Capture OpenAI-compatible reasoning and replay it in assistant history

Why: Interleaved-thinking models (MiniMax, DeepSeek R1) require the
assistant's thinking to be passed back verbatim in message history; dropping
it degrades later turns. The product's P2-I1 replayed thinking only into the
request-side rebuild; with the session transcript becoming the authoritative
context (quality P2-I2), capture must live in the kernel so thinking persists
in the transcript and replays on every request.

Evidence: SELF - TestReasoningCaptureAndReplay covers capture (SSE
reasoning_content into Message.Thinking, content unpolluted) and replay
(<think> prefix on thinking assistants, untouched non-thinking messages);
go vet + go test ./... pass.

Impact: sse.go accumulates reasoning deltas into the terminal message's
Thinking; client.go toProviderMessages renders captured thinking as a
<think> block prefix for assistant messages. Anthropic path unchanged;
messages without thinking serialize exactly as before.

.gitea/workflows/ci.yml

@@ -6,15 +6,48 @@ on:
     branches: [main]
 jobs:
   vet-and-test:
-    runs-on: nightly
+    runs-on: ubuntu-latest
+    env:
+      GOPROXY: https://goproxy.cn,direct
     steps:
-      - uses: actions/checkout@v4
-      - run: go vet ./... && go test -count=1 ./...
+      - name: Checkout
+        env:
+          TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          SUBMODULE_TOKEN: ${{ secrets.SUBMODULE_TOKEN }}
+        run: |
+          set -euo pipefail
+          git init -q
+          git remote add origin "${GITHUB_SERVER_URL}/${GITHUB_REPOSITORY}.git"
+          git -c http.extraheader="AUTHORIZATION: token ${TOKEN}" fetch --depth=1 origin "${GITHUB_SHA}"
+          git checkout -q --detach FETCH_HEAD
+          if [ -z "${SUBMODULE_TOKEN}" ]; then
+            echo "SUBMODULE_TOKEN is not configured" >&2
+            exit 1
+          fi
+          git config --global url."https://weichen:${SUBMODULE_TOKEN}@git-home.u1680832.nyat.app:30319/".insteadOf "ssh://git@git-ssh.u1680832.nyat.app:31411/"
+          git -c fetch.recurseSubmodules=false submodule update --init --recursive
+      - name: Install Go 1.27.1
+        run: |
+          set -euo pipefail
+          curl -fsSL -o "$RUNNER_TEMP/go.tgz" https://mirrors.aliyun.com/golang/go1.27.1.linux-amd64.tar.gz
+          tar -C /usr/local -xzf "$RUNNER_TEMP/go.tgz"
+          ln -sfn /usr/local/go/bin/go /usr/local/bin/go
+          ln -sfn /usr/local/go/bin/gofmt /usr/local/bin/gofmt
+      - name: Vet, test, and race
+        run: go vet ./... && go test -count=1 ./... && go test -count=1 -race ./...
   docker-checkout-hostgateway:
     runs-on: ubuntu-latest
     options: --add-host gitea:host-gateway
     env:
       GITHUB_SERVER_URL: http://gitea:3000
     steps:
-      - uses: actions/checkout@v4
-      - run: test -f go.mod && echo "docker-mode checkout via host-gateway OK"
+      - name: Checkout without GitHub actions
+        env:
+          TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: |
+          set -euo pipefail
+          git init -q
+          git remote add origin "${GITHUB_SERVER_URL}/${GITHUB_REPOSITORY}.git"
+          git -c http.extraheader="AUTHORIZATION: token ${TOKEN}" fetch --depth=1 origin "${GITHUB_SHA}"
+          git checkout -q --detach FETCH_HEAD
+          test -f go.mod && echo "docker-mode checkout via host-gateway OK"

.gitmodules

@@ -0,0 +1,12 @@
+[submodule "deps/development-guidelines"]
+	path = deps/development-guidelines
+	url = ssh://git@git-ssh.u1680832.nyat.app:31411/weichen/Development-Guidelines.git
+[submodule "deps/error-code-system"]
+	path = deps/error-code-system
+	url = ssh://git@git-ssh.u1680832.nyat.app:31411/weichen/Error-Code-System.git
+[submodule "deps/logging-system"]
+	path = deps/logging-system
+	url = ssh://git@git-ssh.u1680832.nyat.app:31411/weichen/Logging-System.git
+[submodule "deps/agent-intent"]
+	path = deps/agent-intent
+	url = ssh://git@git-ssh.u1680832.nyat.app:31411/weichen/Agent-Intent.git

AGENTS.md

@@ -0,0 +1,36 @@
+# Agent 工作说明（Agent-Native）
+
+本仓开发遵循 Development-Guidelines（Dev 仓 `deps/development-guidelines`，gitlink 固定版本）：
+核心规则见其 `core/`，按任务触发阅读 `standards/` 专题；日常交付走 `workflows/delivery.md`。
+
+## 任务启动门禁
+
+- 任务启动或恢复后，第一次写操作前在 Dev 仓运行 `make precheck` 并附完整输出（本仓作为子仓随父仓编排）；
+  本仓独立开发时核对工作树 clean、与权威 origin/main 同步，并按任务触发读对应专题。
+- 从权威 origin/main 固定共同起点 R0，建 feature|fix|hotfix/<slug> 分支（Dev 仓 `make task-start` 自动化）；
+  任务中途不重复 precheck。
+- 验收、请求审核、合入前各同步一次最新目标分支并附证据；合入后回收任务工作区与已合入分支。
+- 提交主题行：英文祈使句一行（≤100 列，不以句点结尾）；body 写 `Why: / Evidence: / Impact: / Refs:`。
+
+## 仓内规则
+
+- 模块边界、公开契约与隔离档位见 `policy/modules/`（如有）与 PROJECT.md。
+- 跨仓 gitlink 变更须经组合验证后在 Dev 仓推进；受保护分支经 PR 合入。
+- 验证命令见 PROJECT.md「验证」节；完成声明须附实际命令输出证据。
+
+## Gitea 与 Git 访问事实（2026-09-30 实测）
+
+历史文档与旧链接里的 `git-panel.u1680832.nyat.app:30319` 已失效（TLS 握手失败），
+见到一律按过期处理，不要再试。当前权威通道：
+
+- **Web / API（HTTPS）**：`https://git-home.u1680832.nyat.app:30319`（Gitea 1.27.3，
+  API 前缀 `/api/v1`；偶发 broken pipe / 超时，重试即可）。
+- **Git over SSH**：`ssh://git@git-ssh.u1680832.nyat.app:31411/weichen/<Repo>.git`
+  （各仓 origin 与 gitlink 均为此格式）。
+- **API token**：`~/.secrets/gitea`，两行键值 `URL_PREFIX=…` 与
+  `ACCESS_TOKEN=<40 位 hex>`；取值 `grep ACCESS_TOKEN ~/.secrets/gitea | cut -d= -f2-`，
+  用作 `Authorization: token <值>` 请求头。**token 值不入仓、不回显、不写进产出物**
+  （baseline 硬边界 2：只记录来源、字段与可用状态）。
+- **SSH key**：`~/.ssh/home_gitea`（ED25519，公钥指纹
+  `SHA256:GYXaOXIMeloQ1fKSfdJ/ndgPQzs/Ix7Hk62ekfkfQ20`，Gitea 侧密钥名 GMKtec）；
+  `~/.ssh/config` 已有 `git-ssh.u1680832.nyat.app` 主机条目，克隆/推送直接可用。

PROJECT.md

@@ -0,0 +1,53 @@
+# Agent-Native 项目事实
+
+工作规则见 [AGENTS.md](AGENTS.md)。此文件维护本项目事实，不复制通用规范。
+
+## 仓库与操作
+
+- 目标/产品边界：独立的 Agent 执行基础库。提供执行契约（contract）、执行端口（exec）、自研运行时（runtime）、外部适配器（adapters）与行为验收（conformance）。不实现小队编排，不依赖 Core 或 Squad。
+- 源码、资产、文档、机器契约位置：Go 源码在仓库根包目录；模块路径 `agent-native`；人类文档在根 `README.md`、`docs/`、`policy/`；过程记录在 `docs/records/`；机器契约以 `contract` 包类型为准。
+- 权威远端、集成基线、受保护分支：`ssh://git@git-ssh.u1680832.nyat.app:31411/weichen/Agent-Native.git`，集成基线 `main`。
+- 并行共同基线记录位置、合入通知/主动检查方式：任务主记录在 Gitea Issue/PR；合入前在本仓 `main` 上 `git fetch` 并确认 HEAD。
+- 发布线与批准版本/实际制品查询入口：当前无独立制品仓库。可构建性以本仓 `main` 的 `go test` 为准；依赖子模块版本以 gitlink 为准，不把工作区未提交文件当发布组合。
+- 提交/审核/合并/发布身份与权限：仓库所有者 weichen。本机提交不代替远端合并。
+- 任务唯一来源：Gitea `weichen/Agent-Native` 的 Issue 与 Pull Request。
+- 规范性文档目录：`policy/`。
+- 过程文档仓/目录：`docs/records/`（项目内豁免，理由见 [采纳记录](policy/guidelines-adoption.md)）。
+- 交接记录位置：随任务主记录；需要落盘的交接放入 `docs/records/`。
+- 凭证查找入口及所需字段：模型与 Runner 凭证由调用方注入，不入库。本仓不保存密钥字段的值。
+
+## 依赖组合
+
+| 逻辑 ID | 路径 | 角色 |
+|---|---|---|
+| development-guidelines | `deps/development-guidelines` | development-only，规范文本 |
+| error-code-system | `deps/error-code-system` | build-required，规范码目录 |
+| logging-system | `deps/logging-system` | build-required，可选日志器 |
+| agent-intent | `deps/agent-intent` | build-required，可选意图闸门装饰器（`adapters/intentgate`） |
+
+克隆：
+
+```bash
+git clone --recurse-submodules ssh://git@git-ssh.u1680832.nyat.app:31411/weichen/Agent-Native.git
+# 已克隆时：git submodule update --init --recursive
+```
+
+构建、审核和发布固定父仓 gitlink，不执行 `submodule update --remote`。
+
+## 验证命令
+
+| 影响 | 工作目录与真实命令/CI | 前提与不覆盖范围 |
+|---|---|---|
+| 文档 | 人工核对 `AGENTS.md`、`PROJECT.md`、`policy/` 相对链接 | 不证明运行时行为 |
+| 模块/接口 | 仓库根：`go vet ./... && go test -count=1 ./...` | 需要 Go 1.27；不覆盖真实模型端点 |
+| 数据/权限/恢复 | 不适用独立数据库。契约测试覆盖副作用分类与取消传播 | 不证明调用方产品库的持久化 |
+| UI/执行后端 | `go test ./adapters/... ./runtime/... ./conformance/...` | 默认 fake/stub；真实模型需调用方提供端点，本命令不覆盖 |
+
+## 环境与数据
+
+| 环境/实例 ID | 只读查询入口 | 授权写入入口 | DB/存储归属 | 恢复入口 |
+|---|---|---|---|---|
+| 本地开发 | 本机工作区与 `go test` | 本机 git 提交 | 无共享数据库；会话文件由调用方 Workspace 决定 | 重新 clone 父仓并 `submodule update --init --recursive` |
+
+共享项及 ACL：无。部署、迁移、发布的审批依据与负责角色：当前库不独立部署；合并进 `main` 由仓库所有者批准。
+实际制品/配置/schema 的查询方法：阅读当前 `main` 的 `contract` 包与 `go.mod`，不以历史 README 快照代替。

README.md

@@ -9,9 +9,9 @@
 
 | 层 | 职责 | 依赖边界 |
 |---|---|---|
-| contract | 执行契约：Request/Result/Outcome/Error/Capability/Backend/Resolver | 不依赖内核、产品类型、数据库、配置 |
-| exec | 执行端口：Backend/Request/Result/ProcessEvent、步骤重试与失败分类、交付物物化、Stub、并发限流 | 面向调用方的执行端口 |
-| runtime | 多轮循环、工具调度、模型调用、执行会话 | 实现 contract；不导入 Core/Squad |
+| contract | 执行契约：Request/Result/Outcome/Error/Capability/Backend/Resolver | 不依赖内核、产品类型、数据库、配置，也不导入错误码库 |
+| exec | 执行端口：Backend/Request/Result/ProcessEvent、预算、步骤重试与失败分类、交付物物化、Stub、并发限流 | 面向调用方的执行端口 |
+| runtime | 多轮循环、工具调度、模型调用、执行会话 | 不导入 Core/Squad；可选使用日志库，nil 日志器不改变结果 |
 | adapters | PI Runner transport / typed-result-v1；native：自研内核 runtime → exec.Backend（规范后端名 agent-native，含会话毒化轮转——resume-unsafe 失败后自动换新会话） | 显式映射外部差异，不伪造缺失能力 |
 | conformance | 所有 Backend 共用的行为验收 | fake 验证契约，真实 adapter 验证能力 |
 
@@ -23,9 +23,13 @@
 |---|---|
 | contract | 四态执行契约 |
 | conformance | 行为验收套件与 fake |
-| exec | Backend/Request/Result/ProcessEvent、步骤重试与失败分类、交付物物化、Stub、并发限流 |
-| runtime | 多轮循环、llm、session、tools（含单测） |
-| adapters/native | runtime 作为 exec.Backend，含会话毒化轮转 |
+| exec | Backend/Request/Result/ProcessEvent（v0.2：Model/ToolAllowlist/Skills/Budget/SessionScope/ExecutionID/Env）、Budget、步骤重试与失败分类、交付物物化、Stub、并发限流 |
+| runtime | 多轮循环（预算/取消贯穿、budget_exceeded 事件）、llm、session（compaction/元数据/崩溃安全）、tools（9 内置 + 策略层 Restrict） |
+| runtime/mcp | MCP 客户端（stdio + Streamable HTTP）与 mcp__<server>__<tool> 桥接（server 元数据不可信、上限收敛） |
+| runtime/skills | SKILL.md 技能加载与 load_skill 渐进披露 |
+| runtime/promptx | 系统提示结构化装配（环境事实 + 技能索引 + 交付物约束） |
+| runtime/subagent | 委派端口（Request/Result/Factory）与 delegate_task 工具；嵌套执行由宿主注入 |
+| adapters/native | runtime 作为 exec.Backend，含会话毒化轮转、compaction、技能/搜索/执行/MCP/委派装配（Options 显式注入，未配置不注册） |
 | adapters/pitransport | typed-result-v1 编解码、远程结果解析、Runner 搜索、鉴权头（含 Node 摘要交叉验证测试） |
 
 本模块不依赖 Core 或 Squad。上层产品依赖本模块的 contract 与 exec。
@@ -37,6 +41,22 @@
 - 失败副作用显式分类（none/possible）；possible 禁止无条件重放。
 - 重试单一责任层：步骤级归调用方，传输级有界归 adapter，turn 上限归 runtime。
 - Workspace 路径授权 ≠ OS 沙箱。
+- `contract.ErrorCode` 取值是 `agent.*` 规范码。`ErrorCode()` / `ErrorFields()` 供日志库识别，本包不导入错误码库。
+
+## 依赖子模块
+
+| 路径 | 作用 |
+|---|---|
+| `deps/development-guidelines` | 开发规范，不参与编译 |
+| `deps/error-code-system` | 规范码目录。`go.mod` 的 `replace` 指向这里 |
+| `deps/logging-system` | 结构化日志。runtime 与 native 适配器可选使用 |
+
+版本以本仓 gitlink 为准。`scripts/submodule-consistency.sh` 核对 gitlink 与检出的 HEAD。
+
+```bash
+git clone --recurse-submodules ssh://git@git-ssh.u1680832.nyat.app:31411/weichen/Agent-Native.git
+# 已克隆时：git submodule update --init --recursive
+```
 
 ## CodeGraph
 
@@ -58,9 +78,11 @@ go test ./...
 ```
 require agent-native v0.0.0
 
-replace agent-native => ../Agent-Native
+replace agent-native => ./deps/agent-native
 ```
 
+本仓自己的 `go.mod` 则把错误码库和日志库替换到 `./deps/`。消费方若同时依赖这三仓，必须在消费方 `go.mod` 里写自己的 `replace`：依赖模块内部的 `replace` 不会在上层构建中生效。
+
 远程：`ssh://git@git-ssh.u1680832.nyat.app:31411/weichen/Agent-Native.git`
 
