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docs/rfc/implemented/process/2026-07-06-parallel-pre-push-gates.md # docs/rfc/implemented/process/2026-07-12-package-model-experience-contract.md # docs/rfc/implemented/simplification/2026-06-20-remove-agent-boundary-mirror-events.md # docs/rfc/implemented/simplification/2026-07-04-prune-producerless-vocabulary-variants.md # docs/rfc/implemented/testing/2026-06-20-remove-redundant-snapshot-log-goldens.md # docs/rfc/implemented/testing/2026-07-08-shared-acp-snapshot-package.md # docs/rfc/proposed/architecture/2026-06-20-generic-long-running-tool-runtime.md # docs/rfc/proposed/simplification/2026-06-20-unify-agent-and-session-id.md # docs/rfc/proposed/simplification/2026-07-12-simplify-session-log-representation.md # docs/rfc/rejected/simplification/2026-07-04-prune-unimplemented-subagent-vocabulary.md # scripts/translation-pairing.manifest.json
21 KiB
RFC: Code Mode——模型针对工具注册表编写 TypeScript
Status: implemented
English | 中文
问题
在注册表的原生呈现方式下,agent loop(智能体循环)将每个可见能力以 JSON Schema 函数定义的形式通告给模型。ToolRegistry 将其 schema 贡献给系统提示词组装,组装结果中的 tools 落到协议格式(wire format)上(也记录在请求头日志中),模型每步调用一个 tool-call 块,循环通过 ctx.tools.execute() 逐个分发每次调用(并行工具执行是 dsh-tools 和 docs/architecture.md 中明确标注的 open TODO),且每一个中间 tool-result 都会在下一次请求时重新进入模型上下文。
对于多步工具操作,这种方式 token 开销大且串行。模型无法组合工具——遍历结果集、根据中间值分支、扇出、后处理——每次调用都需要一次完整的模型往返,而每次往返都会把完整的中间结果拖回上下文,不管模型是否需要。
Cloudflare 的 Code Mode 提出了一种替代方案,基于一个简单的观察:LLM(大语言模型)编写代码的能力优于发出工具调用,因为它们见过数百万行真实代码,而人为构造的工具调用 trace 相对很少。模型不再每步发出一次工具调用,而是针对工具生成的 API 编写一段 TypeScript 程序,程序在沙箱运行时中执行,模型只策展返回的内容——仅限它 print 或 return 的部分——而非所有中间结果。
工具呈现属于掌管工具可见性的注册表:如果把第二种呈现方式实现为事后的 waterfall(瀑布式事件)变换,正确性将依赖监听器顺序,并与可重建请求冲突。执行基底同样属于基础设施而非占位实现:Node worker_threads 提供独立 isolate、空环境、堆上限以及对热同步循环的终止能力,同时契合 harness 既有的信任模型(§信任姿态)。
决策
三项决策,各自在下方独立小节中展开:
- Code Mode 是
ToolRegistry(dsh-tools)的一等呈现模式,通过经校验的mode配置选择:'native'(默认,贡献可见能力 schema)、'code'(注册表仅贡献其保留的run_code传输通道加一份生成的 SDK.d.ts到系统提示词中)或'both'(原生 schema 加传输通道 + SDK)。注册表在源头塑造其权威贡献;协作式 prompt 组装的结果仍具权威性,记录在日志中的请求头精确反映该返回的呈现。 - 代码执行是一个能力 seam——
packages/code-runtime/包含接口包@deepseek-ai/dsh-code-runtime,拥有ctx.codeRuntime(能力 seam;消费方 =dsh-tools,core 消费 seam 的先例见agent-loop→dsh-llm)。运行时对工具一无所知:它接收一段程序和命名的异步绑定,执行程序,报告{ value, logs, error? }。语言和基底是后端属性,因此未来的 Python 或容器后端只是另一个实现包,而非重新设计。 - 交付的实现是
