CLI,或 [mcp_servers.<name>]。

工具级开关有 enabled_tools / disabled_tools 与 per-tool approval_mode。

反过来也行:codex mcp-server 能把 Codex 本身当 MCP server 暴露给别的 agent。

Both the built-in tool surface and MCP have been verified.

Built-in capabilities are spread across config feature toggles, six classes in total:

  • shell — executes commands, toggled by features.shell_tool
  • unified_exec — PTY execution
  • web search — web_search = cached | live | disabled
  • undo, git commit
  • multi-agent collaboration — toggled by features.multi_agent, the tool is spawn_agent
  • companion tools also include send_input / resume_agent / wait_agent / close_agent
  • memories

The non-interactive event stream also surfaces these actions: codex exec --json event types include command executions, file changes, MCP tool calls, web searches, plan updates.

Three extension mechanisms: Hooks (PreToolUse / PostToolUse / PreCompact etc.), Skills (SKILL.md, packageable as plugins) and a plugin marketplace.

MCP support is complete officially. The official MCP page says:

"Codex supports MCP servers in both the CLI and the IDE extension"

Transports support STDIO and Streamable HTTP (Bearer / OAuth; log in with codex mcp login).

Configuration works in two places: the codex mcp CLI, or [mcp_servers.<name>].

Tool-level switches include enabled_tools / disabled_tools and per-tool approval_mode.

The reverse also works: codex mcp-server exposes Codex itself as an MCP server to other agents.

上下文与记忆Context & memory

会话续接 + 自动压缩 + 可选 memories,三轮机制都已核到。

续接:交互式用 codex resume,非交互用 codex exec resume (--last 或 <SESSION_ID>)。codex fork 能把会话分叉成新线程。

app server 架构让线程可启动、续接与恢复。

压缩:官方配置键是 compact_prompt(内联覆盖压缩提示词)与 experimental_compact_prompt_file;另有 PreCompact / PostCompact hook 事件。

上下文窗口可用 model_context_window 显式设置(示例 128000)。

记忆需要显式开启:打开 [features] memories = true 之后, Codex 会把既往会话提炼成本地记忆文件(默认放 ~/.codex/memories/)。

TUI 里用 /memories 按线程控制,参数走 memories.*。 官方称 memories 会 "redacts secrets"。

注意 memories 默认关闭。

Session resumption + automatic compaction + optional memories — all three mechanisms verified.

Resumption: interactively via codex resume, non-interactively via codex exec resume (--last or <SESSION_ID>). codex fork forks a session into a new thread.

The app-server architecture lets threads be started, resumed and recovered.

Compaction: the official config keys are compact_prompt (inline override of the compaction prompt) and experimental_compact_prompt_file; there are also PreCompact / PostCompact hook events.

The context window can be set explicitly via model_context_window (example: 128000).

Memories must be explicitly enabled: after turning on [features] memories = true, Codex distills past sessions into local memory files (default location ~/.codex/memories/).

In the TUI, /memories controls per thread; parameters go through memories.*. The official says memories "redacts secrets".

Note memories are off by default.

权限与限制Permissions & limits

沙箱与审批边界跟随运行环境。

API key 计费与订阅不是同一额度(此点已在官方用量说明中确认)。

审批与沙箱模式已核验完成:官方口径(agent-approvals-security / config-advanced / config-reference)与 SDK 源码一致。

审批策略用顶层 approval_policy:

  • untrusted / on-request / never / granular
  • on-failure(已弃用)

复核人用 approvals_reviewer,取 user 或 auto_review。

沙箱模式用 sandbox_mode,取 read-only / workspace-write / danger-full-access; 另有命名 profile :read-only / :workspace / :danger-full-access。

本地默认是 workspace-write,而且网络关闭。

非版本控制目录默认 read-only。

workspace-write 下 .git / .agents / .codex 递归只读。 网络另有 features.network_proxy 域名 allowlist + DNS 重绑定防护。

TUI 里还有三个开关:

  • /permissions —— 切 read-only
  • --ask-for-approval never —— 关审批
  • --dangerously-bypass-approvals-and-sandbox(别名 --yolo)—— 全放开

Windows 另有专属档位:[windows] sandbox = "elevated" | "unelevated"。 codex sandbox 子命令可在 macOS / Linux / Windows 提供沙箱。

但逐平台的实现细节官方没按平台分别展开(已查 config-basic 与 agent-approvals-security 两页,未分平台列出)。

详见 Codex SDK 档案。

Sandbox and approval boundaries follow the runtime environment.