 ## CI

adapters/native/.agentx/transcript.jsonl

@@ -0,0 +1,26 @@
+{"id":"025357339a97c04d","timestamp":"2026-10-07T06:11:15.521547827Z","type":"message","message":{"role":"system","content":"## Environment\ndate: 2026-10-07（周三）\nmodel: fake\nworkspace: /home/weichen/projects/Agent-System-Dev-wt-feature-agent-stack-n1/deps/agent-native/adapters/native\ntool profile: workspace\n\nDeliverable files: output.md. Use workspace tools to write those files. Do not invent paths outside the workspace.\n\nTools available in this workspace:\n- read_file: Read a UTF-8 text file inside the workspace. Without offset/limit returns the whole file (truncated at 200 KiB); with offset/limit returns numbered lines from a 1-based offset.\n- write_file: Create or replace a UTF-8 text file inside the workspace.\n- edit_file: Replace one unique exact text span in a workspace file.\n- multi_edit: Apply several unique-span replacements to one workspace file atomically: either all edits land or the file is left untouched.\n- list_dir: List names in a workspace directory.\n- grep: Search workspace text files. Literal substring by default; regex=true switches to Go regexp, include filters file names (e.g. *.go), ignore_case folds case. Caps at 50 hits.\n- glob: Find workspace files matching a glob pattern (** crosses directories, * within one segment). Returns up to 500 relative paths."}}
+{"id":"46a70655ee65ddc3","parentId":"025357339a97c04d","timestamp":"2026-10-07T06:11:15.524296265Z","type":"message","message":{"role":"user","content":"hi"}}
+{"id":"ab242da6bd626cae","parentId":"46a70655ee65ddc3","timestamp":"2026-10-07T06:11:15.524748291Z","type":"message","message":{"role":"assistant","content":"hi","stop_reason":"end"}}
+{"id":"f637d2872ab9f34b","parentId":"ab242da6bd626cae","timestamp":"2026-10-07T06:11:15.525362933Z","type":"message","message":{"role":"user"}}
+{"id":"c1bada8c14ef7ec0","parentId":"f637d2872ab9f34b","timestamp":"2026-10-07T06:11:15.525828249Z","type":"message","message":{"role":"assistant","content":"hi","stop_reason":"end"}}
+{"id":"a01a79f9d2d2c219","parentId":"c1bada8c14ef7ec0","timestamp":"2026-10-07T06:11:15.52644899Z","type":"message","message":{"role":"user","content":"hi"}}
+{"id":"37ce369360ed5bc3","parentId":"a01a79f9d2d2c219","timestamp":"2026-10-07T06:11:22.666535507Z","type":"message","message":{"role":"user","content":"hi"}}
+{"id":"64a2479c0d206bf1","parentId":"37ce369360ed5bc3","timestamp":"2026-10-07T06:11:22.668999313Z","type":"message","message":{"role":"assistant","content":"hi","stop_reason":"end"}}
+{"id":"61593f441df28345","parentId":"64a2479c0d206bf1","timestamp":"2026-10-07T06:11:22.669756111Z","type":"message","message":{"role":"user"}}
+{"id":"c5aa1aebdaa45000","parentId":"61593f441df28345","timestamp":"2026-10-07T06:11:22.670242386Z","type":"message","message":{"role":"assistant","content":"hi","stop_reason":"end"}}
+{"id":"3a9f8790c99f9e94","parentId":"c5aa1aebdaa45000","timestamp":"2026-10-07T06:11:22.670926846Z","type":"message","message":{"role":"user","content":"hi"}}
+{"id":"064604f3b2f1ad65","parentId":"3a9f8790c99f9e94","timestamp":"2026-10-07T06:13:48.448571493Z","type":"message","message":{"role":"user","content":"hi"}}
+{"id":"9d3b5edce163fdbe","parentId":"064604f3b2f1ad65","timestamp":"2026-10-07T06:13:48.449399929Z","type":"message","message":{"role":"assistant","content":"hi","stop_reason":"end"}}
+{"id":"f280fb470f6e90f5","parentId":"9d3b5edce163fdbe","timestamp":"2026-10-07T06:13:48.450112717Z","type":"message","message":{"role":"user"}}
+{"id":"258b37ad6c79c52d","parentId":"f280fb470f6e90f5","timestamp":"2026-10-07T06:13:48.450611112Z","type":"message","message":{"role":"assistant","content":"hi","stop_reason":"end"}}
+{"id":"b6462f3dbbd35ce9","parentId":"258b37ad6c79c52d","timestamp":"2026-10-07T06:13:48.451303652Z","type":"message","message":{"role":"user","content":"hi"}}
+{"id":"1f742b0f9b7c92a1","parentId":"b6462f3dbbd35ce9","timestamp":"2026-10-07T06:13:48.971444939Z","type":"message","message":{"role":"user","content":"hi"}}
+{"id":"f472774cc9cb019d","parentId":"1f742b0f9b7c92a1","timestamp":"2026-10-07T06:13:48.973639624Z","type":"message","message":{"role":"assistant","content":"hi","stop_reason":"end"}}
+{"id":"27e484d323f079d3","parentId":"f472774cc9cb019d","timestamp":"2026-10-07T06:13:48.97478444Z","type":"message","message":{"role":"user"}}
+{"id":"9a97876386e882d4","parentId":"27e484d323f079d3","timestamp":"2026-10-07T06:13:48.97545809Z","type":"message","message":{"role":"assistant","content":"hi","stop_reason":"end"}}
+{"id":"a8a4c88afce69517","parentId":"9a97876386e882d4","timestamp":"2026-10-07T06:13:48.976690973Z","type":"message","message":{"role":"user","content":"hi"}}
+{"id":"c2865055fe240f43","parentId":"a8a4c88afce69517","timestamp":"2026-10-07T06:14:02.592947456Z","type":"message","message":{"role":"user","content":"hi"}}
+{"id":"a02f22b1760c8363","parentId":"c2865055fe240f43","timestamp":"2026-10-07T06:14:02.595218749Z","type":"message","message":{"role":"assistant","content":"hi","stop_reason":"end"}}
+{"id":"c3321f8e2d467eda","parentId":"a02f22b1760c8363","timestamp":"2026-10-07T06:14:02.59619084Z","type":"message","message":{"role":"user"}}
+{"id":"7d0eb0b5d39283b2","parentId":"c3321f8e2d467eda","timestamp":"2026-10-07T06:14:02.596897779Z","type":"message","message":{"role":"assistant","content":"hi","stop_reason":"end"}}
+{"id":"f99d01430932d356","parentId":"7d0eb0b5d39283b2","timestamp":"2026-10-07T06:14:02.598248098Z","type":"message","message":{"role":"user","content":"hi"}}

adapters/native/.agentx/transcript.jsonl.meta.json

@@ -0,0 +1,7 @@
+{
+  "exec_id": "cx",
+  "leaf": "f99d01430932d356",
+  "model": "fake",
+  "scope": "",
+  "updated": "2026-10-07T06:14:02Z"
+}

adapters/native/.native-last-failure

@@ -0,0 +1 @@
+stream ended without a message

adapters/native/TASK.md

@@ -0,0 +1 @@
+hi

adapters/native/backend.go

@@ -14,20 +14,92 @@ import (
 
 	"agent-native/exec"
 	"agent-native/runtime"
+	"agent-native/runtime/checkpoint"
+	"agent-native/runtime/filestate"
+	"agent-native/runtime/hooks"
 	"agent-native/runtime/llm"
+	"agent-native/runtime/mcp"
+	"agent-native/runtime/promptx"
 	"agent-native/runtime/session"
+	"agent-native/runtime/skills"
+	"agent-native/runtime/subagent"
 	"agent-native/runtime/tools"
+
+	"logging-system/logsys"
 )
 
-// Options 构造后端所需的模型接入与执行参数（由组合根注入，无产品依赖）。
-type Options struct {
+// ModelOptions 是模型接入。Stream 非空时不再按 APIBase/APIKey 构造客户端。
+type ModelOptions struct {
 	APIBase  string
 	APIKey   string
 	Model    string
 	MaxTurns int
 	Timeout  time.Duration
-	// Stream 测试注入的流函数；缺省按 APIBase/APIKey 构造 llm.Client。
-	Stream llm.StreamFunc
+	Stream   llm.StreamFunc
+}
+
+// ToolOptions 是可选工具装配。nil 字段不注册对应工具。
+type ToolOptions struct {
+	Search           tools.SearchProvider
+	Exec             *tools.ExecConfig
+	Fetch            *tools.FetchConfig
+	MCP              *mcp.Manager
+	SkillsRoots      []string
+	Subagent         subagent.Factory
+	HostTools        []tools.Tool
+	Checkpoints      *checkpoint.Log
+	CheckpointAnchor func() string
+	// CodeOrchestration 为真时注册 run_tool_script。默认关。
+	CodeOrchestration bool
+}
+
+// SessionOptions 是单次执行的会话预算与压缩。
+type SessionOptions struct {
+	Compact      *CompactConfig
+	MaxToolCalls int
+}
+
+// ObserveOptions 是日志。Log 为 nil 时丢弃。
+type ObserveOptions struct {
+	Log         *logsys.Logger
+	ExecutionID string
+	// Trace 交给运行循环。nil 不采集。
+	Trace func(name string, attrs map[string]string) func()
+}
+
+// GateOptions 把直连已经使用的停止、提醒和工具钩子交给小队成员。零值不改变行为。
+type GateOptions struct {
+	BeforeTool  func(call llm.ToolCall) error
+	AfterTool   func(call llm.ToolCall, res llm.Message)
+	Stop        func(last llm.Message, info runtime.StopInfo) runtime.StopDecision
+	Reminders   func(turn int) []string
+	RepeatGuard bool
+	Hooks       *hooks.Bus
+	// Ask 在 MCP 工具要求用户输入时调用。nil 则把问题作为错误返回。
+	Ask func(ctx context.Context, question string) (string, error)
+	// PermissionAsk 在内核钩子对工具表态 ask 时向宿主请求裁决。
+	// nil 时内核保持旧行为：ask 与 deny 一样按拒绝处理。
+	PermissionAsk func(ctx context.Context, call llm.ToolCall) runtime.AskVerdict
+}
+
+// Options 构造后端所需的模型接入与执行参数（由组合根注入，无产品依赖）。
+// 字段经嵌入提升，读取仍写 opts.Model；复合字面量要写子结构名。
+type Options struct {
+	ModelOptions
+	ToolOptions
+	SessionOptions
+	ObserveOptions
+	GateOptions
+}
+
+// CompactConfig 声明长会话压缩策略（优化性质：压缩失败不阻断执行，但留日志）。
+type CompactConfig struct {
+	// ThresholdChars 触发阈值（按字节数近似），默认 300_000。
+	ThresholdChars int
+	// KeepLastN 压缩后保留的最近消息条数，默认 8。
+	KeepLastN int
+	// Summarizer 可选注入摘要函数；缺省用后端 stream 做一次无工具调用。
+	Summarizer func(ctx context.Context, messages []llm.Message) (string, error)
 }
 
 // Backend 以自研内核实现 exec.Backend。
@@ -35,10 +107,23 @@ type Backend struct {
 	opts Options
 	// lastFailure 记录各工作目录上次失败原因，用于会话毒化检测
 	// （context_overflow 等错误续跑同一会话只会复现失败，须换新会话）。
-	mu         sync.Mutex
+	mu          sync.Mutex
 	lastFailure map[string]string
 }
 
+type workDirKey struct{}
+
+// WithWorkDir 把本步工作目录放进上下文，供宿主工具读取内核刚写出的文件。
+func WithWorkDir(ctx context.Context, dir string) context.Context {
+	return context.WithValue(ctx, workDirKey{}, dir)
+}
+
+// WorkDir 返回 WithWorkDir 写入的目录。没有时返回空串。
+func WorkDir(ctx context.Context) string {
+	dir, _ := ctx.Value(workDirKey{}).(string)
+	return dir
+}
+
 // New 创建 native 后端。
 func New(opts Options) *Backend {
 	return &Backend{opts: opts, lastFailure: map[string]string{}}
@@ -47,6 +132,13 @@ func New(opts Options) *Backend {
 // Name 返回规范后端名。
 func (b *Backend) Name() string { return "agent-native" }
 
+// Close 释放后端持有的长连接资源（MCP server 子进程等）。
+func (b *Backend) Close() {
+	if b.opts.MCP != nil {
+		b.opts.MCP.Close()
+	}
+}
+
 // Execute 运行一轮带工具的自研智能体循环，产出目标交付物。
 func (b *Backend) Execute(ctx context.Context, req exec.Request) (*exec.Result, error) {
 	if len(req.Targets) == 0 {
@@ -62,12 +154,33 @@ func (b *Backend) Execute(ctx context.Context, req exec.Request) (*exec.Result,
 	if b.opts.Stream == nil && (strings.TrimSpace(b.opts.APIBase) == "" || strings.TrimSpace(b.opts.APIKey) == "") {
 		return &exec.Result{Success: false, ErrorReason: "agent-native backend requires api base/key (or injected stream)"}, nil
 	}
-	if strings.TrimSpace(b.opts.Model) == "" {
+	if b.opts.Ask != nil {
+		ctx = mcp.WithAsk(ctx, b.opts.Ask)
+	}
+	// MCP 长任务跟踪（2026-07-28 最小映射）：本 run 内 tools/call 见过的
+	// TaskID 在 run 结束时逐一 tasks/cancel，不影响共享 Manager 上其他 run。
+	// 取消用 Background：run 的 ctx 在结束时已作废，取消投递不能被它掐掉。
+	var taskTracker *mcp.TaskTracker
+	ctx, taskTracker = mcp.WithTaskTracker(ctx)
+	defer func() { taskTracker.CancelAll(context.Background()) }()
+	model := strings.TrimSpace(b.opts.Model)
+	if strings.TrimSpace(req.Model) != "" {
+		model = strings.TrimSpace(req.Model)
+	}
+	if model == "" {
 		return &exec.Result{Success: false, ErrorReason: "agent-native backend requires model"}, nil
 	}
 
 	workDir := req.WorkDir
-	if !filepath.IsAbs(workDir) {
+	if strings.TrimSpace(workDir) == "" {
+		// 空工作区 = 请求未授权持久工作区：会话状态（.agentx/transcript 等）
+		// 落一次性临时目录，不污染进程 CWD（契约套件即发此类请求）。
+		tmp, err := os.MkdirTemp("", "agent-native-run-*")
+		if err != nil {
+			return &exec.Result{Success: false, ErrorReason: err.Error()}, nil
+		}
+		workDir = tmp
+	} else if !filepath.IsAbs(workDir) {
 		wd, _ := os.Getwd()
 		workDir = filepath.Join(wd, workDir)
 	}
@@ -82,9 +195,64 @@ func (b *Backend) Execute(ctx context.Context, req exec.Request) (*exec.Result,
 		_ = os.WriteFile(filepath.Join(workDir, "TASK.md"), []byte(req.Prompt), 0o644)
 	}
 
+	// 技能：全局根 + 工作区 .agent/skills；声明的技能必须存在（fail-closed）。
+	roots := make([]string, 0, len(b.opts.SkillsRoots)+1)
+	roots = append(roots, b.opts.SkillsRoots...)
+	roots = append(roots, filepath.Join(workDir, ".agent", "skills"))
+	skillStore := skills.NewStore(roots...)
+	skillIndex := skillStore.List()
+	indexSet := make(map[string]bool, len(skillIndex))
+	for _, s := range skillIndex {
+		indexSet[s.Name] = true
+	}
+	for _, name := range req.Skills {
+		if !indexSet[name] {
+			return &exec.Result{Success: false, ErrorReason: "declared skill not installed: " + name}, nil
+		}
+	}
+
 	var reg *tools.Registry
 	if profile == exec.ToolProfileWorkspace {
-		reg = tools.WorkspaceTools(workDir)
+		reg = tools.WorkspaceToolsCheckpointed(workDir, filestate.New(), b.opts.Checkpoints, b.opts.CheckpointAnchor)
+		skills.RegisterLoader(reg, skillStore)
+		if b.opts.Search != nil {
+			tools.RegisterSearch(reg, b.opts.Search)
+		}
+		if b.opts.Fetch != nil {
+			tools.RegisterFetch(reg, *b.opts.Fetch)
+		}
+		if b.opts.Exec != nil {
+			execCfg := *b.opts.Exec
+			for k, v := range req.Env {
+				execCfg.Env = append(execCfg.Env, k+"="+v)
+			}
+			tools.RegisterExecTools(reg, workDir, execCfg)
+		}
+		if b.opts.CodeOrchestration {
+			tools.RegisterCodeTool(reg)
+		}
+		reg.SetActivationFile(filepath.Join(workDir, ".agentx", "activated-tools.json"))
+		_ = reg.RestoreActivated()
+		if b.opts.MCP != nil {
+			switch {
+			case len(req.ToolAllowlist) > 0 || b.opts.MCP.Ready():
+				if err := b.opts.MCP.RegisterInto(ctx, reg); err != nil {
+					return &exec.Result{Success: false, ErrorReason: err.Error()}, nil
+				}
+			default:
+				b.opts.MCP.StartBackground(ctx, reg)
+			}
+		}
+		subagent.Register(reg, b.opts.Subagent)
+		for _, tool := range b.opts.HostTools {
+			if reg.Has(tool.Name()) {
+				return &exec.Result{Success: false, ErrorReason: "host tool name conflicts with a builtin: " + tool.Name()}, nil
+			}
+			reg.Register(tool)
+		}
+		if err := reg.Restrict(req.ToolAllowlist); err != nil {
+			return &exec.Result{Success: false, ErrorReason: err.Error()}, nil
+		}
 	}
 	// 会话毒化轮转：上次失败属 resume-unsafe 时，把旧 transcript 归档，
 	// 本次以全新会话开始（续跑毒化会话只会复现同样的失败）。
@@ -98,21 +266,56 @@ func (b *Backend) Execute(ctx context.Context, req exec.Request) (*exec.Result,
 		client := &llm.Client{BaseURL: b.opts.APIBase, APIKey: b.opts.APIKey}
 		stream = client.Stream
 	}
+	_ = store.SaveMeta(map[string]string{
+		"model":   model,
+		"scope":   req.SessionScope,
+		"exec_id": req.ExecutionID,
+		"updated": time.Now().UTC().Format(time.RFC3339),
+	})
+	b.maybeCompact(ctx, store, stream, model)
 
 	timeout := req.Timeout
 	if timeout <= 0 {
 		timeout = b.opts.Timeout
 	}
-	runCtx := ctx
+	var runBudget *runtime.Budget
+	if b.opts.MaxToolCalls > 0 {
+		runBudget = &runtime.Budget{MaxToolCalls: b.opts.MaxToolCalls}
+	}
+	if req.Budget != nil {
+		runBudget = &runtime.Budget{
+			MaxPromptTokens:     req.Budget.MaxPromptTokens,
+			MaxCompletionTokens: req.Budget.MaxCompletionTokens,
+			MaxToolCalls:        req.Budget.MaxToolCalls,
+			Deadline:            req.Budget.Deadline,
+		}
+		if runBudget.MaxToolCalls == 0 {
+			runBudget.MaxToolCalls = b.opts.MaxToolCalls
+		}
+		if !req.Budget.Deadline.IsZero() {
+			// Deadline 与 Timeout 先到者生效：把更短者作为 ctx 超时。
+			if until := time.Until(req.Budget.Deadline); timeout <= 0 || until < timeout {
+				timeout = until
+			}
+		}
+	}
+	runCtx := WithWorkDir(ctx, workDir)
 	cancel := func() {}
 	if timeout > 0 {
-		runCtx, cancel = context.WithTimeout(ctx, timeout)
+		runCtx, cancel = context.WithTimeout(runCtx, timeout)
 	}
 	defer cancel()
 