@deepseek-ai/dsh-code-runtime-worker:每次运行 spawn 一个全新的 Node worker 线程,对模型的 TypeScript 进行 type-strip 后执行,绑定通过 message port 桥接,环境为空,堆/输出/时间上限可配置,并支持硬终止。其信任姿态在设计上等同于 bash——无需 unsafe-acknowledgement flag——因为 harness 已经交付了dsh-bash-local,后者以严格更高的环境权限执行模型编写的任意 shell 命令。
注册表拥有模式
ToolRegistry 获得一个经 schemastery 校验的配置(static Config),这是它的第一个配置:mode: 'native' | 'code' | 'both',默认 'native'。部署通过 cordis.yml 翻转模式(tools: { mode: code }),无需改代码,遵循 no-hardcoded-tunables 约定。
协议工具列表。 注册表在 'native' 下贡献可见能力,在 'code' 下仅贡献 run_code,在 'both' 下两者都贡献。最终的 PromptAssembly.tools 列表记录在请求头中。run_code 是一个保留的呈现传输通道,位于注册和限制层之外;直接 prompt 提供方和组装 waterfall 仍各自负责自己的贡献。
与 toolOrder 的交互,预先说明: 如果配置的 systemPrompt.toolOrder 引用了原生能力名称,在 mode: 'code' 下会拒绝所有组装,因为那些名称不在该模式的协议校验范围内。这是正确行为而非 bug:使用 Code Mode 的部署需要更新其 order 配置或移除它。
SDK prompt 段。 在 'code' 和 'both' 下,tool-guidance order band 中的惰性 tools:sdk 段为当前 scope 的可见能力渲染 TypeScript 声明加固定的使用说明。它共享查找和执行可见性,排除 run_code,并按字典序排列工具以获得字节稳定的输出。
组装所有权。 run_code 和 tools:sdk 作为正常的组装输入进入受信任的 system-prompt/assemble waterfall。一个 scoped 的 tools:sdk 段可以在分发前遮蔽全局默认值,监听器也可以移除或替换任一贡献。waterfall 返回的组装结果是最终的,因此修改这些输入的人有责任在部署期望 Code Mode 可用时保持协议面的完整性;没有恢复 pass 会覆盖有意的组合。
代码生成。 jsonSchemaToTs() 将 defineTool 的 JSON Schema 子集映射为 TypeScript,将 schema 描述带入 JSDoc,不支持的构造降级为 unknown。SDK 将工具暴露为带引号的对象键,支持任意名称而无需别名或冲突处理。类型是建议性的,因为运行时在执行前会剥离类型。
run_code 工具与分发桥
在 'code' 和 'both' 下,注册表拥有 run_code 作为保留的呈现传输通道,带一个必需参数 { code: string }。它由一个正常的 ToolDefinition 表示以供分发,但位于可过滤的能力层之外,因此限制规则不会意外移除 Code Mode 的唯一入口。调用遍历完整的工具流水线——tools/pre-execute → 单调守卫 → tools/execute 包裹分发 → tools/post-execute → 不可变的 tools/result 通知——与原生调用完全一致;权限插件可以在程序运行前检查程序文本,最终结果观察者看到的是规范化的外层结果。其 execute(args, exec):
- 构建绑定。 一个 run 级别的 signal 跟随外层取消,并在 run 结算时被 abort。每个可见工具绑定对参数做 JSON 规范化——在分发前拒绝有损值——等待序列化队列,以确定性的 call id 和外层 token 作为
parent执行,并记录tool/code-dispatch。成功的文本变为字符串,非文本块变为占位符;工具错误使绑定 promise reject。每个子调用保留自己不可变的执行标识,并遍历完整的工具流水线。 - 运行程序:
ctx.codeRuntime.run({ program: args.code, bindings: [{ global: 'tools', functions }], signal: runController.signal })。运行时接收的是 run 级别的 signal 而非仅调用方的外层 signal,因此外层 run 以任何方式结算都会同时 abort 运行时内部的工作。 - 静默后结算。 运行时结算后,桥 abort 未完成的工作并排空分发队列后再返回。成功时返回捕获的输出和呈现元数据。运行时失败变为
