背景
如果你最近也在折腾 AI 编程，那这类问题你大概率已经碰到过了：任务不是一上来就挂，而是跑到一半断掉。
这事儿放到普通 HTTP 请求里，很多时候就是重发一下，顶多补个指数退避。可是 Agent CLI 不一样。Claude Code、Codex 这类工具通常是流式执行的，输出是一段一段往外推，过程中还会绑定 thread、session 或 resume token。换句话说，它不是“这一请求失败了没有”，而是：
- 前面已经吐出来的内容还算不算数
- 当前上下文还能不能接着跑
- 这次失败该不该自动恢复
- 如果要恢复，多久再试，试的时候发什么，原上下文还要不要复用
很多团队第一次做这里，都会下意识写一个最朴素的版本：报错了就再试一次。你说得非常正确，这个想法很自然，可是真进项目里，问题就一个接一个冒出来了。
- 有些错误明明是暂时故障，却被当成最终失败
- 有些错误根本不值得重试，却被系统反复重放
- 有 thread 的请求和没有 thread 的请求，被一把梭地一视同仁
- 退避策略没边界，后台请求自己把自己打爆
HagiCode 在接多种 Agent CLI 的过程中，也踩过这些坑。尤其是 Codex 这一侧，最初暴露出来的问题就是某类 reconnect 报文没有被识别成可重试终态，结果原本已有的恢复机制根本没机会生效。说白了，不是系统没有自动重试，而是系统没把“这次值得重试”认出来。
所以这篇文章想讲的核心点很明确：自动重试不是一个按钮，而是一套分层设计。
关于 HagiCode
本文分享的方案，来自我们在 项目里的真实实践。HagiCode 要做的事情，不是把某一个模型接上就完事，而是把多种 Agent CLI 的流式消息、工具调用、失败恢复、会话上下文，统一成一套能长期维护的执行模型。
我平时最关心的事情之一，就是怎么让 AI 编程这件事真正落到工程现场。写 Demo 不难，难的是把 Demo 变成团队真的愿意长期使用的东西。HagiCode 之所以认真做自动重试，不是因为这个功能看起来高级，而是因为长链路、流式、可续跑的 CLI 执行如果接不稳，用户看到的就不是智能助手，而是一个动不动半路掉线的命令包装器。
如果你想先看看项目入口，这里先放两个：
再往前走一步讲，HagiCode 现在也已经上架 Steam 了，有 Steam 的朋友可以先加个愿望单：
为什么 Agent CLI 的自动重试比普通重试更难
这个问题提得很实在，我们直接上结论：Agent CLI 的自动重试，难点不在“隔几秒再试一次”，而在“还能不能在原上下文里继续”。
你可以把它理解成一次长对话。普通 API 重试，更像电话占线再拨一遍；而 Agent CLI 重试，更像对方刚讲到一半信号断了，你得先判断要不要回拨，回拨以后要不要从头说，对方还记不记得刚刚聊到哪。谁说这两者是一回事呢？它们压根不是一个工程问题。
具体看，有四个难点最典型。
1. 它是流式的
一旦输出已经发给用户，你就不能像处理普通请求那样，把失败偷偷吞掉然后悄悄重来。因为前面那部分内容已经被看到了，再次重放时如果策略不对，前端很容易看到重复文本、错乱状态，工具调用生命周期也会一起乱套。这波不是玄学，是工程。
2. 它通常绑定会话上下文
Codex 这类 provider 会绑定 thread，Claude Code 一类实现也会有 continuation target 或等价的续跑上下文。真正能自动重试的前提，不只是“这个错误长得像暂时故障”，还包括“这次执行还有没有继续下去的载体”。
3. 它不是所有错误都值得重试
网络抖动、SSE idle timeout、上游临时故障，这些通常可以试一试。可如果你遇到的是认证失败、上下文已经丢了，或者 provider 根本没有 resume 能力，那继续重试多数不是恢复，而是在制造噪音。
4. 它需要边界
无限自动重试几乎总是错的。技术趋势可以热闹一阵子，工程规律往往会稳定很多年，其中一条就是：失败恢复一定要有边界。系统必须知道自己最多试几次、每次隔多久、什么时候该停手承认这回真不行了。
也正因为这几个特点，HagiCode 最后没有把自动重试写成某个 provider 里的几行 try/catch，而是把它提炼成一层共享能力。说到底，工程问题还是要回到工程方法里解决。
HagiCode 的做法：把重试从 Provider 里拿出来
HagiCode 当前这套真实实现，可以压缩成一句话：
共享层统一管理重试流程，具体 Provider 只负责回答两个问题：这个终态值不值得重试？当前上下文还能不能继续？
这件事不复杂，可是很关键。因为一旦把职责切开，Claude Code、Codex，甚至其他 Agent CLI 都能复用同一个骨架。模型会说，工具会变，工作流会升级，但工程上的基本盘一直都在那里。
第一层：用统一协调器管理重试循环
项目中的核心实现片段大概是下面这样：
| internal static class ProviderErrorAutoRetryCoordinator | |
| { | |
| public static async IAsyncEnumerable<CliMessage> ExecuteAsync( | |
| string prompt, | |
| ProviderErrorAutoRetrySettings? settings, | |