+	execID := req.ExecutionID
+	if strings.TrimSpace(execID) == "" {
+		execID = b.opts.ExecutionID
+	}
 	var logs strings.Builder
+	if strings.TrimSpace(execID) != "" || strings.TrimSpace(req.SessionScope) != "" {
+		logs.WriteString("execution_id=" + execID + " session=" + req.SessionScope + "\n")
+	}
 	onProcess := req.OnEvent
-	runRes, err := b.run(runCtx, reg, store, stream, profile, req, &logs, onProcess)
+	runRes, err := b.run(runCtx, model, runBudget, reg, store, stream, profile, req, workDir, skillIndex, &logs, onProcess)
 	if err != nil {
 		return &exec.Result{Success: false, ErrorReason: err.Error(), Logs: logs.String()}, nil
 	}
@@ -132,18 +335,22 @@ func (b *Backend) Execute(ctx context.Context, req exec.Request) (*exec.Result,
 
 	if runRes.Err != nil {
 		reason := runRes.Err.Error()
-		b.mu.Lock()
-		b.lastFailure[workDir] = reason
-		b.mu.Unlock()
+		b.noteFailure(workDir, reason)
+		assessment := exec.AssessStepFailure(exec.StepFailureSignals{
+			Err:     runRes.Err,
+			WorkDir: workDir,
+			Result:  &exec.Result{ErrorReason: reason, Retryable: runRes.Retryable, Logs: logs.String()},
+		})
+		b.logger().Error("native step failure classified", runRes.Err,
+			"failure_class", assessment.Class.String(),
+			"work_dir", workDir)
 		res := &exec.Result{Success: false, ErrorReason: reason, Logs: logs.String(), Retryable: runRes.Retryable}
 		if runRes.StopReason == llm.StopAborted {
 			res.Retryable = true
 		}
 		return res, nil
 	}
-	b.mu.Lock()
-	delete(b.lastFailure, workDir)
-	b.mu.Unlock()
+	b.clearFailure(workDir)
 
 	patches, matErr := exec.MaterializeTargets(workDir, req.Targets, nil)
 	if matErr != nil {
@@ -159,17 +366,30 @@ func (b *Backend) Execute(ctx context.Context, req exec.Request) (*exec.Result,
 }
 
 // run 驱动 runtime 循环并桥接过程事件（语义对齐主仓 pinative）。
-func (b *Backend) run(ctx context.Context, reg *tools.Registry, store *session.Store,
-	stream llm.StreamFunc, profile string, req exec.Request, logs *strings.Builder,
-	onProcess func(exec.ProcessEvent)) (runtime.Result, error) {
+func (b *Backend) run(ctx context.Context, model string, budget *runtime.Budget, reg *tools.Registry, store *session.Store,
+	stream llm.StreamFunc, profile string, req exec.Request, workDir string, skillIndex []skills.Skill,
+	logs *strings.Builder, onProcess func(exec.ProcessEvent)) (runtime.Result, error) {
 
-	runRes, err := runtime.Run(ctx, runtime.Config{
-		Model:        b.opts.Model,
-		SystemPrompt: systemPrompt(req, profile),
+	execID := req.ExecutionID
+	if strings.TrimSpace(execID) == "" {
+		execID = b.opts.ExecutionID
+	}
+	agent := runtime.NewAgentSession(runtime.Config{
+		Model:        model,
+		SystemPrompt: b.systemPrompt(req, model, profile, workDir, skillIndex),
 		Tools:        reg,
 		Stream:       stream,
 		Session:      store,
 		MaxTurns:     b.opts.MaxTurns,
+		Log:          b.logger(),
+		ExecutionID:  execID,
+		Budget:       budget,
+		Reminders:    b.opts.Reminders,
+		RepeatGuard:  b.opts.RepeatGuard,
+		ResultsDir:   filepath.Join(workDir, ".agentx", "results"),
+		Hooks:        gateBus(b.opts.GateOptions),
+		PermissionAsk: b.opts.PermissionAsk,
+		Trace:        b.opts.Trace,
 		OnEvent: func(ev runtime.Event) {
 			logs.WriteString(ev.Type)
 			if ev.Tool != "" {
@@ -183,17 +403,125 @@ func (b *Backend) run(ctx context.Context, reg *tools.Registry, store *session.S
 			logs.WriteByte('\n')
 			if onProcess != nil {
 				onProcess(exec.ProcessEvent{
-					Type:   ev.Type,
-					Text:   ev.Text,
-					Tool:   ev.Tool,
-					Detail: ev.Detail,
+					Type:                 ev.Type,
+					Text:                 ev.Text,
+					Tool:                 ev.Tool,
+					Detail:               ev.Detail,
+					PromptTokens:         ev.PromptTokens,
+					CompletionTokens:     ev.CompletionTokens,
+					LastPromptTokens:     ev.LastPromptTokens,
+					LastCompletionTokens: ev.LastCompletionTokens,
+					CacheReadTokens:      ev.CacheReadTokens,
+					CacheWriteTokens:     ev.CacheWriteTokens,
 				})
 			}
 		},
-	}, llm.Message{Role: llm.RoleUser, Content: req.Prompt})
-	return runRes, err
+	})
+	return agent.Prompt(ctx, llm.Message{Role: llm.RoleUser, Content: req.Prompt})
 }
 
+// maybeCompact 在转录超过阈值时压缩头部历史。压缩是优化性质：
+// 失败不阻断执行（按原文继续），但必须留日志，不静默。
+func (b *Backend) maybeCompact(ctx context.Context, store *session.Store, stream llm.StreamFunc, model string) {
+	cfg := b.opts.Compact
+	if cfg == nil {
+		return
+	}
+	threshold := int64(cfg.ThresholdChars)
+	if threshold <= 0 {
+		threshold = 300_000
+	}
+	keep := cfg.KeepLastN
+	if keep <= 0 {
+		keep = 8
+	}
+	if store.Stats().Bytes < threshold {
+		return
+	}
+	summarize := cfg.Summarizer
+	if summarize == nil {
+		summarize = defaultSummarizer(stream, model)
+	}
+	done, err := store.Compact(keep, func(messages []llm.Message) (string, error) {
+		return summarize(ctx, messages)
+	})
+	if err != nil {
+		b.logger().Warn("session compaction failed; continuing with full transcript", "error", err.Error())
+		return
+	}
+	if done {
+		b.logger().Info("session compacted", "keep_last", keep)
+	}
+}
+
+// defaultSummarizer 用后端 stream 做一次无工具调用，把历史压成摘要。
+func defaultSummarizer(stream llm.StreamFunc, model string) func(ctx context.Context, messages []llm.Message) (string, error) {
+	return func(ctx context.Context, messages []llm.Message) (string, error) {
+		var b strings.Builder
+		for _, m := range messages {
+			b.WriteString(string(m.Role))
+			b.WriteString(": ")
+			b.WriteString(m.Content)
+			b.WriteString("\n")
+			if b.Len() > 120_000 {
+				break
+			}
+		}
+		prompt := "把以下智能体对话历史压缩成摘要：保留全部关键事实、已做决定、文件变更与未决问题；中文；不超过 800 字；只输出摘要正文。\n\n" + b.String()
+		var out strings.Builder
+		for ev := range stream(ctx, model, []llm.Message{{Role: llm.RoleUser, Content: prompt}}, nil, llm.StreamOptions{}) {
+			switch ev.Kind {
+			case llm.KindTextDelta:
+				out.WriteString(ev.Text)
+			case llm.KindError:
+				return "", ev.Err
+			}
+		}
+		if strings.TrimSpace(out.String()) == "" {
+			return "", errString("summarizer produced empty output")
+		}
+		return out.String(), nil
+	}
+}
+
+func gateBus(g GateOptions) *hooks.Bus {
+	bus := g.Hooks
+	if g.BeforeTool == nil && g.AfterTool == nil && g.Stop == nil {
+		return bus
+	}
+	if bus == nil {
+		bus = hooks.New()
+	}
+	if g.BeforeTool != nil {
+		fn := g.BeforeTool
+		bus.On(hooks.AdaptBefore(func(name, args string) error { return fn(llm.ToolCall{Name: name, Arguments: args}) }))
+	}
+	if g.AfterTool != nil {
+		fn := g.AfterTool
+		bus.On(hooks.AdaptAfter(func(name, args, result string, isError bool) {
+			fn(llm.ToolCall{Name: name, Arguments: args}, llm.Message{Content: result, IsError: isError})
+		}))
+	}
+	if g.Stop != nil {
+		fn := g.Stop
+		bus.On(func(c hooks.Call) hooks.Outcome {
+			if c.Event != hooks.Stop {
+				return hooks.Outcome{}
+			}
+			d := fn(llm.Message{Role: llm.RoleAssistant, Content: c.LastText}, runtime.StopInfo{Continuations: c.Continuations, ToolCalls: c.ToolCalls})
+			if d.Continue {
+				return hooks.Outcome{Decision: hooks.Block, Reason: d.Reason, Replacement: d.Replacement, Notice: d.Notice}
+			}
+			return hooks.Outcome{Decision: hooks.Allow, Notice: d.Notice}
+		})
+	}
+	return bus
+}
+
+type errString string
+
+func (e errString) Error() string { return string(e) }
+
 // resumeUnsafeMarkers 续跑不安全的关键词（会话已被污染：上下文溢出/
 // 迭代上限/非法请求——重试必须换新会话而非续跑）。
 var resumeUnsafeMarkers = []string{
@@ -204,9 +532,7 @@ var resumeUnsafeMarkers = []string{
 
 // rotateIfPoisoned 上次失败属 resume-unsafe 且存在旧会话时归档旧会话。
 func (b *Backend) rotateIfPoisoned(workDir string) {
-	b.mu.Lock()
-	reason := strings.ToLower(b.lastFailure[workDir])
-	b.mu.Unlock()
+	reason := strings.ToLower(b.failureReason(workDir))
 	if reason == "" {
 		return
 	}
@@ -224,24 +550,73 @@ func (b *Backend) rotateIfPoisoned(workDir string) {
 	if _, err := os.Stat(path); err != nil {
 		return
 	}
+	b.logger().Warn("rotating poisoned session", "work_dir", workDir)
 	_ = os.Rename(path, filepath.Join(workDir, ".agentx",
 		"transcript.poisoned."+time.Now().UTC().Format("20060102T150405.000000000")+".jsonl"))
 }
 
-// systemPrompt 组装系统提示：角色指令 + 交付物与工具档位约束。
-func systemPrompt(req exec.Request, profile string) string {
-	var b strings.Builder
-	if strings.TrimSpace(req.Instructions) != "" {
-		b.WriteString(req.Instructions)
-		b.WriteString("\n\n")
+func (b *Backend) logger() *logsys.Logger {
+	if b == nil || b.opts.Log == nil {
+		return logsys.Nop()
 	}
-	b.WriteString("Deliverable files: ")
-	b.WriteString(strings.Join(req.Targets, ", "))
-	b.WriteString(".")
-	if profile == exec.ToolProfileWorkspace {
-		b.WriteString(" Use workspace tools to write those files. Do not invent paths outside the workspace.")
-	} else {
-		b.WriteString(" Reply with the deliverable text only. Tools are disabled.")
+	log := b.opts.Log.Module("native")
+	if b.opts.ExecutionID == "" {
+		return log
 	}
-	return b.String()
+	return log.With("execution_id", b.opts.ExecutionID)
+}
+
+const lastFailureFile = ".native-last-failure"
+
+func (b *Backend) noteFailure(workDir, reason string) {
+	b.mu.Lock()
+	b.lastFailure[workDir] = reason
+	b.mu.Unlock()
+	_ = os.WriteFile(filepath.Join(workDir, lastFailureFile), []byte(reason), 0o644)
+}
+
+func (b *Backend) clearFailure(workDir string) {
+	b.mu.Lock()
+	delete(b.lastFailure, workDir)
+	b.mu.Unlock()
+	_ = os.Remove(filepath.Join(workDir, lastFailureFile))
+}
+
+func (b *Backend) failureReason(workDir string) string {
+	b.mu.Lock()
+	reason := b.lastFailure[workDir]
+	b.mu.Unlock()
+	if reason != "" {
+		return reason
+	}
+	raw, err := os.ReadFile(filepath.Join(workDir, lastFailureFile))
+	if err != nil {
+		return ""
+	}
+	return string(raw)
+}
+
+// systemPrompt 经 promptx 组装：角色指令 + 环境事实 + 技能索引 + 交付物约束。
+func (b *Backend) systemPrompt(req exec.Request, model, profile, workDir string, skillIndex []skills.Skill) string {
+	var index []promptx.IndexEntry
+	for _, s := range skillIndex {
+		index = append(index, promptx.IndexEntry{Name: s.Name, Description: s.Description})
+	}
+	now := time.Now()
+	weekday := map[string]string{
+		"Sunday": "周日", "Monday": "周一", "Tuesday": "周二", "Wednesday": "周三",
+		"Thursday": "周四", "Friday": "周五", "Saturday": "周六",
+	}[now.Weekday().String()]
+	return promptx.Compose(promptx.Parts{
+		Instructions:   req.Instructions,
+		SkillsDeclared: req.Skills,
+		SkillsIndex:    index,
+		Deliverables:   req.Targets,
+		Env: promptx.EnvFacts{
+			Date:          now.Format("2006-01-02") + "（" + weekday + "）",
+			Model:         model,
+			WorkspaceRoot: workDir,
+			Profile:       profile,
+		},
+	})
 }

adapters/native/backend_test.go

@@ -2,6 +2,7 @@ package native
 
 import (
 	"context"
+	"errors"
 	"os"
 	"path/filepath"
 	"strings"
@@ -39,12 +40,17 @@ func script(turns ...llm.Message) llm.StreamFunc {
 
 func TestBackendWorkspaceProfileWritesDeliverable(t *testing.T) {
 	dir := t.TempDir()
-	b := New(Options{Model: "fake", Stream: script(
-		llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
-			ID: "c1", Name: "write_file", Arguments: `{"path":"output.md","content":"# 交付\n\n工具写入的交付物内容。","reason":"产出交付物"}`,
-		}}},
-		llm.Message{Role: llm.RoleAssistant, Content: "已写入 output.md", StopReason: llm.StopEnd},
-	)})
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model: "fake",
+			Stream: script(
+				llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+					ID: "c1", Name: "write_file", Arguments: `{"path":"output.md","content":"# 交付\n\n工具写入的交付物内容。"}`,
+				}}},
+				llm.Message{Role: llm.RoleAssistant, Content: "已写入 output.md", StopReason: llm.StopEnd},
+			),
+		},
+	})
 	var events []exec.ProcessEvent
 	res, err := b.Execute(context.Background(), exec.Request{
 		WorkDir: dir, Prompt: "写交付物", Instructions: "你是测试角色",
@@ -81,9 +87,14 @@ func TestBackendWorkspaceProfileWritesDeliverable(t *testing.T) {
 
 func TestBackendReasoningProfileWritesText(t *testing.T) {
 	dir := t.TempDir()
-	b := New(Options{Model: "fake", Stream: script(
-		llm.Message{Role: llm.RoleAssistant, Content: "纯文本交付内容（无工具）。", StopReason: llm.StopEnd},
-	)})
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model: "fake",
+			Stream: script(
+				llm.Message{Role: llm.RoleAssistant, Content: "纯文本交付内容（无工具）。", StopReason: llm.StopEnd},
+			),
+		},
+	})
 	res, err := b.Execute(context.Background(), exec.Request{
 		WorkDir: dir, Prompt: "直接回答", ToolProfile: exec.ToolProfileReasoning,
 		Targets: []string{"notes.md"},
@@ -109,14 +120,56 @@ func TestBackendFailClosedWithoutConfig(t *testing.T) {
 	if res.Success || !strings.Contains(res.ErrorReason, "requires") {
 		t.Fatalf("want fail-closed config error, got %+v", res)
 	}
-	res2, _ := New(Options{APIBase: "http://x", APIKey: "k"}).Execute(context.Background(),
+	res2, _ := New(Options{
+		ModelOptions: ModelOptions{
+			APIBase: "http://x",
+			APIKey:  "k",
+		},
+	}).Execute(context.Background(),
 		exec.Request{WorkDir: t.TempDir(), Targets: []string{"x.md"}})
 	if res2.Success || !strings.Contains(res2.ErrorReason, "model") {
 		t.Fatalf("want model required error, got %+v", res2)
 	}
-	res3, _ := New(Options{Stream: script()}).Execute(context.Background(),
+	res3, _ := New(Options{
+		ModelOptions: ModelOptions{
+			Stream: script(),
+		},
+	}).Execute(context.Background(),
 		exec.Request{WorkDir: t.TempDir(), Targets: []string{"x.md"}, ToolProfile: "bogus"})
 	if res3.Success || !strings.Contains(res3.ErrorReason, "tool profile") {
 		t.Fatalf("want profile error, got %+v", res3)
 	}
 }
+
+func TestBeforeToolReachesSquadMembers(t *testing.T) {
+	dir := t.TempDir()
+	var seen string
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model: "fake",
+			Stream: script(
+				llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+					ID: "c1", Name: "write_file", Arguments: `{"path":"output.md","content":"nope"}`,
+				}}},
+				llm.Message{Role: llm.RoleAssistant, Content: "blocked", StopReason: llm.StopEnd},
+			),
+		},
+		GateOptions: GateOptions{BeforeTool: func(call llm.ToolCall) error {
+			seen = call.Name
+			return errors.New("计划模式拒绝了写工具")
+		}},
+	})
+	res, err := b.Execute(context.Background(), exec.Request{WorkDir: dir, Prompt: "写", Targets: []string{"output.md"}})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if seen != "write_file" {
+		t.Fatalf("before tool saw %q", seen)
+	}
+	if res.Success {
+		t.Fatal("denied write still succeeded")
+	}
+	if _, err := os.Stat(filepath.Join(dir, "output.md")); err == nil {
+		t.Fatal("write_file ran after deny")
+	}
+}