API-key billing and subscription are not the same quota (confirmed in the official usage notes).

Approval and sandbox modes are fully verified: the official stance (agent-approvals-security / config-advanced / config-reference) matches the SDK source.

The approval policy is the top-level approval_policy:

  • untrusted / on-request / never / granular
  • on-failure (deprecated)

The reviewer is approvals_reviewer, taking user or auto_review.

The sandbox mode is sandbox_mode, taking read-only / workspace-write / danger-full-access; there are also named profiles :read-only / :workspace / :danger-full-access.

The local default is workspace-write, with networking off.

Non-version-controlled directories default to read-only.

Under workspace-write, .git / .agents / .codex are recursively read-only. Networking additionally has features.network_proxy domain allowlist + DNS-rebinding protection.

The TUI has three more toggles:

  • /permissions — switch to read-only
  • --ask-for-approval never — turn approvals off
  • --dangerously-bypass-approvals-and-sandbox (alias --yolo) — open everything

Windows has its own dedicated tier: [windows] sandbox = "elevated" | "unelevated". The codex sandbox subcommand can provide sandboxing on macOS / Linux / Windows.

But the official does not expand per-platform implementation details by platform (checked config-basic and agent-approvals-security; not listed per platform).

See the Codex SDK dossier.

适合什么任务Best for

适合在终端里做工程任务,要接 CI 或要自建客户端的场景。

它有个别人少有的证据:非交互模式有官方文档支持。 docs/exec.md 的标题就是 Non-interactive mode(正文为外链)。

这使它是本站 CLI 分区里除 Gemini CLI 外唯一有非交互证据的对象。

已有仓库的续接与恢复是它的架构重点。

Fits engineering tasks in the terminal, scenarios hooking into CI or building custom clients.

It has a piece of evidence few others have: non-interactive mode has official documentation support. docs/exec.md is titled Non-interactive mode (body is an external link).

That makes it, besides Gemini CLI, the only subject in this site's CLI category with non-interactive evidence.

Resumption and recovery on existing repositories are its architectural focus.

头号误解Top misconception

  • 把 API 额度当成订阅额度的一部分,两者独立计费Treating API credits as part of the subscription — they are billed separately
  • 以为 CLI 本身就是全部,实际还有 app server 供自建客户端接入Assuming the CLI is the whole thing — there is also an app server for custom clients
  • 以为文档站能直接 curl 抓取,可能被 CDN 拦截Assuming the docs site can be curled directly — a CDN may block it

未知项清单Known unknowns

  • 三档沙箱在 macOS / Linux / Windows 的逐平台实现细节 (官方只说 OS 级强制 + Windows elevated / unelevated,未分平台展开)
  • 换第三方 provider 后 tool calling 的质量对齐
  • 云端任务的并发数与时长具体数值(官方只说随套餐) > 原「默认模型 / 沙箱档位 / 工具清单 / 上下文策略 / 审批模式 / 云端任务入口」 > 六项已由官方 developers.openai.com/codex(config-basic、config-advanced、 > agent-approvals-security、noninteractive、mcp、cli/reference、cloud)核到, > 见上方 axes。
  • Per-platform implementation details of the three sandbox tiers on macOS / Linux / Windows (the official only says OS-level enforcement + Windows elevated / unelevated, not expanded per platform)
  • Tool-calling quality alignment after switching to third-party providers
  • Concrete concurrency count and duration numbers for cloud tasks (the official only says "follows the plan") > The original six items — "default model / sandbox tiers / tool list / context strategy / approval modes / cloud-task entry points" — > have since been verified against the official developers.openai.com/codex (config-basic, config-advanced, > agent-approvals-security, noninteractive, mcp, cli/reference, cloud); see the axes above.