CodeRunFailedError;后端拒绝使用注册表的正常错误边界。两者都产生结构化的错误结果,且run_code结算后不允许子调用追加。
子调用的 additionalContext 被省略。 在 run_code 期间注入它会破坏父调用/结果的相邻性,而一个程序可以产生多个 context。支持它需要一个复数通道或循环级别的子分发缓冲区。
并发被序列化。 每次 run 拥有一个分发队列,因此即使 Promise.all 也按提交顺序执行工具调用。结算时放弃尚未开始的排队调用。并行化需要每个工具的并发安全元数据。
呈现。 run_code 的 render intent 按 render-intent RFC 在此决定:presentCall → 一个 generic 卡片,kind: 'execute',title = 程序文本,rawInput = 同一程序文本;presentResult → 一个 generic 卡片,content 为捕获的输出(来自 meta)。程序作为 title 是因为 ACP execute 卡片可靠地渲染该字段,而某些客户端会省略 body 和 raw-input 内容。这不是 terminal 卡片:该卡片的语义是「工作目录中的 shell 命令」,程序不是。
可观测性:tool/code-dispatch
每次子分发追加一个仅日志的 tool/code-dispatch 事件,包含父子 call id、工具标识、规范化参数和结果摘要。它不进入模型历史,但可供持久化和 UI 使用。追加发生在开放的 run_code 轮次内。没有 agent 的直接执行仍然运行,但无法记录该事件。
code-runtime seam
packages/code-runtime/code-runtime/——@deepseek-ai/dsh-code-runtime,仅依赖 cordis。一个抽象的 CodeRuntime extends Service(super(ctx, 'codeRuntime'))加上词汇:
CodeRunRequest = { program: string; bindings: CodeBindingNamespace[]; signal?: AbortSignal }CodeBindingNamespace = { global: string; functions: Record<string, (args: unknown) => Promise<unknown>> }——运行时将每个命名空间作为程序内部的全局异步函数对象暴露;绑定参数和解析值必须是 structured-cloneable 的(运行时可能跨越序列化边界;我们的实现确实如此)。CodeRunResult = { value?: unknown; logs: CodeLogEntry[]; error?: CodeRunFailure }——程序执行结果,包括异常、超时、abort 和 worker 退出,都解析为error字段。run()仅在调用方/seam 误用时才 reject(例如重复的绑定命名空间);消费方仍在自己的错误边界处理不合规的后端拒绝。CodeLogEntry = { source: 'console' | 'stdout' | 'stderr'; level?: 'log' | 'info' | 'warn' | 'error' | 'debug'; text: string }CodeRunFailure = { kind: 'exception' | 'timeout' | 'abort' | 'worker-exit'; message: string }——按防御性模式独立报告的正交结果;超时的 run 不是异常,abort 不是超时。- 两个只读的后端描述符,仅供信息参考而非门禁判定:
language(程序必须使用的语言——交付的后端为'typescript';Python 后端会声明自己,并在呈现侧配对自己的 SDK 生成器)和isolation(交付的后端为'worker-thread';未来可为'process'、'container'等)。dsh-tools在 MVP 中要求language === 'typescript'——其代码生成输出 TS——否则组装会大声失败,与toolOrder违规时的配置错误惯用法相同(如mode为非 native 但根本没有加载ctx.codeRuntime)。
请求包含所有运行时输入;实现方拥有经校验的超时和上限默认值。注册表仅在组装 Code Mode 时查找可选的运行时,因此 native 模式不依赖它。缺失或语言不兼容的运行时会大声失败。替代基底或语言可以在同一 seam 背后替换实现,配对相应的 SDK 生成器。
worker-thread 运行时
@deepseek-ai/dsh-code-runtime-worker,packages/code-runtime/ 组的第二个包(package)。每次 run():
- 宿主侧 type-strip,使用 Node 内置的