adapters/native/compact_test.go

@@ -0,0 +1,76 @@
+package native
+
+import (
+	"context"
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+
+	"agent-native/exec"
+	"agent-native/runtime/llm"
+)
+
+func TestBackendCompactBeforeRun(t *testing.T) {
+	dir := t.TempDir()
+	// 预置一份超阈值的长转录（系统消息 + 12 条历史）。
+	transcript := filepath.Join(dir, ".agentx", "transcript.jsonl")
+	if err := os.MkdirAll(filepath.Dir(transcript), 0o755); err != nil {
+		t.Fatal(err)
+	}
+	var b strings.Builder
+	b.WriteString(`{"role":"system","content":"sys"}` + "\n")
+	for i := 0; i < 12; i++ {
+		b.WriteString(`{"role":"user","content":"` + strings.Repeat("x", 400) + `"}` + "\n")
+	}
+	if err := os.WriteFile(transcript, []byte(b.String()), 0o644); err != nil {
+		t.Fatal(err)
+	}
+
+	var sawSummary bool
+	// 注入式捕获：验证 Run 收到的消息里有摘要标记。
+	bk2 := New(Options{
+		ModelOptions: ModelOptions{
+			Model:  "fake",
+			Stream: captureFirstStream(&sawSummary),
+		},
+		SessionOptions: SessionOptions{
+			Compact: &CompactConfig{ThresholdChars: 1000, KeepLastN: 3, Summarizer: func(ctx context.Context, messages []llm.Message) (string, error) {
+				return "预置历史摘要", nil
+			}},
+		},
+	})
+	res, err := bk2.Execute(context.Background(), exec.Request{
+		WorkDir: dir, Prompt: "继续", Targets: []string{"output.md"},
+		ToolProfile: exec.ToolProfileReasoning,
+	})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if res.Success && !sawSummary {
+		t.Fatal("compaction should have run before the loop")
+	}
+	data, _ := os.ReadFile(transcript)
+	if !strings.Contains(string(data), "预置历史摘要") || !strings.Contains(string(data), `"type":"compaction"`) {
+		t.Fatalf("transcript should keep history and append a compaction entry, got:\n%.400s", data)
+	}
+	if !strings.Contains(string(data), `"role":"system"`) {
+		t.Fatal("compaction must not rewrite the original transcript")
+	}
+}
+
+func captureFirstStream(saw *bool) llm.StreamFunc {
+	return func(ctx context.Context, model string, messages []llm.Message, decls []llm.ToolDecl, opts llm.StreamOptions) <-chan llm.Event {
+		for _, m := range messages {
+			if strings.Contains(m.Content, "[conversation summary]") {
+				*saw = true
+			}
+		}
+		ch := make(chan llm.Event, 4)
+		go func() {
+			defer close(ch)
+			ch <- llm.Event{Kind: llm.KindMessageEnd, Message: llm.Message{Role: llm.RoleAssistant, Content: "压缩后续写完成", StopReason: llm.StopEnd}}
+		}()
+		return ch
+	}
+}

adapters/native/contract.go

@@ -0,0 +1,89 @@
+package native
+
+import (
+	"context"
+	"errors"
+	"strings"
+
+	"agent-native/exec"
+)
+
+// contractBackend 把 Backend 适配为 exec.ContractBackend。
+// 独立类型的原因：旧门面 Execute(ctx, exec.Request) 与契约的
+// Execute(ctx, exec.ContractRequest) 签名冲突，同名方法不能并存；
+// 包装让现有 squad 消费（旧门面）与契约消费（conformance/Core）互不影响。
+type contractBackend struct{ b *Backend }
+
+// Contract 返回该后端的契约形态（N1 WP6；旧门面保持不变）。
+func (b *Backend) Contract() exec.ContractBackend {
+	return contractBackend{b: b}
+}
+
+func (c contractBackend) Descriptor() exec.BackendDescriptor {
+	return exec.BackendDescriptor{
+		Name:         c.b.Name(),
+		Capabilities: []exec.Capability{exec.CapText, exec.CapStream, exec.CapTools},
+	}
+}
+
+func (c contractBackend) Execute(ctx context.Context, req exec.ContractRequest) (*exec.ContractResult, error) {
+	var onEvent func(ev exec.ProcessEvent)
+	if req.OnEvent != nil {
+		next := req.OnEvent
+		onEvent = func(ev exec.ProcessEvent) {
+			next(exec.Event{Kind: exec.EventKind(ev.Type), Text: ev.Text, Tool: ev.Tool, Detail: ev.Detail})
+		}
+	}
+	// 契约语义：空 ToolPolicy.Profile 等同 reasoning（无工具纯文本任务）。
+	profile := strings.TrimSpace(req.ToolPolicy.Profile)
+	if profile == "" {
+		profile = exec.ToolProfileReasoning
+	}
+	old := exec.Request{
+		Prompt:        req.Prompt,
+		Instructions:  req.Instructions,
+		ExecutionID:   req.ExecutionID,
+		Targets:       append([]string(nil), req.Targets...),
+		ToolProfile:   profile,
+		ToolAllowlist: append([]string(nil), req.ToolPolicy.Allowlist...),
+		WorkDir:       req.Workspace.Root,
+		OnEvent:       onEvent,
+	}
+	if b := req.ContractBudget; b.MaxPromptTokens > 0 || b.MaxCompletionTokens > 0 || !b.Deadline.IsZero() {
+		old.Budget = &exec.Budget{
+			MaxPromptTokens:     b.MaxPromptTokens,
+			MaxCompletionTokens: b.MaxCompletionTokens,
+			Deadline:            b.Deadline,
+		}
+	}
+	res, err := c.b.Execute(ctx, old)
+	if err != nil {
+		// 传输/实现级错误：按契约映射为 Unknown，不经 Go error 返回业务终态。
+		return &exec.ContractResult{
+			Outcome: exec.OutcomeUnknown,
+			Err:     &exec.Error{Code: exec.ErrProviderUnavailable, Reason: err.Error(), SideEffects: exec.SideEffectPossible},
+		}, nil
+	}
+	out := &exec.ContractResult{
+		Logs: res.Logs,
+		Usage: exec.Usage{
+			PromptTokens:     res.PromptTokens,
+			CompletionTokens: res.CompletionTokens,
+		},
+	}
+	switch {
+	case res.Success:
+		out.Outcome = exec.OutcomeSucceeded
+		out.Files = res.Patches
+	case errors.Is(ctx.Err(), context.Canceled):
+		out.Outcome = exec.OutcomeCanceled
+		out.Err = &exec.Error{Code: exec.ErrCanceled, Reason: res.ErrorReason, SideEffects: exec.SideEffectPossible}
+	case errors.Is(ctx.Err(), context.DeadlineExceeded):
+		out.Outcome = exec.OutcomeFailed
+		out.Err = &exec.Error{Code: exec.ErrDeadlineExceeded, Reason: res.ErrorReason, SideEffects: exec.SideEffectPossible}
+	default:
+		out.Outcome = exec.OutcomeFailed
+		out.Err = &exec.Error{Code: exec.ErrProviderRejected, Reason: res.ErrorReason, Retryable: res.Retryable, SideEffects: exec.SideEffectPossible}
+	}
+	return out, nil
+}

adapters/native/contract_test.go

@@ -0,0 +1,113 @@
+package native
+
+import (
+	"context"
+	"os"
+	"path/filepath"
+	"testing"
+	"time"
+
+	"agent-native/conformance"
+	"agent-native/exec"
+	"agent-native/runtime/llm"
+)
+
+// TestContractBackendConformance 把 native 后端的契约形态挂上最小契约套件
+// （N1 WP6：conformance 首次获得真实实现调用方）。
+func TestContractBackendConformance(t *testing.T) {
+	conformance.Suite(t, func() exec.ContractBackend {
+		return New(Options{
+			ModelOptions: ModelOptions{
+				Model: "fake",
+				Stream: script(
+					llm.Message{Role: llm.RoleAssistant, Content: "hi", StopReason: llm.StopEnd},
+				),
+			},
+		}).Contract()
+	})
+}
+
+// TestContractExecuteCancel 取消路径：流阻塞到 ctx 结束，Outcome=Canceled 且
+// SideEffects 显式。
+func TestContractExecuteCancel(t *testing.T) {
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model: "fake",
+			Stream: func(ctx context.Context, model string, messages []llm.Message, decls []llm.ToolDecl, opts llm.StreamOptions) <-chan llm.Event {
+				ch := make(chan llm.Event)
+				go func() {
+					<-ctx.Done()
+					close(ch)
+				}()
+				return ch
+			},
+		},
+	}).Contract()
+	ctx, cancel := context.WithTimeout(context.Background(), 20*time.Millisecond)
+	defer cancel()
+	res, err := b.Execute(ctx, exec.ContractRequest{ExecutionID: "cx", Prompt: "hi"})
+	if err != nil {
+		t.Fatalf("transport error: %v", err)
+	}
+	if res.Outcome != exec.OutcomeCanceled && res.Outcome != exec.OutcomeFailed {
+		t.Fatalf("outcome = %q", res.Outcome)
+	}
+	if res.Err == nil || res.Err.SideEffects == "" {
+		t.Fatalf("err = %+v", res.Err)
+	}
+}
+
+// TestContractDescriptor 描述的身份与能力。
+func TestContractDescriptor(t *testing.T) {
+	d := New(Options{}).Contract().Descriptor()
+	if d.Name != "agent-native" {
+		t.Fatalf("name = %q", d.Name)
+	}
+	if !d.Has(exec.CapText) || !d.Has(exec.CapStream) || !d.Has(exec.CapTools) {
+		t.Fatalf("capabilities = %v", d.Capabilities)
+	}
+}
+
+// TestContractEmptyWorkspaceKeepsCWDClean 空 Workspace 的请求不得把会话状态
+// 写进进程 CWD（CI 护栏：make test 后工作区必须保持干净；包目录的已提交
+// .agentx 夹具内容必须逐字节不变）。
+func TestContractEmptyWorkspaceKeepsCWDClean(t *testing.T) {
+	wd, err := os.Getwd()
+	if err != nil {
+		t.Fatal(err)
+	}
+	snapshot := map[string][]byte{}
+	for _, rel := range []string{
+		filepath.Join(".agentx", "transcript.jsonl"),
+		filepath.Join(".agentx", "transcript.jsonl.meta.json"),
+	} {
+		if b, readErr := os.ReadFile(filepath.Join(wd, rel)); readErr == nil {
+			snapshot[rel] = b
+		}
+	}
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model:  "fake",
+			Stream: script(llm.Message{Role: llm.RoleAssistant, Content: "hi", StopReason: llm.StopEnd}),
+		},
+	}).Contract()
+	res, err := b.Execute(context.Background(), exec.ContractRequest{ExecutionID: "e-clean", Prompt: "hi"})
+	if err != nil {
+		t.Fatalf("transport error: %v", err)
+	}
+	if res.Outcome != exec.OutcomeSucceeded {
+		t.Fatalf("outcome = %q err = %+v", res.Outcome, res.Err)
+	}
+	for rel, want := range snapshot {
+		got, readErr := os.ReadFile(filepath.Join(wd, rel))
+		if readErr != nil {
+			t.Fatalf("夹具被删除：%s", rel)
+		}
+		if string(got) != string(want) {
+			t.Fatalf("空 Workspace 的执行改写了包内夹具 %s（应落临时目录）", rel)
+		}
+	}
+	if _, statErr := os.Stat(filepath.Join(wd, ".agentx", "activated-tools.json")); !os.IsNotExist(statErr) {
+		t.Fatal("空 Workspace 的执行在包目录写下了 activated-tools.json（应落临时目录）")
+	}
+}

adapters/native/exec_tools_test.go

@@ -0,0 +1,410 @@
+package native
+
+import (
+	"context"
+	"os"
+	osexec "os/exec"
+	"path/filepath"
+	"strings"
+	"testing"
+
+	"agent-native/exec"
+	"agent-native/runtime/llm"
+	"agent-native/runtime/mcp"
+	"agent-native/runtime/subagent"
+	"agent-native/runtime/tools"
+)
+
+func TestBackendExecToolsWiredWithOptionsAndRequestEnv(t *testing.T) {
+	bash, err := osexec.LookPath("bash")
+	if err != nil {
+		t.Fatalf("bash not available: %v", err)
+	}
+	dir := t.TempDir()
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model: "fake",
+			Stream: script(
+				llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+					ID: "c1", Name: "run_command",
+					Arguments: `{"command":"echo role=$ROLE_FLAG step=$STEP_FLAG > exec_out.txt"}`,
+				}}},
+				llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+					ID: "c2", Name: "write_file",
+					Arguments: `{"path":"output.md","content":"done"}`,
+				}}},
+				llm.Message{Role: llm.RoleAssistant, Content: "ok", StopReason: llm.StopEnd},
+			),
+		},
+		ToolOptions: ToolOptions{
+			Exec: &tools.ExecConfig{Bash: bash, Env: []string{"PATH=/usr/bin:/bin", "ROLE_FLAG=backend"}},
+		},
+	})
+	res, err := b.Execute(context.Background(), exec.Request{
+		WorkDir: dir, Prompt: "run", Targets: []string{"output.md"},
+		Env: map[string]string{"STEP_FLAG": "request"},
+	})
+	if err != nil || !res.Success {
+		t.Fatalf("execute: err=%v res=%+v logs=%s", err, res, res.Logs)
+	}
+	data, err := os.ReadFile(filepath.Join(dir, "exec_out.txt"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	if !strings.Contains(string(data), "role=backend") || !strings.Contains(string(data), "step=request") {
+		t.Fatalf("env merge wrong: %q", data)
+	}
+}
+
+func TestBackendExecToolsAbsentWithoutOptions(t *testing.T) {
+	stream, c := captureStream()
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model:  "fake",
+			Stream: stream,
+		},
+	})
+	res, err := b.Execute(context.Background(), exec.Request{
+		WorkDir: t.TempDir(), Prompt: "x", Targets: []string{"output.md"},
+		ToolProfile: exec.ToolProfileReasoning,
+	})
+	if err != nil || !res.Success {
+		t.Fatalf("execute: err=%v res=%+v", err, res)
+	}
+	// reasoning 档本无工具；改用 workspace 档断言 decls 不含执行工具。
+	stream2, c2 := captureStream()
+	b2 := New(Options{
+		ModelOptions: ModelOptions{
+			Model:  "fake",
+			Stream: stream2,
+		},
+	})
+	_, _ = b2.Execute(context.Background(), exec.Request{
+		WorkDir: t.TempDir(), Prompt: "x", Targets: []string{"output.md"},
+		ToolProfile: exec.ToolProfileWorkspace,
+	})
+	for _, names := range c2.toolDecls {
+		for _, n := range names {
+			if n == "run_command" || n == "run_python" {
+				t.Fatalf("exec tools must not register without Options.Exec, got %v", names)
+			}
+		}
+	}
+	_ = c
+}
+
+func TestBackendAllowlistCanDisableExecTools(t *testing.T) {
+	bash, _ := osexec.LookPath("bash")
+	stream, c := captureStream()
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model:  "fake",
+			Stream: stream,
+		},
+		ToolOptions: ToolOptions{
+			Exec: &tools.ExecConfig{Bash: bash, Env: []string{"PATH=/usr/bin:/bin"}},
+		},
+	})
+	res, err := b.Execute(context.Background(), exec.Request{
+		WorkDir: t.TempDir(), Prompt: "x", Targets: []string{"output.md"},
+		ToolAllowlist: []string{"read_file", "write_file", "edit_file", "list_dir", "grep", "glob", "multi_edit"},
+	})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if res.Success {
+		t.Fatalf("write-only allowlist without write? (unexpected) res=%+v", res)
+	}
+	for _, names := range c.toolDecls {
+		for _, n := range names {
+			if n == "run_command" {
+				t.Fatalf("allowlist must be able to strip run_command, got %v", names)
+			}
+		}
+	}
+}
+
+// fakeSearchProvider 与 tools 包测试同构的最小搜索替身。
+type fakeSearchProvider struct{ query string }
+
+func (f *fakeSearchProvider) Search(_ context.Context, req tools.SearchRequest) (tools.SearchResponse, error) {
+	f.query = req.Query
+	return tools.SearchResponse{Answer: "ans", Results: []tools.SearchResult{{Title: "T", Content: "C", Score: 0.9}}}, nil
+}
+
+func TestBackendSearchToolsWiredViaOptions(t *testing.T) {
+	provider := &fakeSearchProvider{}
+	stream, c := captureStream(
+		llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+			ID: "c1", Name: "web_search", Arguments: `{"query":"golang generics"}`,
+		}}},
+		llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+			ID: "c2", Name: "write_file",
+			Arguments: `{"path":"output.md","content":"done"}`,
+		}}},
+		llm.Message{Role: llm.RoleAssistant, Content: "ok", StopReason: llm.StopEnd},
+	)
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model:  "fake",
+			Stream: stream,
+		},
+		ToolOptions: ToolOptions{
+			Search: provider,
+		},
+	})
+	dir := t.TempDir()
+	res, err := b.Execute(context.Background(), exec.Request{
+		WorkDir: dir, Prompt: "search", Targets: []string{"output.md"},
+	})
+	if err != nil || !res.Success {
+		t.Fatalf("execute: err=%v res=%+v logs=%s", err, res, res.Logs)
+	}
+	if provider.query != "golang generics" {
+		t.Fatalf("provider should receive the query, got %q", provider.query)
+	}
+	// 搜索工具确实出现在 decls 里。
+	found := false
+	for _, names := range c.toolDecls {
+		for _, n := range names {
+			if n == "web_search" || n == "tavily_search" {
+				found = true
+			}
+		}
+	}
+	if !found {
+		t.Fatal("search tools must be declared when Options.Search is set")
+	}
+}
+
+func TestBackendSearchToolsAbsentWithoutOptions(t *testing.T) {
+	stream, c := captureStream()
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model:  "fake",
+			Stream: stream,
+		},
+	})
+	_, _ = b.Execute(context.Background(), exec.Request{
+		WorkDir: t.TempDir(), Prompt: "x", Targets: []string{"output.md"},
+		ToolProfile: exec.ToolProfileWorkspace,
+	})
+	for _, names := range c.toolDecls {
+		for _, n := range names {
+			if n == "web_search" || n == "tavily_search" {
+				t.Fatalf("search tools must not register without Options.Search, got %v", names)
+			}
+		}
+	}
+}
+
+func TestBackendMCPToolsWiredViaOptions(t *testing.T) {
+	exe, err := osexec.LookPath(os.Args[0])
+	if err != nil {
+		t.Fatal(err)
+	}
+	// os.Args[0] 在 go test 下指向测试二进制——用其自身作为 MCP server。
+	mgr, err := mcp.NewManager([]mcp.ServerConfig{{
+		Name: "fake", Command: exe,
+		Env: append(os.Environ(), "AGENT_NATIVE_TEST_MCP_STDIO=1"),
+	}})
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer mgr.Close()
+	if err := mgr.RegisterInto(context.Background(), tools.NewRegistry(t.TempDir())); err != nil {
+		t.Fatal(err)
+	}
+	stream, c := captureStream(
+		llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+			ID: "c1", Name: "mcp__fake__echo", Arguments: `{"text":"via-backend"}`,
+		}}},
+		llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+			ID: "c2", Name: "write_file",
+			Arguments: `{"path":"output.md","content":"done"}`,
+		}}},
+		llm.Message{Role: llm.RoleAssistant, Content: "ok", StopReason: llm.StopEnd},
+	)
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model:  "fake",
+			Stream: stream,
+		},
+		ToolOptions: ToolOptions{
+			MCP: mgr,
+		},
+	})
+	dir := t.TempDir()
+	res, err2 := b.Execute(context.Background(), exec.Request{
+		WorkDir: dir, Prompt: "call mcp", Targets: []string{"output.md"},
+	})
+	if err2 != nil || !res.Success {
+		t.Fatalf("execute: err=%v res=%+v logs=%s", err2, res, res.Logs)
+	}
+	found := false
+	for _, names := range c.toolDecls {
+		for _, n := range names {
+			if n == "mcp__fake__echo" {
+				found = true
+			}
+		}
+	}
+	if !found {
+		t.Fatal("mcp bridge tools must be declared to the model")
+	}
+}
+
+func TestBackendSkillsIndexAndLoader(t *testing.T) {
+	skillsRoot := t.TempDir()
+	skillDir := filepath.Join(skillsRoot, "docx-author")
+	if err := os.MkdirAll(skillDir, 0o755); err != nil {
+		t.Fatal(err)
+	}
+	if err := os.WriteFile(filepath.Join(skillDir, "SKILL.md"), []byte("---\nname: docx-author\ndescription: 生成文档交付物\n---\n\n配方正文"), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	stream, c := captureStream(
+		llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+			ID: "c1", Name: "load_skill", Arguments: `{"name":"docx-author"}`,
+		}}},
+		llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+			ID: "c2", Name: "write_file", Arguments: `{"path":"output.md","content":"done"}`,
+		}}},
+		llm.Message{Role: llm.RoleAssistant, Content: "ok", StopReason: llm.StopEnd},
+	)
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model:  "fake",
+			Stream: stream,
+		},
+		ToolOptions: ToolOptions{
+			SkillsRoots: []string{skillsRoot},
+		},
+	})
+	dir := t.TempDir()
+	res, err := b.Execute(context.Background(), exec.Request{
+		WorkDir: dir, Prompt: "写", Targets: []string{"output.md"}, Skills: []string{"docx-author"},
+	})
+	if err != nil || !res.Success {
+		t.Fatalf("execute: err=%v res=%+v logs=%s", err, res, res.Logs)
+	}
+	if !strings.Contains(c.system, "- docx-author — 生成文档交付物") {
+		t.Fatalf("skill index missing in system prompt:\n%s", c.system)
+	}
+	if !strings.Contains(c.system, "Declared for this task") || !strings.Contains(c.system, "docx-author") {
+		t.Fatalf("declared skills missing:\n%s", c.system)
+	}
+	sawLoader := false
+	for _, names := range c.toolDecls {
+		for _, n := range names {
+			if n == "load_skill" {
+				sawLoader = true
+			}
+		}
+	}
+	if !sawLoader {
+		t.Fatal("load_skill must be declared when skills exist")
+	}
+}
+
+func TestBackendDeclaredSkillMissingFailsClosed(t *testing.T) {
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model:  "fake",
+			Stream: script(),
+		},
+		ToolOptions: ToolOptions{
+			SkillsRoots: []string{t.TempDir()},
+		},
+	})
+	res, err := b.Execute(context.Background(), exec.Request{
+		WorkDir: t.TempDir(), Prompt: "x", Targets: []string{"output.md"},
+		Skills: []string{"ghost-skill"},
+	})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if res.Success || !strings.Contains(res.ErrorReason, "declared skill not installed: ghost-skill") {
+		t.Fatalf("missing declared skill must fail-closed, got %+v", res)
+	}
+}
+
+func TestBackendWorkspaceSkillsRootAutoMerged(t *testing.T) {
+	stream, c := captureStream(
+		llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+			ID: "c1", Name: "write_file", Arguments: `{"path":"output.md","content":"done"}`,
+		}}},
+		llm.Message{Role: llm.RoleAssistant, Content: "ok", StopReason: llm.StopEnd},
+	)
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model:  "fake",
+			Stream: stream,
+		},
+	})
+	dir := t.TempDir()
+	wsSkill := filepath.Join(dir, ".agent", "skills", "ws-skill")
+	if err := os.MkdirAll(wsSkill, 0o755); err != nil {
+		t.Fatal(err)
+	}
+	if err := os.WriteFile(filepath.Join(wsSkill, "SKILL.md"), []byte("---\nname: ws-skill\ndescription: 工作区技能\n---\n正文"), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	res, err := b.Execute(context.Background(), exec.Request{
+		WorkDir: dir, Prompt: "x", Targets: []string{"output.md"},
+	})
+	if err != nil || !res.Success {
+		t.Fatalf("execute: err=%v res=%+v", err, res)
+	}
+	if !strings.Contains(c.system, "ws-skill") {
+		t.Fatalf("workspace skills root must be merged into index:\n%s", c.system)
+	}
+}
+
+func TestBackendSubagentWiredViaOptions(t *testing.T) {
+	var delegated *subagent.Request
+	stream, c := captureStream(
+		llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+			ID: "c1", Name: "delegate_task",
+			Arguments: `{"goal":"查证数据","write_scope":"research/","done_criteria":"三来源"}`,
+		}}},
+		llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+			ID: "c2", Name: "write_file",
+			Arguments: `{"path":"output.md","content":"done"}`,
+		}}},
+		llm.Message{Role: llm.RoleAssistant, Content: "ok", StopReason: llm.StopEnd},
+	)
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model:  "fake",
+			Stream: stream,
+		},
+		ToolOptions: ToolOptions{
+			Subagent: func(ctx context.Context, req subagent.Request) (subagent.Result, error) {
+				delegated = &req
+				return subagent.Result{Success: true, Text: "结论已查明"}, nil
+			},
+		},
+	})
+	dir := t.TempDir()
+	res, err := b.Execute(context.Background(), exec.Request{
+		WorkDir: dir, Prompt: "分工", Targets: []string{"output.md"},
+	})
+	if err != nil || !res.Success {
+		t.Fatalf("execute: err=%v res=%+v logs=%s", err, res, res.Logs)
+	}
+	if delegated == nil || delegated.Goal != "查证数据" {
+		t.Fatalf("factory not invoked with fields: %+v", delegated)
+	}
+	sawDelegate := false
+	for _, names := range c.toolDecls {
+		for _, n := range names {
+			if n == "delegate_task" {
+				sawDelegate = true
+			}
+		}
+	}
+	if !sawDelegate {
+		t.Fatal("delegate_task must be declared when Subagent factory is set")
+	}
+}