证据来源Evidence sources

判断可回到以下一手源复核。本站核验日Every judgement can be rechecked against the primary sources below. Verified on 2026-10-23,内容更新日content updated on 2026-10-08。

类型Type名称Name链接Link
repoOpenAI · Codex CLI 仓库OpenAI · Codex CLI repositoryhttps://github.com/openai/codex
changelogOpenAI · Codex CLI Releases(rust-v0.158.0 @ 2026-09-28)OpenAI · Codex CLI Releases (rust-v0.158.0 @ 2026-09-28)https://github.com/openai/codex/releases
changelogOpenAI · Codex CLI CommitsOpenAI · Codex CLI Commitshttps://github.com/openai/codex/commits/main
docsOpenAI · Codex 文档OpenAI · Codex docshttps://developers.openai.com/codex/cli
docsOpenAI · Config basics(默认模型 gpt-5.5、sandbox_mode、Windows sandbox)OpenAI · Config basics (default model gpt-5.5, sandbox_mode, Windows sandbox)https://developers.openai.com/codex/config-basic
docsOpenAI · Advanced Configuration(自定义 provider / OSS / hooks)OpenAI · Advanced Configuration (custom providers / OSS / hooks)https://developers.openai.com/codex/config-advanced
docsOpenAI · Configuration Reference(approval_policy 等配置键)OpenAI · Configuration Reference (approval_policy and other config keys)https://developers.openai.com/codex/config-reference
docsOpenAI · Agent approvals & security(沙箱 / 审批默认 / 网络)OpenAI · Agent approvals & security (sandbox / approval defaults / networking)https://developers.openai.com/codex/agent-approvals-security
docsOpenAI · Non-interactive mode(codex exec / Git 仓库要求)OpenAI · Non-interactive mode (codex exec / Git repository requirement)https://developers.openai.com/codex/noninteractive
docsOpenAI · MCP(STDIO / Streamable HTTP、per-tool approval_mode)OpenAI · MCP (STDIO / Streamable HTTP, per-tool approval_mode)https://developers.openai.com/codex/mcp
docsOpenAI · CLI 参考(--model / --sandbox / codex cloud / exec)OpenAI · CLI reference (--model / --sandbox / codex cloud / exec)https://developers.openai.com/codex/cli/reference
docsOpenAI · Codex cloud / web(云任务跑在 OpenAI 托管容器)OpenAI · Codex cloud / web (cloud tasks run in OpenAI-managed containers)https://developers.openai.com/codex/cloud
docsOpenAI · Memories(跨会话记忆,默认关闭)OpenAI · Memories (cross-session memory, off by default)https://developers.openai.com/codex/memories
docsOpenAI · Customization(AGENTS.md / Skills / MCP / Subagents)OpenAI · Customization (AGENTS.md / Skills / MCP / Subagents)https://developers.openai.com/codex/concepts/customization

实测记录Measured runs

本档未跑端到端编码任务;能力结论来自官方文档,编码向测量协议见 protocols/coding/_protocol.md。

This site has not completed measured runs. The test protocol is at protocols/coding/_protocol.md.

变更记录说明Change-log note

本对象有独立 releases:

版本日期
rust-v0.158.02026-09-28

注意版本号前缀是 rust-v,说明仓库同时包含其他语言的实现, 引用版本号时要完整写前缀。

This subject has standalone releases:

VersionDate
rust-v0.158.02026-09-28

Note the version prefix is rust-v, indicating the repository also contains implementations in other languages; when citing version numbers, write the prefix in full.

安装方式Installation methods

README 提供两种:

  • npm 安装
  • Homebrew 安装(--cask)

授权方式明确:README 有独立章节 "Using Codex with your ChatGPT plan", 即授权随 ChatGPT 订阅。

The README offers two:

  • npm install
  • Homebrew install (--cask)

Authorization is explicit: the README has its own section "Using Codex with your ChatGPT plan", i.e. authorization rides on the ChatGPT subscription.