stripTypeScriptTypes(node:module;在本仓库的整个引擎范围^22.19.0 || >=24.0.0内可用,且保持位置不变,因此运行时错误行号与模型源码一致)。仅剥离模式拒绝不可擦除的语法(enum、namespaces)——该拒绝以error.kind: 'exception'加 Node 的消息返回,SDK 说明写明「仅限可擦除 TypeScript」,模型像处理其他程序错误一样自我修正。语法级失败不会 spawn worker。 - 每次 run spawn 一个全新
Worker,来自包自身的 bootstrap 模块:env: {}(真正为空——比 spawn 命令的 scrubbed-env 规则更严格),resourceLimits来自配置,stdout/stderr捕获到logs而非继承。不做池化,不跨 run 保留状态:程序的世界随 worker 消亡,这使得 run 仅从日志即可重建,状态泄漏不可表达。 - 在 bootstrap 中执行:剥离后的程序成为一个
AsyncFunction的函数体,其参数是绑定全局变量和一个捕获式consoleshim,因此顶层await和return可用,程序的完成值即为 run 的value(structured-cloneable 值原样跨越;其他值被替换为其util.inspect渲染,已文档化)。 - 通过 message port 桥接绑定:worker 中的每个绑定函数发送
{ id, global, name, args }并等待回复;宿主根据请求的绑定校验名称、调用、并回复{ id, ok, value }或{ id, ok: false, message }(宿主侧绑定拒绝变为程序侧 rejection)。worker 侧的命名空间对象通过defineProperty构建为 null-prototype,因此名为__proto__、constructor或toString的绑定是普通自有属性,而非原型链碰撞。未知名称、重复 id 和结算后消息被拒绝或忽略——端口协议假设对端是恶意的,因为对端运行的是模型代码。 - 强制独立预算。
computeMs计量 worker 忙碌时间,允许慢速的 awaited 工具而不放过热循环。maxWallMs约束总经过时间,包括未解析的等待。到期、取消和完成都终止 worker。堆退出和截断被显式报告;compute、wall、heap、log 和返回值上限是经校验的配置。 - dispose 至静默:服务自身的 dispose(资源释放)终止进行中的 worker 并等待其退出后再 resolve,遵循防御性模式。
信任姿态
worker 运行时提供的是隔离,而非安全边界:模型代码可以访问 Node API,权限与 bash 工具相当。worker.terminate() 停止线程但不停止它 spawn 的 OS 进程。Code Mode 使用与 bash 相同的 tools/pre-execute 策略门禁,并额外提供空环境、堆限制、独立 isolate 和对程序本身的硬终止。需要硬多租户边界的部署需要为代码和 bash 都使用容器级后端;运行时的 isolation 描述符让它们能区分该后端。
模型看到的内容
SDK 指示模型编写一个异步的可擦除 TypeScript 函数体,通过 await tools.name(args) 调用工具,在需要时捕获被拒绝的工具调用,并仅 return 或 log 应重新进入上下文的输出。即使在 Promise.all 下调用仍保持顺序。声明前缀可能与原生 schema 一样大,尤其在 'both' 下,但对提供方缓存保持稳定。
后果
切换到 'code' 的部署必须更新任何仅限 native 的 toolOrder。组装监听器有责任维护任何被重写的协议面的完整性。子分发保持序列化,桥不传播每次调用的 additionalContext,直到为 Code Mode 设计好这些契约。
测试
- Worker 运行时: 真实 worker 测试覆盖输出和值捕获、失败类型、compute 和 wall 预算、恶意绑定流量、空环境、structured-clone 回退、输出上限和 dispose 至静默。一个构建后包测试在纯 Node 下运行 worker 入口。
- 注册表集成: 测试覆盖代码生成、所有呈现模式、保留名称和限制规则、scoped 可见性、权威组装重写、
toolOrder、运行时兼容性失败、完整流水线子分发、parent-token 关联、序列化、取消和队列排空、JSON 规范化、错误传播、日志事件、省略的additionalContext和 HMR(热模块替换)清理。 - 带密钥 e2e: 真实模型在一个程序中组合两次 bash 调用;测试验证折叠的请求头、关联的分发事件、结果文件和策展后的回答。
- 快照:
code-mode-turn和both-mode-turnfixture(测试前置数据)固定 SDK 段、请求头工具列表、分发事件和结果卡片。
曾考虑的替代方案