adapters/native/execution.log

@@ -0,0 +1,4 @@
+execution_id=cx session=
+agent_start
+turn_start
+message_start

adapters/native/host_tools_test.go

@@ -0,0 +1,158 @@
+package native
+
+import (
+	"context"
+	"encoding/json"
+	"sync"
+	"testing"
+
+	"agent-native/exec"
+	"agent-native/runtime/llm"
+	"agent-native/runtime/tools"
+)
+
+type hostTool struct{ name string }
+
+func (h hostTool) Name() string        { return h.name }
+func (h hostTool) Description() string { return "host tool" }
+func (h hostTool) Parameters() json.RawMessage {
+	return json.RawMessage(`{"type":"object","properties":{"path":{"type":"string"}}}`)
+}
+func (h hostTool) Execute(ctx context.Context, args json.RawMessage) (tools.Result, error) {
+	return tools.Result{Content: "registered " + h.name}, nil
+}
+
+func TestHostToolAndUsageEvent(t *testing.T) {
+	var events []exec.ProcessEvent
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model:  "fake",
+			Stream: usageScript(),
+		},
+		ToolOptions: ToolOptions{
+			HostTools: []tools.Tool{hostTool{name: "register_artifact"}},
+		},
+	})
+	res, err := b.Execute(context.Background(), exec.Request{
+		WorkDir: t.TempDir(), Prompt: "登记",
+		OnEvent: func(ev exec.ProcessEvent) { events = append(events, ev) },
+	})
+	if err != nil || !res.Success {
+		t.Fatalf("execute: err=%v res=%+v logs=%s", err, res, logsOf(res))
+	}
+	sawText, sawStart, sawEnd, sawUsage := false, false, false, false
+	for _, ev := range events {
+		switch ev.Type {
+		case "text_delta":
+			if ev.Text != "" {
+				sawText = true
+			}
+		case "tool_execution_start":
+			if ev.Tool == "register_artifact" {
+				sawStart = true
+			}
+		case "tool_execution_end":
+			if ev.Tool == "register_artifact" {
+				sawEnd = true
+			}
+		case "usage":
+			if ev.PromptTokens == 11 && ev.CompletionTokens == 7 {
+				sawUsage = true
+			}
+		}
+	}
+	if !sawText || !sawStart || !sawEnd || !sawUsage {
+		t.Fatalf("events missing text/tool/usage: %+v", events)
+	}
+}
+
+func TestHostToolSeesStepWorkDir(t *testing.T) {
+	var seen string
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model:  "fake",
+			Stream: script(llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{ID: "c1", Name: "peek", Arguments: `{}`}}}),
+		},
+		ToolOptions: ToolOptions{
+			HostTools: []tools.Tool{peekTool{got: &seen}},
+		},
+	})
+	dir := t.TempDir()
+	_, err := b.Execute(context.Background(), exec.Request{WorkDir: dir, Prompt: "x", Targets: []string{"output.md"}})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if seen != dir {
+		t.Fatalf("workdir = %q, want %s", seen, dir)
+	}
+}
+
+type peekTool struct{ got *string }
+
+func (p peekTool) Name() string                { return "peek" }
+func (p peekTool) Description() string         { return "peek" }
+func (p peekTool) Parameters() json.RawMessage { return json.RawMessage(`{"type":"object"}`) }
+func (p peekTool) Execute(ctx context.Context, args json.RawMessage) (tools.Result, error) {
+	*p.got = WorkDir(ctx)
+	return tools.Result{Content: "ok"}, nil
+}
+
+func TestHostToolNameConflictFailsClosed(t *testing.T) {
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model:  "fake",
+			Stream: script(llm.Message{Role: llm.RoleAssistant, Content: "x", StopReason: llm.StopEnd}),
+		},
+		ToolOptions: ToolOptions{
+			HostTools: []tools.Tool{hostTool{name: "read_file"}},
+		},
+	})
+	res, err := b.Execute(context.Background(), exec.Request{
+		WorkDir: t.TempDir(), Prompt: "x", Targets: []string{"output.md"},
+	})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if res.Success || res.ErrorReason == "" {
+		t.Fatalf("conflict must fail closed, got %+v", res)
+	}
+}
+
+func usageScript() llm.StreamFunc {
+	var mu sync.Mutex
+	step := 0
+	return func(ctx context.Context, model string, messages []llm.Message, td []llm.ToolDecl, opts llm.StreamOptions) <-chan llm.Event {
+		ch := make(chan llm.Event, 4)
+		go func() {
+			defer close(ch)
+			mu.Lock()
+			defer mu.Unlock()
+			step++
+			switch step {
+			case 1:
+				ch <- llm.Event{Kind: llm.KindMessageEnd, Message: llm.Message{
+					Role: llm.RoleAssistant, StopReason: llm.StopToolCalls,
+					ToolCalls: []llm.ToolCall{{ID: "c1", Name: "register_artifact", Arguments: `{"path":"a.docx"}`}},
+				}, Usage: llm.Usage{PromptTokens: 4, CompletionTokens: 2}}
+			case 2:
+				ch <- llm.Event{Kind: llm.KindMessageEnd, Message: llm.Message{
+					Role: llm.RoleAssistant, StopReason: llm.StopToolCalls,
+					ToolCalls: []llm.ToolCall{{ID: "c2", Name: "write_file", Arguments: `{"path":"output.md","content":"done"}`}},
+				}, Usage: llm.Usage{PromptTokens: 4, CompletionTokens: 2}}
+			default:
+				ch <- llm.Event{Kind: llm.KindTextDelta, Text: "已登记"}
+				ch <- llm.Event{Kind: llm.KindMessageEnd, Message: llm.Message{
+					Role: llm.RoleAssistant, Content: "已登记", StopReason: llm.StopEnd,
+				}, Usage: llm.Usage{PromptTokens: 3, CompletionTokens: 3}}
+			}
+		}()
+		return ch
+	}
+}
+
+func logsOf(res *exec.Result) string {
+	if res == nil {
+		return ""
+	}
+	return res.Logs
+}

adapters/native/mcpmain_test.go

@@ -0,0 +1,17 @@
+package native
+
+import (
+	"os"
+	"testing"
+
+	"agent-native/runtime/mcp"
+)
+
+// TestMain：MCP fake server 的 re-exec 分支（详见 mcp.RunFakeServer）。
+func TestMain(m *testing.M) {
+	if os.Getenv(mcp.FakeServerEnv) == "1" {
+		mcp.RunFakeServer()
+		os.Exit(0)
+	}
+	os.Exit(m.Run())
+}

adapters/native/output.md

@@ -0,0 +1 @@
+hi

adapters/native/pi_conformance_test.go

@@ -0,0 +1,65 @@
+package native
+
+import (
+	"context"
+	"encoding/json"
+	"os"
+	"os/exec"
+	"testing"
+
+	"agent-native/rpc"
+	"agent-native/runtime"
+	"agent-native/runtime/llm"
+	"agent-native/runtime/session"
+)
+
+func TestEventAndRPCFixtures(t *testing.T) {
+	var types []string
+	agent := runtime.NewAgentSession(runtime.Config{
+		Model: "fake",
+		Stream: func(ctx context.Context, model string, messages []llm.Message, td []llm.ToolDecl, opts llm.StreamOptions) <-chan llm.Event {
+			ch := make(chan llm.Event, 1)
+			ch <- llm.Event{Kind: llm.KindMessageEnd, Message: llm.Message{Role: llm.RoleAssistant, Content: "ok", StopReason: llm.StopEnd}}
+			close(ch)
+			return ch
+		},
+		OnEvent: func(ev runtime.Event) { types = append(types, ev.Type) },
+	})
+	if _, err := agent.Prompt(context.Background(), llm.Message{Role: llm.RoleUser, Content: "hi"}); err != nil {
+		t.Fatal(err)
+	}
+	raw, _ := json.Marshal(types)
+	for _, want := range []string{"message_start", "message_end", "agent_settled"} {
+		if !contains(types, want) {
+			t.Fatalf("fixture missing %s in %s", want, raw)
+		}
+	}
+	dir := t.TempDir()
+	store, err := session.Open(dir + "/s.jsonl")
+	if err != nil {
+		t.Fatal(err)
+	}
+	srv := &rpc.Server{Agent: agent, Store: store}
+	resp, err := srv.Handle(context.Background(), []byte(`{"type":"get_session_stats"}`))
+	if err != nil || !json.Valid(resp) {
+		t.Fatalf("rpc fixture: %s %v", resp, err)
+	}
+}
+
+func TestPiCrossCompareOptional(t *testing.T) {
+	if _, err := exec.LookPath("pi"); err != nil {
+		t.Skip("pi is not installed")
+	}
+	if os.Getenv("PI_CROSS") != "1" {
+		t.Skip("set PI_CROSS=1 to compare a live pi process")
+	}
+}
+
+func contains(list []string, want string) bool {
+	for _, item := range list {
+		if item == want {
+			return true
+		}
+	}
+	return false
+}

adapters/native/r2_regression_test.go

@@ -0,0 +1,40 @@
+package native
+
+import (
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+)
+
+func TestR2PoisonMarkerSurvivesNewProcess(t *testing.T) {
+	dir := t.TempDir()
+	if err := os.MkdirAll(filepath.Join(dir, ".agentx"), 0o755); err != nil {
+		t.Fatal(err)
+	}
+	transcript := filepath.Join(dir, ".agentx", "transcript.jsonl")
+	if err := os.WriteFile(transcript, []byte("{}\n"), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	if err := os.WriteFile(filepath.Join(dir, lastFailureFile), []byte("context length exceeded"), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	b := New(Options{})
+	b.rotateIfPoisoned(dir)
+	if _, err := os.Stat(transcript); !os.IsNotExist(err) {
+		t.Fatal("poisoned transcript still at the live path")
+	}
+	entries, err := os.ReadDir(filepath.Join(dir, ".agentx"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	var renamed bool
+	for _, e := range entries {
+		if strings.Contains(e.Name(), "transcript.poisoned.") {
+			renamed = true
+		}
+	}
+	if !renamed {
+		t.Fatal("expected archived transcript")
+	}
+}