架构关键:app serverArchitecture key: the app server

Codex 的 CLI 只是入口,真正的执行层是它背后的 app server。

  • 自定义客户端通过 app server 接入
  • 线程可启动、续接与恢复
  • Python SDK 基于 app-server JSON-RPC

这意味着它可以脱离终端单独使用 —— 如果你要自建集成,CLI 只是其中一个客户端。

The design focus of Codex is not the CLI itself but the app server behind it.

  • custom clients connect through the app server
  • threads can be started, resumed and recovered
  • the Python SDK is built on app-server JSON-RPC

That means it can be used independently of the terminal — if you are building your own integration, the CLI is just one of its clients.

核验限制(已于 2026-10-08 解除)Verification limits (lifted in 2026-10-08)

初版采集时这条目多个维度标为未知,原因是官方文档站 developers.openai.com 当时对 curl 返回 403(CDN 拦截), 仓库 README 又极简,拿不到「沙箱档位、工具清单、模型映射、审批模式」。

2026-10-08改用浏览器直取官方文档后已全部补齐。

取到正文的官方页:

  • config-basic / config-advanced / config-reference
  • agent-approvals-security / noninteractive / mcp / cli/reference
  • cloud / memories

这些页的逐条结论见上方 axes。

At first collection several dimensions of this entry were marked unknown, because the official docs site developers.openai.com then returned 403 to curl (CDN interception), and the repository README is minimal — no "sandbox tiers, tool list, model mapping, approval modes" could be obtained.

2026-10-08 (2026-10-08) filled everything in by fetching the official docs directly through a browser.

Official pages fetched in full the 2026-10-08 check:

  • config-basic / config-advanced / config-reference
  • agent-approvals-security / noninteractive / mcp / cli/reference
  • cloud / memories

Item-by-item conclusions from these pages are in the axes above.

权限定级说明Permission-grading note

confidence: partial 的原因:

  • ✅ 已核验(每条都能回到官方页):仓库存在、许可(Apache-2.0)、 最新版本、发布日期、star 数(130,498 · 滚动核验 2026-10-23)、安装方式、ChatGPT 订阅授权
  • ✅ 已核验(默认模型与 provider 配置面、沙箱档位与默认值、审批策略枚举、 工具清单与 MCP、上下文压缩与 memories、云端任务形态)
  • ❌ 未核验(三档沙箱的逐平台实现细节):官方只说 OS 级强制 + Windows elevated/unelevated 档位,未按平台分列
  • ❌ 未核验(换 provider 后 tool calling 质量、云端任务的并发与时长具体数值)

引用本条目时请只使用已核验部分。

Why confidence: partial:

  • ✅ Verified (each item traceable to an official page): repository exists, license (Apache-2.0), latest version, release date, stars (130,498 · rolling re-check 2026-10-23), installation methods, ChatGPT-subscription authorization
  • ✅ Verified (default model and provider configuration surface, sandbox tiers and defaults, approval-policy enumeration, tool list and MCP, context compaction and memories, the cloud-task form)
  • ❌ Not verified (per-platform implementation details of the three sandbox tiers): the official only says OS-level enforcement + the Windows elevated/unelevated tiers, not broken out by platform
  • ❌ Not verified (tool-calling quality after switching providers; concrete concurrency/duration numbers for cloud tasks)

When citing this entry, use only the verified parts.

第一次怎么用

1. 安装与登录以仓库 README 为准;先跑 codex --help。 2. 在仓库根目录启动,让它先读项目结构与测试命令。 3. 需要长任务时用线程续接;中断后从同一线程继续,不要新开会话丢上下文。 4. 让它把改动拆成小步,每步给 diff 与测试结果。 5. 推远端与装依赖必须人工确认。

在【仓库】里修【bug】。流程:
1) 先复现并贴失败日志;
2) 给计划(改哪些文件、不改哪些);
3) 每改一个文件就跑相关测试;
4) 最后给风险点与回滚方式。

相关条目Related entries

本页由This page is generated from the ai-handbook 数据层生成(CC BY 4.0)。data layer (CC BY 4.0). 方法论与坐标系定义见仓库内For the methodology and coordinate definitions, see METHODOLOGY.md.