| Func<string, IAsyncEnumerable<CliMessage>> executeAttemptAsync, | |
| Func<bool> canRetryInSameContext, | |
| Func<TimeSpan, CancellationToken, Task> delayAsync, | |
| Func<CliMessage, bool> isRetryableTerminalMessage, | |
| [EnumeratorCancellation] CancellationToken cancellationToken) | |
| { | |
| var normalizedSettings = ProviderErrorAutoRetrySettings.Normalize(settings); | |
| var retrySchedule = normalizedSettings.Enabled | |
| ? normalizedSettings.GetRetrySchedule() | |
| : []; | |
| for (var attempt = 0; ; attempt++) | |
| { | |
| var attemptPrompt = attempt == 0 | |
| ? prompt | |
| : ProviderErrorAutoRetrySettings.ContinuationPrompt; | |
| CliMessage? terminalFailure = null; | |
| await foreach (var message in executeAttemptAsync(attemptPrompt) | |
| .WithCancellation(cancellationToken)) | |
| { | |
| if (isRetryableTerminalMessage(message)) | |
| { | |
| terminalFailure = message; | |
| break; | |
| } | |
| yield return message; | |
| } | |
| if (terminalFailure is null) | |
| { | |
| yield break; | |
| } | |
| if (attempt >= retrySchedule.Count || !canRetryInSameContext()) | |
| { | |
| yield return terminalFailure; | |
| yield break; | |
| } | |
| await delayAsync(retrySchedule[attempt], cancellationToken); | |
| } | |
| } | |
| } |
这段代码干的事情，其实非常朴素，但很有力。
- 中间失败先不直接透传，协调器先判断能不能恢复
- 只有重试预算耗尽，最终失败才真正回到上层
- 第二轮开始不再发送原始 prompt，而是统一发送 continuation prompt
这也就是为什么我前面一直强调，自动重试不是简单的“再请求一次”。它不是在补一个异常分支，而是在管理一条执行生命周其。听起来有点像产品经理，但工程上确实如此。
第二层：把重试策略快照化
另一个很容易被忽略的问题是：谁来决定这次请求是否开启自动重试？
HagiCode 的答案是，不要依赖某个“此刻的全局配置”，而是把策略做成 snapshot，跟着这次请求一起走。这样一来，会话排队、消息持久化、执行转发、provider 适配，都不会把策略弄丢。一次成功不叫体系，持续成功才叫体系。
核心结构可以简化成这样：
| public sealed record ProviderErrorAutoRetrySnapshot | |
| { | |
| public const string DefaultStrategy = "default"; | |
| public bool Enabled { get; init; } | |
| public string Strategy { get; init; } = DefaultStrategy; | |
| public static ProviderErrorAutoRetrySnapshot Normalize(bool? enabled, string? strategy) | |
| { | |
| return new ProviderErrorAutoRetrySnapshot | |
| { | |
| Enabled = enabled ?? true, | |
| Strategy = string.IsNullOrWhiteSpace(strategy) | |
| ? DefaultStrategy | |
| : strategy.Trim() | |
| }; | |
| } | |
| } |
然后在执行侧再映射成 provider 真正消费的设置对象。这个做法的价值很直接：
- 业务层决定“该不该重试”
- 运行时决定“怎么重试”
两边各管一摊，互相不打架。很多问题不是不能做，只是没把代价算明白。把策略快照化，本质上就是在提前把代价算清楚。
第三层：Provider 只做终态判定和上下文判定