adapters/native/request_v2_test.go

@@ -0,0 +1,208 @@
+package native
+
+import (
+	"context"
+	"os"
+	"path/filepath"
+	"strings"
+	"sync"
+	"testing"
+	"time"
+
+	"agent-native/exec"
+	"agent-native/runtime/llm"
+)
+
+// captureStream 捕获每次调用的 model / 首条 system 消息，并按序回放回合。
+func captureStream(turns ...llm.Message) (llm.StreamFunc, *capture) {
+	c := &capture{}
+	var mu sync.Mutex
+	i := 0
+	return func(ctx context.Context, model string, messages []llm.Message, tools []llm.ToolDecl, opts llm.StreamOptions) <-chan llm.Event {
+		ch := make(chan llm.Event, 4)
+		go func() {
+			defer close(ch)
+			mu.Lock()
+			defer mu.Unlock()
+			c.models = append(c.models, model)
+			c.toolDecls = append(c.toolDecls, toolNames(tools))
+			if len(messages) > 0 && messages[0].Role == llm.RoleSystem {
+				c.system = messages[0].Content
+			}
+			if i >= len(turns) {
+				ch <- llm.Event{Kind: llm.KindMessageEnd, Message: llm.Message{Role: llm.RoleAssistant, Content: "done", StopReason: llm.StopEnd}}
+				return
+			}
+			msg := turns[i]
+			i++
+			ch <- llm.Event{Kind: llm.KindMessageEnd, Message: msg}
+		}()
+		return ch
+	}, c
+}
+
+type capture struct {
+	mu        sync.Mutex
+	models    []string
+	toolDecls [][]string
+	system    string
+}
+
+func toolNames(decls []llm.ToolDecl) []string {
+	var out []string
+	for _, d := range decls {
+		out = append(out, d.Name)
+	}
+	return out
+}
+
+func TestBackendRequestModelOverride(t *testing.T) {
+	stream, c := captureStream()
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model:  "default-model",
+			Stream: stream,
+		},
+	})
+	dir := t.TempDir()
+	res, err := b.Execute(context.Background(), exec.Request{
+		WorkDir: dir, Prompt: "hi", Targets: []string{"output.md"}, Model: "override-model",
+		ToolProfile: exec.ToolProfileReasoning,
+	})
+	if err != nil || !res.Success {
+		t.Fatalf("execute: err=%v res=%+v", err, res)
+	}
+	if len(c.models) == 0 || c.models[0] != "override-model" {
+		t.Fatalf("want override-model, got %v", c.models)
+	}
+}
+
+func TestBackendRequestToolAllowlist(t *testing.T) {
+	stream, c := captureStream(
+		llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+			ID: "c1", Name: "write_file", Arguments: `{"path":"output.md","content":"blocked"}`,
+		}}},
+		llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+			ID: "c2", Name: "write_file", Arguments: `{"path":"output2.md","content":"still blocked"}`,
+		}}},
+		llm.Message{Role: llm.RoleAssistant, Content: "gave up", StopReason: llm.StopEnd},
+	)
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model:  "fake",
+			Stream: stream,
+		},
+	})
+	dir := t.TempDir()
+	// 目标 output2.md 不在 allowlist 内能写吗？——write_file 被整体收窄，
+	// 模型两次尝试都会得到 unknown tool，最终无交付物 → 失败。
+	res, err := b.Execute(context.Background(), exec.Request{
+		WorkDir: dir, Prompt: "写文件", Targets: []string{"output2.md"},
+		ToolAllowlist: []string{"read_file", "list_dir", "grep"},
+	})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if res.Success {
+		t.Fatalf("write_file restricted out; deliverable must fail, got %+v", res)
+	}
+	if len(c.toolDecls) == 0 {
+		t.Fatal("expected tool decls")
+	}
+	for _, names := range c.toolDecls {
+		for _, n := range names {
+			if n == "write_file" || n == "edit_file" {
+				t.Fatalf("write/edit must be restricted out of decls, got %v", names)
+			}
+		}
+	}
+}
+
+func TestBackendRequestUnknownAllowlistFailsClosed(t *testing.T) {
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model:  "fake",
+			Stream: script(),
+		},
+	})
+	res, err := b.Execute(context.Background(), exec.Request{
+		WorkDir: t.TempDir(), Prompt: "x", Targets: []string{"output.md"},
+		ToolAllowlist: []string{"read_file", "no_such_tool"},
+	})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if res.Success || !strings.Contains(res.ErrorReason, "no_such_tool") {
+		t.Fatalf("want fail-closed unknown allowlist name, got %+v", res)
+	}
+}
+
+func TestBackendRequestBudgetDeadlineBindsContext(t *testing.T) {
+	deadlineHit := make(chan struct{})
+	var once sync.Once
+	stream := func(ctx context.Context, model string, messages []llm.Message, tools []llm.ToolDecl, opts llm.StreamOptions) <-chan llm.Event {
+		ch := make(chan llm.Event, 4)
+		go func() {
+			defer close(ch)
+			select {
+			case <-ctx.Done():
+				once.Do(func() { close(deadlineHit) })
+				ch <- llm.Event{Kind: llm.KindError, Err: ctx.Err(), Message: llm.Message{StopReason: llm.StopAborted}}
+			case <-time.After(3 * time.Second):
+				ch <- llm.Event{Kind: llm.KindMessageEnd, Message: llm.Message{Role: llm.RoleAssistant, Content: "done", StopReason: llm.StopEnd}}
+			}
+		}()
+		return ch
+	}
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model:  "fake",
+			Stream: stream,
+		},
+	})
+	start := time.Now()
+	res, err := b.Execute(context.Background(), exec.Request{
+		WorkDir: t.TempDir(), Prompt: "x", Targets: []string{"output.md"},
+		Timeout: 30 * time.Second, // 长超时，预算截止应更先生效
+		Budget:  &exec.Budget{Deadline: time.Now().Add(150 * time.Millisecond)},
+	})
+	if err != nil {
+		t.Fatal(err)
+	}
+	select {
+	case <-deadlineHit:
+	case <-time.After(2 * time.Second):
+		t.Fatal("budget deadline should bind the run context")
+	}
+	if res.Success {
+		t.Fatalf("deadline run must not succeed, got %+v", res)
+	}
+	if elapsed := time.Since(start); elapsed > 5*time.Second {
+		t.Fatalf("deadline should fire early, took %s", elapsed)
+	}
+}
+
+func TestBackendRequestExecutionIDInLogs(t *testing.T) {
+	stream, _ := captureStream()
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model:  "fake",
+			Stream: stream,
+		},
+	})
+	dir := t.TempDir()
+	res, err := b.Execute(context.Background(), exec.Request{
+		WorkDir: dir, Prompt: "hi", Targets: []string{"output.md"},
+		Instructions: "你是角色",
+		ExecutionID:  "exec-42", SessionScope: "run-9/step-3",
+		ToolProfile: exec.ToolProfileReasoning,
+	})
+	if err != nil || !res.Success {
+		t.Fatalf("execute: err=%v res=%+v", err, res)
+	}
+	logBytes, _ := os.ReadFile(filepath.Join(dir, "execution.log"))
+	logs := string(logBytes)
+	if !strings.Contains(logs, "execution_id=exec-42") || !strings.Contains(logs, "run-9/step-3") {
+		t.Fatalf("execution log should carry ids, got:\n%s", logs)
+	}
+}

adapters/native/rotation_test.go

@@ -38,7 +38,12 @@ func failThenSucceed(failMsg string) llm.StreamFunc {
 
 func TestSessionRotationAfterPoisonedFailure(t *testing.T) {
 	dir := t.TempDir()
-	b := New(Options{Model: "fake", Stream: failThenSucceed("maximum context length exceeded (context_overflow)")})
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model:  "fake",
+			Stream: failThenSucceed("maximum context length exceeded (context_overflow)"),
+		},
+	})
 
 	// 第一次执行：失败（上下文溢出），留下毒化会话。
 	res1, err := b.Execute(context.Background(), execReq(dir, []string{"output.md"}))
@@ -87,7 +92,12 @@ func TestSessionRotationAfterPoisonedFailure(t *testing.T) {
 
 func TestNoRotationOnRetryableNetworkFailure(t *testing.T) {
 	dir := t.TempDir()
-	b := New(Options{Model: "fake", Stream: failThenSucceed("connection reset by peer (provider_network)")})
+	b := New(Options{
+		ModelOptions: ModelOptions{
+			Model:  "fake",
+			Stream: failThenSucceed("connection reset by peer (provider_network)"),
+		},
+	})
 	_, _ = b.Execute(context.Background(), execReq(dir, []string{"output.md"}))
 	transcript := filepath.Join(dir, ".agentx", "transcript.jsonl")
 	_ = os.MkdirAll(filepath.Dir(transcript), 0o755)

adapters/pitransport/remote_result.go

@@ -7,11 +7,11 @@ import (
 )
 
 type remoteRunWire struct {
-	OK             bool      `json:"ok"`
-	RunID          string    `json:"run_id"`
-	FallbackReason string    `json:"fallback_reason"`
-	Retryable      bool      `json:"retryable"`
-	RunnerProtocol string    `json:"runner_protocol"`
+	OK             bool   `json:"ok"`
+	RunID          string `json:"run_id"`
+	FallbackReason string `json:"fallback_reason"`
+	Retryable      bool   `json:"retryable"`
+	RunnerProtocol string `json:"runner_protocol"`
 	Capabilities   *struct {
 		TypedResult bool `json:"typed_result"`
 	} `json:"capabilities"`
@@ -23,7 +23,7 @@ type remoteRunWire struct {
 }
 
 type decodedRemote struct {
-	OK       bool
+	OK        bool
 	Retryable bool
 	Reason    string
 	Incoming  map[string][]byte
@@ -91,17 +91,17 @@ func safeLegacyReason(reason string) string {
 	case r == "":
 		return "remote pi-agent reported task failure"
 	case strings.EqualFold(r, "prompt_empty"):
-		return "PROMPT_EMPTY"
+		return "agent.prompt_empty"
 	case strings.Contains(strings.ToLower(r), "unauthorized"):
-		return "UNAUTHORIZED"
+		return "agent.unauthorized"
 	case strings.Contains(strings.ToLower(r), "timeout"):
-		return "TIMEOUT"
+		return "agent.timeout"
 	default:
 		if strings.ContainsAny(r, "/\\") || strings.Contains(strings.ToLower(r), "token") {
-			return "RUN_FAILED"
+			return "agent.run_failed"
 		}
 		if len(r) > 64 {
-			return "RUN_FAILED"
+			return "agent.run_failed"
 		}
 		return r
 	}

adapters/pitransport/resultv1.go

@@ -20,20 +20,22 @@ const (
 
 var ErrTypedResult = fmt.Errorf("pitransport: typed result_v1 rejected")
 
+// 对外错误码与 Error-Code-System 的 agent 域一致。
+// CANCELLED 并入 agent.canceled，MISSING_TARGET 并入 agent.missing_deliverable。
 var allowedErrorCodes = map[string]struct{}{
-	"PROMPT_EMPTY":   {},
-	"UNAUTHORIZED":   {},
-	"TIMEOUT":        {},
-	"CANCELLED":      {},
-	"TRANSIENT":      {},
-	"MISSING_TARGET": {},
-	"RUN_FAILED":     {},
+	"agent.prompt_empty":        {},
+	"agent.unauthorized":        {},
+	"agent.timeout":             {},
+	"agent.canceled":            {},
+	"agent.transient":           {},
+	"agent.missing_deliverable": {},
+	"agent.run_failed":          {},
 }
 
 var retryableErrorCodes = map[string]struct{}{
-	"TIMEOUT":   {},
-	"CANCELLED": {},
-	"TRANSIENT": {},
+	"agent.timeout":   {},
+	"agent.canceled":  {},
+	"agent.transient": {},
 }
 
 type ResultV1Member struct {

adapters/pitransport/resultv1_test.go

@@ -63,13 +63,13 @@ func TestResultV1RejectsMissingMemberBody(t *testing.T) {
 }
 
 func TestTypedRetryableAllowlist(t *testing.T) {
-	ok := BuildResultV1("r", "error", true, "TRANSIENT", nil)
+	ok := BuildResultV1("r", "error", true, "agent.transient", nil)
 	if !TypedRetryable(ok) {
-		t.Fatal("TRANSIENT retryable")
+		t.Fatal("agent.transient retryable")
 	}
-	denied := BuildResultV1("r", "error", true, "PROMPT_EMPTY", nil)
+	denied := BuildResultV1("r", "error", true, "agent.prompt_empty", nil)
 	if TypedRetryable(denied) {
-		t.Fatal("PROMPT_EMPTY must not retry")
+		t.Fatal("agent.prompt_empty must not retry")
 	}
 }
 

adapters/pitransport/testdata/result-v1.mjs

@@ -8,35 +8,35 @@ export const MAX_RESULT_WIRE_BYTES = 6 * 1024 * 1024;
 /** Tail window for execution.log patches; full log remains on shared volume. */
 export const EXECUTION_LOG_PATCH_BYTES = 128 * 1024;
 
-const RETRYABLE_CODES = new Set(["TIMEOUT", "CANCELLED", "TRANSIENT"]);
+const RETRYABLE_CODES = new Set(["agent.timeout", "agent.canceled", "agent.transient"]);
 const ALLOWED_CODES = new Set([
-  "PROMPT_EMPTY",
-  "UNAUTHORIZED",
-  "TIMEOUT",
-  "CANCELLED",
-  "TRANSIENT",
-  "MISSING_TARGET",
-  "RUN_FAILED",
+  "agent.prompt_empty",
+  "agent.unauthorized",
+  "agent.timeout",
+  "agent.canceled",
+  "agent.transient",
+  "agent.missing_deliverable",
+  "agent.run_failed",
 ]);
 
 export function typedErrorCode(payload) {
   const raw = String(payload?.fallback_reason || payload?.error || "");
   const t = raw.toLowerCase();
-  if (t.includes("prompt_empty")) return "PROMPT_EMPTY";
-  if (t.includes("unauthorized")) return "UNAUTHORIZED";
-  if (t.includes("timeout") || t.includes("timed out")) return "TIMEOUT";
-  if (t.includes("cancel")) return "CANCELLED";
+  if (t.includes("prompt_empty")) return "agent.prompt_empty";
+  if (t.includes("unauthorized")) return "agent.unauthorized";
+  if (t.includes("timeout") || t.includes("timed out")) return "agent.timeout";
+  if (t.includes("cancel")) return "agent.canceled";
   if (
     t.includes("connection") ||
     t.includes("terminated") ||
     t.includes("econnreset") ||
     t.includes("socket hang")
   ) {
-    return "TRANSIENT";
+    return "agent.transient";
   }
-  if (t.includes("missing target")) return "MISSING_TARGET";
-  if (payload?.retryable) return "TRANSIENT";
-  if (!payload?.ok) return "RUN_FAILED";
+  if (t.includes("missing target")) return "agent.missing_deliverable";
+  if (payload?.retryable) return "agent.transient";
+  if (!payload?.ok) return "agent.run_failed";
   return "";
 }
 
@@ -117,7 +117,7 @@ export function withResultV1(payload) {
     run_id: String(out.run_id || "unknown").slice(0, 128),
     outcome: ok ? "success" : "error",
     retryable,
-    error_code: ALLOWED_CODES.has(errorCode) ? errorCode : ok ? "" : "RUN_FAILED",
+    error_code: ALLOWED_CODES.has(errorCode) ? errorCode : ok ? "" : "agent.run_failed",
     members,
     content_digest: membersDigest(members),
   };

catalogcheck/align_test.go

@@ -0,0 +1,34 @@
+package catalogcheck
+
+import (
+	"testing"
+
+	"agent-native/exec"
+	"error-code-system/errcode"
+)
+
+// 常量取值必须与错误码库种子码相同。旧短字符串只作为错误码库里的别名存在。
+func TestContractCodesMatchCatalog(t *testing.T) {
+	pairs := []struct {
+		got  exec.ErrorCode
+		want errcode.Code
+	}{
+		{exec.ErrCanceled, errcode.AgentCanceled},
+		{exec.ErrDeadlineExceeded, errcode.AgentDeadlineExceeded},
+		{exec.ErrBudgetExceeded, errcode.AgentBudgetExceeded},
+		{exec.ErrProviderUnavailable, errcode.AgentProviderUnavailable},
+		{exec.ErrProviderRejected, errcode.AgentProviderRejected},
+		{exec.ErrToolRejected, errcode.AgentToolRejected},
+		{exec.ErrPathOutsideWorkspace, errcode.AgentPathOutsideWorkspace},
+		{exec.ErrMissingCapability, errcode.AgentMissingCapability},
+		{exec.ErrMissingDeliverable, errcode.AgentMissingDeliverable},
+		{exec.ErrEmptyOutput, errcode.AgentEmptyOutput},
+		{exec.ErrUnknownOutcome, errcode.AgentUnknownOutcome},
+		{exec.ErrInternal, errcode.AgentInternal},
+	}
+	for _, pair := range pairs {
+		if string(pair.got) != string(pair.want) {
+			t.Errorf("contract %q != catalog %q", pair.got, pair.want)
+		}
+	}
+}

cmd/agent-native/main.go

@@ -0,0 +1,127 @@
+package main
+
+import (
+	"bufio"
+	"context"
+	"encoding/json"
+	"flag"
+	"fmt"
+	"io"
+	"os"
+	"path/filepath"
+
+	"agent-native/rpc"
+	"agent-native/runtime"
+	"agent-native/runtime/llm"
+	"agent-native/runtime/session"
+)
+
+func main() {
+	mode := flag.String("mode", "print", "print, json, or rpc")
+	model := flag.String("model", "", "provider/model[:thinking]")
+	prompt := flag.String("prompt", "", "user message for print and json modes")
+	sessionPath := flag.String("session", "", "transcript path")
+	noSession := flag.Bool("no-session", false, "do not read or write a transcript")
+	export := flag.String("export", "", "write the active session as HTML and exit")
+	flag.Parse()
+
+	if *sessionPath == "" && !*noSession {
+		home, _ := os.UserHomeDir()
+		*sessionPath = filepath.Join(home, ".agent-native", "session.jsonl")
+	}
+	var store *session.Store
+	if !*noSession {
+		st, err := session.Open(*sessionPath)
+		if err != nil {
+			fmt.Fprintln(os.Stderr, err)
+			os.Exit(1)
+		}
+		store = st
+	}
+	if *export != "" {
+		if store == nil {
+			fmt.Fprintln(os.Stderr, "export requires a session")
+			os.Exit(1)
+		}
+		if err := store.ExportHTML(*export); err != nil {
+			fmt.Fprintln(os.Stderr, err)
+			os.Exit(1)
+		}
+		return
+	}
+
+	ref, err := llm.ParseModelRef(*model)
+	if *model != "" && err != nil {
+		fmt.Fprintln(os.Stderr, err)
+		os.Exit(1)
+	}
+	agent := runtime.NewAgentSession(runtime.Config{
+		Model:         ref.Model,
+		ThinkingLevel: ref.Thinking,
+		Session:       store,
+		Stream:        liveStream(ref),
+		OnEvent: func(ev runtime.Event) {
+			if *mode != "json" {
+				return
+			}
+			raw, _ := json.Marshal(map[string]any{"type": ev.Type, "text": ev.Text, "tool": ev.Tool})
+			fmt.Println(string(raw))
+		},
+	})
+	srv := &rpc.Server{Agent: agent, Store: store, NoStore: *noSession}
+	ctx := context.Background()
+	switch *mode {
+	case "rpc":
+		in := bufio.NewScanner(os.Stdin)
+		in.Buffer(make([]byte, 0, 64*1024), 8*1024*1024)
+		for in.Scan() {
+			resp, err := srv.Handle(ctx, in.Bytes())
+			if err != nil {
+				fmt.Fprintln(os.Stderr, err)
+				os.Exit(1)
+			}
+			os.Stdout.Write(resp)
+		}
+	case "print", "json":
+		if *prompt == "" {
+			*prompt = readAll(os.Stdin)
+		}
+		res, err := agent.Prompt(ctx, llm.Message{Role: llm.RoleUser, Content: *prompt})
+		if err != nil {
+			fmt.Fprintln(os.Stderr, err)
+			os.Exit(1)
+		}
+		if res.Err != nil {
+			fmt.Fprintln(os.Stderr, res.Err)
+			os.Exit(1)
+		}
+		if *mode == "print" {
+			fmt.Println(res.Text)
+		}
+	default:
+		fmt.Fprintln(os.Stderr, "unknown mode")
+		os.Exit(1)
+	}
+}
+
+func liveStream(ref llm.ModelRef) llm.StreamFunc {
+	provider, ok := llm.Lookup(ref.Provider, nil)
+	if !ok {
+		provider = llm.Provider{Protocol: llm.ProtocolOpenAIChat, BaseURL: os.Getenv("OPENAI_BASE_URL"), APIKey: os.Getenv("OPENAI_API_KEY")}
+	}
+	client, err := llm.ClientFor(provider)
+	if err != nil {
+		return func(ctx context.Context, model string, messages []llm.Message, tools []llm.ToolDecl, opts llm.StreamOptions) <-chan llm.Event {
+			ch := make(chan llm.Event, 1)
+			ch <- llm.Event{Kind: llm.KindError, Err: err, Message: llm.Message{StopReason: llm.StopError}}
+			close(ch)
+			return ch
+		}
+	}
+	return llm.WithRetry(client.Stream, 2, nil)
+}
+
+func readAll(r io.Reader) string {
+	raw, _ := io.ReadAll(r)
+	return string(raw)
+}

conformance/fake.go

@@ -11,27 +11,27 @@ import (
 	"testing"
 	"time"
 