一个零核心改动的附加消费方插件。 否决,因为 agent/request 在可重建请求下仅限 call-config,而变换已组装的工具列表需要在不拥有其配置的情况下撤销 toolOrder 规范化,并依赖监听器顺序。向模型提供哪些工具、以何种表示形式提供,是注册表的单一关注点:原生 schema 和 SDK 是同一个可见存储的两种投影。
node:vm 作为参考运行时,加固推迟。 否决:node:vm 不是隔离(原型链逃逸可达宿主 realm)且无法中断热循环。worker 线程提供独立 isolate、空环境、resourceLimits 和可靠的 terminate(),信任等级等同于 bash,因此参考实现和生产实现是同一个包,无需 unsafe-acknowledgement 仪式。
在原生工具调用上做结果省略/摘要。 仅解决问题的上下文膨胀一半:裁剪旧 tool-result 作为可重建请求下的日志化表面替换成本低,但仍需每次调用一次模型往返,且无法表达循环、分支或汇合。互补而非竞争;它可以在 Code Mode 下为残余的原生调用分层。
循环中的并行原生分发。 往返成本的另一个答案;仍是有效的未来工作(open TODO),仍被并发安全元数据阻塞,且仍无组合能力——它并行化的是模型在一步中已经决定的调用。Code Mode 的序列化队列决策保持两者兼容:当元数据就绪时,原生并行分发和每工具绑定并行化一起解锁。
始终排他(忠于 Cloudflare,无模式)。 否决,因为本 SDK 的主要消费方是编码 agent:其日常的单次调用(bash、read、edit)作为原生调用已经是最优的,强制每次编辑都通过程序会给常见场景增加负担。mode 配置让忠实形式('code')只需一行配置即可启用,而不强加于人。
每工具可见性分层(此工具 native,彼工具 code-only)。 推迟:它需要每工具元数据和 'native' | 'code' | 'both' 不提供的呈现拆分,且其设计取决于模型在 'both' 下如何分配使用的证据。
SDK 中的清洁化标识符别名(my-tool → my_tool,Cloudflare 的做法)。否决:declare const 上的带引号键使每个名称可达,零别名碰撞逻辑;模型能正常处理 tools["my-tool"](…)。
REPL 风格的持久内核(状态跨 run_code 调用存活)。在 MVP 中否决:跨调用状态对会话日志不可见,破坏了「每个请求是日志的纯函数」这一可重建性保证;每次 run 全新保持了这一点。内核风格的后端在未来仍可通过同一 seam 表达,配合自己的日志方案。
风险
Worker 不是硬安全边界。 有意为之且已文档化(§信任姿态):姿态等同于既有的 bash 工具,隔离程度超过它,门禁使用相同的 seam。需要更强隔离的部署需要未来的 isolation: 'container' 后端——作为 seam 设计的扩展点跟踪,而非本设计的 TODO。
stripTypeScriptTypes 标记为 experimental。 它与 Node 自身原生 .ts 执行背后的引擎(amaro/swc)相同,在本仓库的整个引擎范围内作为 API 暴露。缓解措施:运行时的单元测试套件固定了所依赖的行为(位置保持、可擦除限制的拒绝消息形状宽松匹配),调用位于一个私有函数之后,且 amaro/sucrase 是 API 变化时的直接替代品。仅可擦除子集是面向模型的契约线,错误路径是一个可工作的反馈循环,而非死胡同。
SDK 的 prompt 成本,尤其在 'both' 下。 .d.ts 可能与它补充的原生 schema 体量相当;'both' 携带两种表示。前缀稳定性 + 提供方缓存摊销了每会话成本;mode 是每部署的;本 RFC 不做无条件节省的声明。何时优先使用哪种模式的量化指导明确属于上线后学习。
注册表 scope 增长。 dsh-tools 吸收了代码生成、一个工具、一个桥和一个事件。通过包内的模块边界(ts-types.ts、code-mode.ts 与 schema.ts/json-schema.ts/presentation.ts 并列)和 seam 约束:所有基底相关的内容都在 ctx.codeRuntime 之后。
Structured-clone 值可能超出 JSON。 因此工具绑定在分发前对参数做 JSON 规范化,确保每次执行的调用都可记录。底层运行时保持其更宽的端口契约,而更严格的消费方在自己的边界处校验。非文本子结果变为占位符。
仅序列化的子分发。 Promise.all 尚未获得挂钟并行性,仅减少往返次数;模型可能过度期望。说明中已声明;解除此限制与原生并行分发 TODO 所需的并发安全元数据绑定。
预算计量读取事件循环,而非 flag。 忙碌时间轮询(eventLoopUtilization())比精确 CPU 计量更粗糙——预算到期最多延迟一个轮询间隔——且其正确性声明(「pending 的分发不能暂停它」)对恶意程序是承重的。两侧都有单元测试(带 pending 诱饵分发的热循环在 computeMs 处死亡;在慢绑定上空闲的程序存活到 maxWallMs),轮询间隔是内部常量而非配置——部署无法将其误调为绕过手段。