到了具体的 Claude Code 或 Codex provider，这里的职责反而很薄。你可以把它理解成增强，不要把它误会成代替。
以 Codex 为例，它最终接入共享协调器时，本质上只需要提供三样东西：
| await foreach (var message in ProviderErrorAutoRetryCoordinator.ExecuteAsync( | |
| prompt, | |
| options.ProviderErrorAutoRetry, | |
| retryPrompt => ExecuteCodexAttemptAsync(...), | |
| () => !string.IsNullOrWhiteSpace(resolvedThreadId), | |
| DelayAsync, | |
| IsRetryableTerminalFailure, | |
| cancellationToken)) | |
| { | |
| yield return message; | |
| } |
你会发现，真正属于 Provider 自己的判断只有两个：
IsRetryableTerminalFailurecanRetryInSameContext
Codex 看的是 thread 还能不能续上，Claude Code 看的是 continuation target 还在不在。退避策略、重试次数、后续 prompt，这些通通不该让 Provider 自己重新发明一遍。
这一层拆出来以后，HagiCode 接更多 CLI 的成本就低很多了。你不用复制一整套重试状态机，只要把“这个 provider 的边界条件”接进来就行。写得快，不等于写得稳；接得住，不等于接得好；能跑起来，也不等于能长期维护。
一个很容易做错的点：别把所有报错都当可重试
这次分析里，我觉得最值得单拎出来讲的，不是“怎么实现重试”，而是“怎么避免错误重试”。
最开始的问题切入口，是 Codex 少识别了一条 reconnect 报文。按直觉，很多人会选一个最小修法：往白名单里再加一条字符串前缀。这个思路不能说错，只是它更像 Demo 时期的解法，不太像长期维护的解法。
从当前 HagiCode 的落地来看，系统已经往更稳的方向走了一步。它不再只盯着某个字面字符串，而是把可恢复的终态统一交给共享协调器处理。这样做的好处很明显：
- 不容易因为某条文案的小改动就彻底失效
- 测试覆盖可以围绕“终态 envelope”展开，而不是单条硬编码文本
- 同一个 provider 的重试逻辑会更一致
当然，这里要立一个边界：更通用，不等于更宽松。只要当前上下文不能继续，哪怕报错看起来很像暂时故障，也不应该盲目 replay。
这点很关键。真正让人安心的，不是它偶尔灵一次，而是它大多数时候都靠谱。如果一个流程只能靠高手维持，那它离普及还差得远。
实践里最值得保留的三条经验
文章写到这里，差不多可以往实践层收一收了。如果你准备在自己的项目里实现类似能力，我最建议先守住下面三条。
1. 重试预算必须有边界
HagiCode 当前默认的退避节奏是：
- 10 秒
- 20 秒
- 60 秒
这个节奏不一定适合所有系统，但“有边界”这件事必须保留。要不然，自动重试很快就会从恢复机制变成事故放大器。别急着把名字起得太大，先看看这东西能不能在团队里活过两个迭代。
2. continuation prompt 要统一
项目里使用的是固定 continuation prompt，让后续 attempt 明确走“继续当前上下文”的路径，而不是重新发起一轮完整请求。这个能力不花哨，可是你真做项目时离不开。很多能力看起来像魔法，拆开以后不过是一套被打磨过的工程流程。
3. 共享库和适配层都要有镜像测试
这点我很想多说一句。很多团队会在共享运行时里写一层测试，然后觉得差不多了。其实不够。
HagiCode 这边之所以让我比较放心，是因为两层都补了测试：
- 共享 Provider 测“是否真的发生了自动续跑”
- 适配层测“最终错误和流式消息有没有被整理坏”
我这次也额外补跑了两组相关测试，结果都是 31 个用例全部通过。这个结果本身说明不了设计一定完美，可它至少能说明一件事：当前这套自动重试不是纸面方案，而是已经被代码和测试共同约束住的能力。Talk is cheap. Show me the code. 放到这里，恰好合适。
总结
如果把整篇文章压缩成一句话，那就是：
Claude Code、Codex 等 Agent CLI 的自动重试，最好不要做成某个 Provider 内部的局部技巧，而应该做成共享协调器 + 策略快照 + 上下文判定 + 镜像测试的组合。
这样做带来的收益，其实非常实在：
- 逻辑只写一遍，多个 Provider 都能复用
- 请求是否允许重试，可以稳定地跟着执行链路走
- 有上下文时继续跑，没上下文时及时停手
- 前端最终看到的是稳定的完成态或失败态，而不是一堆半途而废的中间噪音
这套方案，是 HagiCode 在真实接入多种 Agent CLI 的过程中一点点打磨出来的。谁说 AI 辅助编程就不是新时代的结对编程呢？模型帮你起步、补全、发散，可真正决定体验上限的，往往还是上下文、流程和约束。
如果本文对你有帮助，也欢迎顺手看看 HagiCode 的公开入口：
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