-	"agent-native/contract"
+	"agent-native/exec"
 )
 
 // FakeBackend 是确定性假实现，仅用于契约套件自测与消费方单测。
 // 不模拟任何模型行为；按 Script 逐项返回。
 type FakeBackend struct {
-	Desc contract.BackendDescriptor
+	Desc exec.BackendDescriptor
 	// Result 为每次 Execute 返回的终态（浅拷贝后返回）。
-	Result contract.Result
+	Result exec.ContractResult
 	// BlockUntil 若非 nil，Execute 阻塞直到该 channel 关闭或 ctx 取消，
 	// 用于验证取消语义。
 	BlockUntil <-chan struct{}
 	// CanceledWithCtx 记录 Execute 返回时 ctx 是否已取消。
 	CanceledWithCtx bool
 	// LastRequest 记录最近一次请求。
-	LastRequest contract.Request
+	LastRequest exec.ContractRequest
 }
 
-func (f *FakeBackend) Descriptor() contract.BackendDescriptor { return f.Desc }
+func (f *FakeBackend) Descriptor() exec.BackendDescriptor { return f.Desc }
 
-func (f *FakeBackend) Execute(ctx context.Context, req contract.Request) (*contract.Result, error) {
+func (f *FakeBackend) Execute(ctx context.Context, req exec.ContractRequest) (*exec.ContractResult, error) {
 	f.LastRequest = req
 	if f.BlockUntil != nil {
 		select {
@@ -39,10 +39,10 @@ func (f *FakeBackend) Execute(ctx context.Context, req contract.Request) (*contr
 		case <-ctx.Done():
 			f.CanceledWithCtx = true
 			res := *(&f.Result)
-			res.Outcome = contract.OutcomeCanceled
-			res.Err = &contract.Error{
-				Code:        contract.ErrCanceled,
-				SideEffects: contract.SideEffectNone,
+			res.Outcome = exec.OutcomeCanceled
+			res.Err = &exec.Error{
+				Code:        exec.ErrCanceled,
+				SideEffects: exec.SideEffectNone,
 			}
 			return &res, nil
 		}
@@ -55,15 +55,15 @@ func (f *FakeBackend) Execute(ctx context.Context, req contract.Request) (*contr
 type Case struct {
 	Name string
 	// Backend 为被测实现。
-	Backend contract.Backend
+	Backend exec.ContractBackend
 	// Request 为请求模板。
-	Request contract.Request
+	Request exec.ContractRequest
 	// CancelAfter 若非零，在等待该时长后取消 ctx（验证取消路径）。
 	CancelAfter time.Duration
 	// WantOutcome 为期望终态。
-	WantOutcome contract.Outcome
+	WantOutcome exec.Outcome
 	// WantErrCode 为期望错误码（Failed/Canceled/Unknown 时）。
-	WantErrCode contract.ErrorCode
+	WantErrCode exec.ErrorCode
 }
 
 // Run 执行一条契约用例。
@@ -96,23 +96,23 @@ func Run(t *testing.T, c Case) {
 			t.Fatalf("[%s] Err.SideEffects must be explicit (none|possible), got empty", c.Name)
 		}
 	}
-	if res.Outcome == contract.OutcomeSucceeded && res.Err != nil {
+	if res.Outcome == exec.OutcomeSucceeded && res.Err != nil {
 		t.Fatalf("[%s] Succeeded result must not carry Err", c.Name)
 	}
 }
 
 // Suite 是最小契约套件：成功、失败带副作用标记、取消三态。
 // 每个真实 Backend 实现都必须通过；套件外按实现能力补充专项用例。
-func Suite(t *testing.T, mk func() contract.Backend) {
+func Suite(t *testing.T, mk func() exec.ContractBackend) {
 	t.Helper()
 
 	t.Run("succeeded_minimal", func(t *testing.T) {
 		b := mk()
 		Run(t, Case{
-			Name:     "succeeded",
-			Backend:  b,
-			Request:  contract.Request{ExecutionID: "e1", Prompt: "hi"},
-			WantOutcome: contract.OutcomeSucceeded,
+			Name:        "succeeded",
+			Backend:     b,
+			Request:     exec.ContractRequest{ExecutionID: "e1", Prompt: "hi"},
+			WantOutcome: exec.OutcomeSucceeded,
 		})
 	})
 
@@ -130,13 +130,13 @@ func Suite(t *testing.T, mk func() contract.Backend) {
 	t.Run("error_sideeffects_explicit", func(t *testing.T) {
 		b := mk()
 		// 通过描述能力判定是否有失败路径可测；无失败路径的实现跳过。
-		if !b.Descriptor().Has(contract.CapText) && !b.Descriptor().Has(contract.CapFiles) {
+		if !b.Descriptor().Has(exec.CapText) && !b.Descriptor().Has(exec.CapFiles) {
 			t.Skip("no text/files capability to force failure path")
 		}
 		// 空提示在多数实现下是确定性失败或成功空输出；仅验证当 Outcome=Failed
 		// 时错误字段完整。具体实现应补充自身失败注入用例。
-		res, _ := b.Execute(context.Background(), contract.Request{ExecutionID: "e2"})
-		if res != nil && res.Outcome == contract.OutcomeFailed {
+		res, _ := b.Execute(context.Background(), exec.ContractRequest{ExecutionID: "e2"})
+		if res != nil && res.Outcome == exec.OutcomeFailed {
 			if res.Err == nil || res.Err.Code == "" || res.Err.SideEffects == "" {
 				t.Fatalf("failed result must carry Code and SideEffects, got %+v", res.Err)
 			}

conformance/spec_test.go

@@ -0,0 +1,41 @@
+package conformance
+
+import (
+	"testing"
+
+	"agent-native/exec"
+)
+
+func TestFakeBackendSuite(t *testing.T) {
+	Suite(t, func() exec.ContractBackend {
+		return &FakeBackend{
+			Desc: exec.BackendDescriptor{
+				Name:         "fake",
+				Capabilities: []exec.Capability{exec.CapText},
+			},
+			Result: exec.ContractResult{
+				Outcome: exec.OutcomeSucceeded,
+				Text:    "ok",
+			},
+		}
+	})
+}
+
+func TestFakeCancelSemantics(t *testing.T) {
+	block := make(chan struct{})
+	b := &FakeBackend{
+		Desc:       exec.BackendDescriptor{Name: "fake", Capabilities: []exec.Capability{exec.CapCancel}},
+		BlockUntil: block,
+	}
+	Run(t, Case{
+		Name:        "cancel",
+		Backend:     b,
+		Request:     exec.ContractRequest{ExecutionID: "e-cancel"},
+		CancelAfter: 50_000_000,
+		WantOutcome: exec.OutcomeCanceled,
+		WantErrCode: exec.ErrCanceled,
+	})
+	if !b.CanceledWithCtx {
+		t.Fatal("backend must observe ctx cancellation before returning")
+	}
+}

contract/contract_test.go

@@ -1,43 +0,0 @@
-package contract_test
-
-import (
-	"testing"
-
-	"agent-native/conformance"
-	"agent-native/contract"
-)
-
-// 契约自测：fake 后端通过最小套件，验证套件本身与类型语义一致。
-func TestFakeBackendSuite(t *testing.T) {
-	conformance.Suite(t, func() contract.Backend {
-		return &conformance.FakeBackend{
-			Desc: contract.BackendDescriptor{
-				Name:         "fake",
-				Capabilities: []contract.Capability{contract.CapText},
-			},
-			Result: contract.Result{
-				Outcome: contract.OutcomeSucceeded,
-				Text:    "ok",
-			},
-		}
-	})
-}
-
-func TestFakeCancelSemantics(t *testing.T) {
-	block := make(chan struct{})
-	b := &conformance.FakeBackend{
-		Desc: contract.BackendDescriptor{Name: "fake", Capabilities: []contract.Capability{contract.CapCancel}},
-		BlockUntil: block,
-	}
-	conformance.Run(t, conformance.Case{
-		Name:        "cancel",
-		Backend:     b,
-		Request:     contract.Request{ExecutionID: "e-cancel"},
-		CancelAfter: 50_000_000, // 50ms in ns (avoid time import here)
-		WantOutcome: contract.OutcomeCanceled,
-		WantErrCode: contract.ErrCanceled,
-	})
-	if !b.CanceledWithCtx {
-		t.Fatal("backend must observe ctx cancellation before returning")
-	}
-}

docs/parity-matrix.md

@@ -66,3 +66,42 @@ baseline_fixed: true
 - 本矩阵证据均指向仓库内文件（上文路径），不含运行时截图；
 - Batch1 完成后在本文件追加"实测证据"列；
 - 上游仅引固定 0.85.1 的 README/docs 结论，不引 main。
+
+---
+
+## R15 扩面批次（full-agent-r1，2026-10-01）：从「wrapper 对标」到「完全智能体」
+
+用户定调（2026-10-01）：Agent-Native 补全 pi-Agent 全量工具调用能力（网络搜索、代码编写、
+系统工具、外部工具调用、技能、提示词），并与 Agent-Squad 融合。扩面域**不做 pi 对标**
+（上游 wrapper 未暴露这些能力），改以「标准符合 + conformance 负例 + 产品验收」为准——
+对标口径条款对本批新增域不适用，原有 #1–#16 行继续有效。
+
+| 域 | 内容 | 出口证据 |
+|---|---|---|
+| 执行基座 | exec.Request v0.2（Model/ToolAllowlist/Skills/Budget/SessionScope/ExecutionID/Env）+ Registry.Restrict 策略层（精确名 + 命名空间通配）+ 预算贯穿（token/工具数/截止，budget_exceeded 永久失败）+ 取消传播到工具 | loop_budget / registry_policy / request_v2 / step_retry_budget 测试；关闭 #4/#10/#16 |
+| 代码工具面 | glob（** 跨目录）、grep 正则/include/ignore_case、read 行范围分页、multi_edit 原子多处替换 | code_tools_test.go |
+| 系统工具 | run_command / run_python：解释器白名单、env 白名单（宿主密钥不透传）、进程组 SIGKILL（超时/取消）、64KB 头尾截断、命令黑名单、脚本落盘 .agent/scripts/；Options.Exec 未配置不注册 | exec_tools_test.go（含杀组时限断言） |
+| 网络面 | tavily_search/web_search 经 Options.Search 接线（关闭 #5 尾环）；fetch_url：SSRF 硬边界（私网/回环/链路本地/元数据端点逐跳校验）、域名策略、2MB/20s、HTML 剥离 | fetch_test.go + 适配器接线测试 |
+| MCP | stdio + Streamable HTTP 客户端、initialize/tools/list(paged)/tools/call、Mcp-Session-Id、mcp__<server>__<tool> 桥接、64 工具/1KB 描述/64KB 结果上限、不可达 fail-closed、真实子进程测试（re-exec fake server） | runtime/mcp/mcp_test.go |
+| 技能/提示词 | SKILL.md 加载（目录名权威、frontmatter 描述）、load_skill 渐进披露、声明技能 fail-closed 校验、promptx 装配器（环境/技能索引/交付物） | skills_test / promptx_test / 适配器测试 |
+| 会话 | compaction（阈值触发、原子改写、失败留痕不阻断）、元数据 sidecar、崩溃半行容错 | compact_test.go；对齐 #11/#12 |
+| 委派 | runtime/subagent 端口 + delegate_task（信息集=委派条款）；嵌套执行由宿主注入 | subagent_test.go |
+
+安全声明（不冒充已解决）：run_command **不是 OS 沙箱**（宿主负责隔离）；技能正文与 MCP
+server 描述是提示注入面（只信受信根 + 长度上限）；fetch 的 DNS 解析存在 rebinding 窗口。
+扩展进程、安装的包和外部 CLI 都以调用者的完整权限运行，同样不是沙箱。
+
+## R16 无界面全量（pi-headless，2026-10-01）
+
+对标口径改为 pi 的无界面能力。不做 TUI、主题、快捷键，也不做订阅制 OAuth。
+
+| 域 | 现状 |
+|---|---|
+| 会话树 | available：id/parentId、fork/clone、叶子切换、continue/resume、追加式压缩、旧线性文件仍可 Load、export_html |
+| 供应商 | available：Anthropic、OpenAI Chat 与 Responses、Google、Azure、兼容预设、models.json、`provider/id:thinking`、图片、缓存 token、自动重试；上下文溢出不重试 |
+| AgentSession | available：steer/follow-up、one 与 all、abort、clear_queue、中途换模型；事件含 message_start、tool_execution_update、queue_update、agent_settled |
+| 资源 | available：pi 工具名与原名并存、上下文文件、提示词模板、`/skill:name`、项目信任 |
+| 扩展与包 | available：stdio JSONL 子进程；install/remove/update/list/config |
+| 模式 | available：`cmd/agent-native` 的 print/json/rpc，以及 Go `rpc.Client` |
+| exec.Backend | available：`adapters/native` 的 Execute 经 AgentSession，请求/结果字段不变 |
+

docs/records/2026-09-29-guidelines-and-observability.md

@@ -0,0 +1,54 @@
+# 接入开发规范并为执行契约对齐错误码与日志
+
+状态：已批准范围（实现进行中）；owner：weichen；主任务：本仓接入提交。
+授权与交付终点：在 Agent-Native 内挂载规范子模块、补齐项目入口，并把执行错误与日志接到 Error-Code-System / Logging-System。不改 Gitea 权限，不发布制品。
+并行基线：Agent-Native `main` @ `49e6dd1e0fc65de7f259f21d2f63c56e5b165a48`；Development-Guidelines `26b562d2e34fbc560711296a309c91c74ffc55b1`；Error-Code-System `b67696d393e7abfbdd16fdde1064c07f5ecd2f72`；Logging-System `7f5972007bdcb6047ce7f95ee891f53e0af9d136`。日期 2026-09-29。
+
+## 问题与证据
+
+四个基础库此前没有统一的项目入口，也没有把 Development-Guidelines 固定进父仓。Agent-Native 的 `contract.ErrorCode` 仍是短字符串（如 `canceled`），与错误码库的 `agent.*` 规范码只在映射文档中对应，调用方无法从错误值直接得到规范码。runtime 没有可替换的结构化日志，失败只能靠返回值。
+
+经验检索：规范库与两个基础库均为新仓，无已验证经验条目。
+
+## 目标与边界
+
+- 规范以 `deps/development-guidelines` 的 gitlink 为版本权威。
+- `contract.ErrorCode` 的取值改为 `agent.*`；`contract.Error` 提供 `ErrorCode()` / `ErrorFields()`，使日志库能识别错误且 `contract` 不导入错误码模块。
+- pitransport 对外错误码同步为规范码；`CANCELLED` 并入 `agent.canceled`，`MISSING_TARGET` 并入 `agent.missing_deliverable`。
+- runtime 与 native adapter 接受可选 `*logsys.Logger`，nil 时使用空日志器。
+- 非目标：不改 Squad 编排；不把本仓变成错误码目录的第二权威；不自动跟踪子模块上游分支。
+
+## 选择与实施
+
+子模块统一放 `deps/`，与后续各仓布局一致。错误码常量改值而不是在调用点拼接前缀，避免两套字符串长期并存。`contract` 只增加鸭子方法，不 `import error-code-system`，保持该包零外部依赖。
+
+1. 挂载 `deps/development-guidelines` 并提交入口文档。
+2. 挂载 `deps/error-code-system`、`deps/logging-system`，`go.mod` 用相对 `replace`。
+3. 修改 `contract` 与 `adapters/pitransport` 的错误码取值，补日志钩子与 `scripts/submodule-consistency.sh`。
+4. 仓库根 `go test` 作为本模块出口。
+
+## 兼容、迁移与恢复
+
+错误码取值变更对按旧字符串比较的调用方是破坏性变更。错误码库已把旧值登记为别名，`Registry.Resolve` 仍可解析旧字符串。`agent-system-multi` 若硬编码旧码，需在其自己的消费提交里跟进；本仓 gitlink 未进主仓组合之前不影响主仓构建。
+
+回退：父仓 PR 恢复旧 gitlink 与旧常量值。无数据库迁移。暂停条件：`go test` 失败或子模块 SHA 无法从批准远端获取。
+
+## 验收
+
+| 需求/验收条件 | 负责模块/契约或不变量 | 验证方法/用例 | 实际结果/证据 |
+|---|---|---|---|
+| 规范入口可发现且版本固定 | 根 AGENTS.md / gitlink | `git submodule status`；打开相对链接 | 计划阶段待执行 |
+| contract 错误码为 agent.* 且鸭子方法可被日志识别 | contract.Error | `go test ./contract/...` | 计划阶段待执行 |
+| pitransport 历史码映射到规范码 | adapters/pitransport | `go test ./adapters/pitransport/...` | 计划阶段待执行 |
+| 可选日志器为 nil 时行为不变 | runtime / adapters/native | `go test ./runtime/... ./adapters/native/...` | 计划阶段待执行 |
+
+| 用户/系统条件 | 检查层级与方法 | 预期结果 | 必需环境/授权 |
+|---|---|---|---|
+| 全新 clone 后可测试 | `git clone --recurse-submodules` 后 `go test` | 通过 | 能访问 Gitea SSH |
+| 旧错误字符串仍可被错误码库解析 | 错误码库别名测试（该库既有用例） | 别名回到规范码 | Error-Code-System 源码 |
+| 未知结果与缺能力 | contract/conformance 既有用例 | 不降级、不回落 Stub | 无 |
+| 无日志器的既有调用 | runtime/native 既有测试 | 保持通过 | Go 1.27 |
+
+## 决策与剩余项
+
+多级副本由各父仓 gitlink 锁定；Agent-Squad 构建时只采用 Agent-Squad 自己的 `replace`。一致性脚本在本仓接入两个基础库后启用。验证证据在实现完成后写入同目录的验证记录，不把本方案改称已完成。

docs/records/2026-09-29-intentgate-adoption.md

@@ -0,0 +1,23 @@
+# Agent-Native 接入 agent-intent 意图闸门（可选装饰器）
+
+对应设计：Agent-Intent 仓 `docs/records/2026-09-29-decoupling-and-llm-layering.md`（第三节 b，决策 D7 选仓内装饰器）。
+形态：`adapters/intentgate.Wrap(next, recognizer, snapshot, handler) exec.Backend`——Execute 前对 `req.Prompt` 做一次确定性识别，守卫/命中/预期命中分支交宿主 Handler 解释（合成结果语义由宿主定义），Ambiguous/Fallback 或 Handler 放弃时原样透传；识别系统错误 fail-closed。
+
+## 依赖与解耦边界
+
+- 本包是本仓唯一 import `agent-intent` 的位置；contract/exec/runtime/adapters/native 零感知（`GOWORK=off go list -deps ./contract ./exec ./runtime ./adapters/native` 不含 agent-intent）。
+- T0 行为解耦：未 Wrap（或任一组件为 nil，直接返回原后端）与 Wrap 了零意图快照，行为与原后端一致（`TestZeroSpecSnapshotPassthroughIdentical` 逐字节对比）。
+- 回退程序：删 `adapters/intentgate/` + go.mod 两行 + submodule + `.gitmodules` 条目 + 一致性脚本一行。
+
+## 验证证据（2026-09-29，go test ./... 全绿，intentgate 含 -race）
+
+| 用例 | 外挂意图 | 输入（Prompt） | 识别结果 | 期望 | 结果 |
+|---|---|---|---|---|---|
+| TestZeroSpecSnapshotPassthroughIdentical | 无（零 spec 快照） | `帮我改一下系统网关地址` | Fallback（快照为空） | 与裸 stub 后端结果逐字节一致，Handler 不触发 | 通过 |
+| TestGuardHitInterceptsWithoutModel | guard.config_change（includes: 系统配置/网关；risk=high） | `帮我改一下系统网关地址` | GuardHit，top=guard.config_change | Handler 收到 GuardHit；返回拒绝合成结果；**模型后端零调用** | 通过 |
+| TestFallbackPassesThroughToBackend | 同上 | `写一份周报` | Fallback | 透传原后端，Handler 不触发，后端恰好调用 1 次 | 通过 |
+| TestHandlerDeclineFallsBackToBackend | 同上 | `帮我改一下系统网关地址` | GuardHit（Handler 放弃） | 回退透传原后端 | 通过 |
+| TestNilComponentsReturnNext | n/a | n/a | n/a | 任一组件为 nil → Wrap 返回原后端 | 通过 |
+| TestRecognizeErrorFailsClosed | MaxInputLen=8 快照 | 超长输入 | 识别错误 sys.invalid_argument | fail-closed 返回错误，后端零调用 | 通过 |
+
+命令：`GOWORK=off go vet ./... && GOWORK=off go test -count=1 ./...`；`GOWORK=off go test -count=1 -race ./adapters/intentgate/`；`scripts/submodule-consistency.sh`。

docs/records/2026-09-29-verification.md

@@ -0,0 +1,20 @@
+# 验证记录
+
+- 范围/主任务：接入 Development-Guidelines，并把执行错误码与可选日志接到错误码库和日志库。
+- 被测版本：工作区 `e65c6ba604c9079e1176d9449e295e0d09bedfd3`。该提交尚未推到批准远端。
+- 目标仓/分支与共同起点：Agent-Native `main`，起点 `49e6dd1e0fc65de7f259f21d2f63c56e5b165a48`。
+- 最新同步与测试对象：2026-09-29。子模块 `deps/development-guidelines` `26b562d2e34fbc560711296a309c91c74ffc55b1`，`deps/error-code-system` `b67696d393e7abfbdd16fdde1064c07f5ecd2f72`，`deps/logging-system` `7f5972007bdcb6047ce7f95ee891f53e0af9d136`。
+- 测试结束/准入前目标复核：未合入远端。干净克隆测的是本机仓库，子模块从批准远端检出。
+- 环境：本机 Go 1.27，无模型端点。
+- 实际命令：仓库根 `go test -count=1 ./...`；`scripts/submodule-consistency.sh`；`git clone --recurse-submodules` 到 `/tmp/dg-verify/Agent-Native` 后再测一次。
+
+| 预期用例/场景 | 实际是否执行 | 结果 | 证据/缺项 |
+|---|---|---|---|
+| 工作区全模块测试 | 是 | PASS | `go test -count=1 ./...` |
+| 子模块 gitlink 与 HEAD 一致 | 是 | PASS | `scripts/submodule-consistency.sh` |
+| 从本机父仓递归克隆后测试 | 是 | PASS | `/tmp/dg-verify/Agent-Native` 再次 `go test -count=1 ./...` |
+| 真实模型端点 | 否 | N/A | 本仓测试使用注入流，不覆盖外部模型 |
+
+首轮失败与重试：无。
+结论与限制：只证实本机工作区与一次本机路径克隆。`e65c6ba` 还不能从批准远端按 SHA 获取，因此其他仓库在推送前不能把这个 gitlink 当作已发布组合。
+剩余项/责任人：推送由仓库所有者决定。推送前 Agent-Squad 的全新远端克隆会因缺少该提交而失败。

exec/backend.go

@@ -16,7 +16,35 @@ type Request struct {
 	// OnEvent 可选过程事件回调（nil = 调用方不需要过程，后端行为与现状完全一致）。
 	// 实现方必须保证：回调在 Execute 返回前完成（同步调用或等待收尾），无泄漏 goroutine；
 	// 回调内不得阻塞（消费方自行节流/异步入队）。
-	OnEvent func(ev ProcessEvent)
+	OnEvent func(ev ProcessEvent) `json:"-"`
+
+	// ---- v0.2 能力字段（全部可选；零值 = 既有行为，向后兼容） ----
+
+	// Model 覆盖本请求使用的模型（后端构造时的默认模型仍兜底）。
+	Model string `json:"model,omitempty"`
+	// ToolAllowlist 收窄可见工具集；出现后端未注册的工具名时 fail-closed。
+	ToolAllowlist []string `json:"tool_allowlist,omitempty"`
+	// Skills 声明本次执行需要加载的技能（内核在系统提示中列出并由 load_skill 按需展开）。
+	Skills []string `json:"skills,omitempty"`
+	// Budget 单次步骤执行的共享预算；步骤重试应传入剩余额度，不得各自另起一份。
+	Budget *Budget `json:"budget,omitempty"`
+	// SessionScope / ExecutionID 只用于日志与过程事件贯穿，不参与控制流。
+	SessionScope string `json:"session_scope,omitempty"`
+	ExecutionID  string `json:"execution_id,omitempty"`
+	// Env 是组合根批准后注入执行类工具（run_command 等）的白名单环境变量。
+	// 后端不得把自身持有的密钥并入其中。
+	Env map[string]string `json:"env,omitempty"`
+}
+
+// Budget 是一次步骤执行的共享预算（agent-execution 标准：重试层各有职责，
+// 共享总预算与截止时间，避免传输、步骤与主循环次数相乘）。
+// 全部字段可选；零值字段不设限。
+type Budget struct {
+	MaxPromptTokens     int `json:"max_prompt_tokens,omitempty"`
+	MaxCompletionTokens int `json:"max_completion_tokens,omitempty"`
+	MaxToolCalls        int `json:"max_tool_calls,omitempty"`
+	// Deadline 绝对截止时刻；与 Request.Timeout 先到者生效。
+	Deadline time.Time `json:"deadline,omitempty"`
 }
 
 // ProcessEvent 对 agentx 事件与远程 runner NDJSON 过程帧的统一投影，
@@ -26,6 +54,14 @@ type ProcessEvent struct {
 	Text   string // delta 文本（Type 为 *_delta 时）
 	Tool   string // 工具名（tool_* 时）
 	Detail string // 工具参数/结果摘要（tool_execution_* 时）
+	// PromptTokens / CompletionTokens 在 Type=usage 时填写。
+	PromptTokens     int
+	CompletionTokens int
+	// 以下在 Type=usage 或 message_end 时填写（N3 WP6：上一请求与缓存命中拆分）。
+	LastPromptTokens     int
+	LastCompletionTokens int
+	CacheReadTokens      int
+	CacheWriteTokens     int
 }
 
 const (

exec/contract_spec.go

@@ -1,7 +1,8 @@
-// Package contract 定义 Agent-Native 的公共执行契约。
+// 原 contract 包并入 exec。与本文件同名的执行门面仍是 Request、Result、Backend；
+// 设计契约里冲突的四个名字加 Contract 前缀。
 //
 // 本包是助手（Core）与小队（Squad）共用的唯一执行接口层：Core 注入具体
-// Backend 实现，Squad 只表达需求并使用已注入的后端。契约不依赖任何具体
+// ContractBackend 实现，Squad 只表达需求并使用已注入的后端。契约不依赖任何具体
 // 内核、产品类型、数据库或配置包。
 //
 // 语义不变量（实现方与消费方都必须遵守）：
@@ -20,7 +21,7 @@
 //     上下文，不授予跨会话可见性。
 //  7. Workspace 的路径约束不是 OS 沙箱；执行不可信第三方工具需要调用方
 //     提供的进程/容器隔离，不能由本契约推导。
-package contract
+package exec
 
 import (
 	"context"
@@ -50,12 +51,6 @@ const (
 	CapStructuredOutput Capability = "structured-output"
 )
 
-// ToolProfile 是预定义工具策略名；与现有产品配置兼容。
-const (
-	ToolProfileWorkspace = "workspace"  // 默认：文档类工具受限集合
-	ToolProfileReasoning = "reasoning"  // 无工具，仅推理
-)
-
 // ToolPolicy 描述执行允许的工具范围。实现不得自行扩展；未知工具一律拒绝。
 type ToolPolicy struct {
 	// Profile 为策略名（workspace/reasoning/或产品注册的自定义名）。
@@ -82,8 +77,8 @@ type SessionScope struct {
 	Session string `json:"session,omitempty"`
 }
 
-// Budget 约束一次执行（含共享 ExecutionID 的重试）。
-type Budget struct {
+// ContractBudget 约束一次执行（含共享 ExecutionID 的重试）。
+type ContractBudget struct {
 	// MaxPromptTokens/MaxCompletionTokens 为 0 时不限制。
 	MaxPromptTokens     int `json:"max_prompt_tokens,omitempty"`
 	MaxCompletionTokens int `json:"max_completion_tokens,omitempty"`
@@ -98,16 +93,16 @@ type Message struct {
 	Content string `json:"content"`
 }
 
-// Request 是一次授权执行的统一输入。字段为设计契约；现有 file-only 流程
+// ContractRequest 是一次授权执行的统一输入。字段为设计契约；现有 file-only 流程
 // （Prompt+Instructions+Targets→reply.md）是其子集 facade。
-type Request struct {
+type ContractRequest struct {
 	// ExecutionID 由调用方生成，重试与受控 fallback 复用同值。
 	ExecutionID string `json:"execution_id"`
 	// SessionScope 为隔离身份；可为零值（一次性任务）。
 	SessionScope SessionScope `json:"session_scope"`
 
-	Prompt       string    `json:"prompt"`
-	Instructions string    `json:"instructions,omitempty"`
+	Prompt       string `json:"prompt"`
+	Instructions string `json:"instructions,omitempty"`
 	// Context 为可选历史消息；实现不得将其与 Prompt 之外的数据混合。
 	Context []Message `json:"context,omitempty"`
 
@@ -118,8 +113,8 @@ type Request struct {
 	Workspace WorkspaceHandle `json:"workspace"`
 	// ToolPolicy 为工具范围；空 Profile 等同 reasoning。
 	ToolPolicy ToolPolicy `json:"tool_policy"`
-	// Budget 为本次执行预算。
-	Budget Budget `json:"budget"`
+	// ContractBudget 为本次执行预算。
+	ContractBudget ContractBudget `json:"budget"`
 	// Required 为必须满足的能力；解析器据此选择实现，缺失即拒绝。
 	Required []Capability `json:"required,omitempty"`
 
@@ -143,12 +138,12 @@ const (
 type EventKind string
 
 const (
-	EventTextDelta       EventKind = "text_delta"
-	EventReasoningDelta  EventKind = "reasoning_delta"
-	EventToolCallDelta   EventKind = "tool_call_delta"
-	EventToolExecStart   EventKind = "tool_execution_start"
-	EventToolExecEnd     EventKind = "tool_execution_end"
-	EventMessageEnd      EventKind = "message_end"
+	EventTextDelta      EventKind = "text_delta"
+	EventReasoningDelta EventKind = "reasoning_delta"
+	EventToolCallDelta  EventKind = "tool_call_delta"
+	EventToolExecStart  EventKind = "tool_execution_start"
+	EventToolExecEnd    EventKind = "tool_execution_end"
+	EventMessageEnd     EventKind = "message_end"
 )
 
 // Event 是过程事件帧；消费方（Core）负责映射为 SSE/持久化事件。
@@ -174,30 +169,60 @@ const (
 type ErrorCode string
 
 const (
-	ErrCanceled             ErrorCode = "canceled"
-	ErrDeadlineExceeded     ErrorCode = "deadline_exceeded"
-	ErrBudgetExceeded       ErrorCode = "budget_exceeded"
-	ErrProviderUnavailable  ErrorCode = "provider_unavailable"
-	ErrProviderRejected     ErrorCode = "provider_rejected"
-	ErrToolRejected         ErrorCode = "tool_rejected"
-	ErrPathOutsideWorkspace ErrorCode = "path_outside_workspace"
-	ErrMissingCapability    ErrorCode = "missing_capability"
-	ErrMissingDeliverable   ErrorCode = "missing_deliverable"
-	ErrEmptyOutput          ErrorCode = "empty_output"
-	ErrUnknownOutcome       ErrorCode = "unknown_outcome"
-	ErrInternal             ErrorCode = "internal"
+	ErrCanceled             ErrorCode = "agent.canceled"
+	ErrDeadlineExceeded     ErrorCode = "agent.deadline_exceeded"
+	ErrBudgetExceeded       ErrorCode = "agent.budget_exceeded"
+	ErrProviderUnavailable  ErrorCode = "agent.provider_unavailable"
+	ErrProviderRejected     ErrorCode = "agent.provider_rejected"
+	ErrToolRejected         ErrorCode = "agent.tool_rejected"
+	ErrPathOutsideWorkspace ErrorCode = "agent.path_outside_workspace"
+	ErrMissingCapability    ErrorCode = "agent.missing_capability"
+	ErrMissingDeliverable   ErrorCode = "agent.missing_deliverable"
+	ErrEmptyOutput          ErrorCode = "agent.empty_output"
+	ErrUnknownOutcome       ErrorCode = "agent.unknown_outcome"
+	ErrInternal             ErrorCode = "agent.internal"
 )
 
 // Error 是标准化执行错误。Retryable 仅表示传输级瞬时故障可由 adapter 有界
 // 重试或调用方作为新步骤重试；与 SideEffects 独立判定。
 type Error struct {
-	Code       ErrorCode  `json:"code"`
-	Reason     string     `json:"reason,omitempty"`
-	Retryable  bool       `json:"retryable,omitempty"`
+	Code        ErrorCode   `json:"code"`
+	Reason      string      `json:"reason,omitempty"`
+	Retryable   bool        `json:"retryable,omitempty"`
 	SideEffects SideEffects `json:"side_effects"`
 }
 
-func (e *Error) Error() string { return string(e.Code) + ": " + e.Reason }
+func (e *Error) Error() string {
+	if e == nil {
+		return ""
+	}
+	return string(e.Code) + ": " + e.Reason
+}
+
+// ErrorCode 返回规范码字符串。日志库用这个方法识别错误，因此 contract 不导入错误码模块。
+func (e *Error) ErrorCode() string {
+	if e == nil {
+		return ""
+	}
+	return string(e.Code)
+}
+
+// ErrorFields 返回可写入日志的字段。执行标识由调用方随日志字段另传，不放进本结构。
+func (e *Error) ErrorFields() map[string]any {
+	if e == nil {
+		return nil
+	}
+	fields := map[string]any{
+		"retryable": e.Retryable,
+	}
+	if e.Reason != "" {
+		fields["reason"] = e.Reason
+	}
+	if e.SideEffects != "" {
+		fields["side_effects"] = string(e.SideEffects)
+	}
+	return fields
+}
 
 // Usage 报告 token 用量；实现报告不了时保持零值，不猜测。
 type Usage struct {
@@ -205,14 +230,14 @@ type Usage struct {
 	CompletionTokens int `json:"completion_tokens,omitempty"`
 }
 
-// Result 是执行终态。Text 与 Files 依据任务可为空；Outcome 决定解释。
-type Result struct {
+// ContractResult 是执行终态。Text 与 Files 依据任务可为空；Outcome 决定解释。
+type ContractResult struct {
 	Outcome Outcome `json:"outcome"`
 	// Text 为文本结果（CapText 任务必填）。
 	Text string `json:"text,omitempty"`
 	// Files 为文件候选产物（内容字节），由调用方决定正式落盘与提交。
 	Files map[string][]byte `json:"files,omitempty"`
-	// Logs 为执行日志/过程摘要（兼容现有 Result.Logs）。
+	// Logs 为执行日志/过程摘要（兼容现有 ContractResult.Logs）。
 	Logs string `json:"logs,omitempty"`
 	// Err 为 Failed/Canceled/Unknown 时的标准化错误；Succeeded 时为 nil。
 	Err *Error `json:"err,omitempty"`
@@ -241,19 +266,19 @@ func (d BackendDescriptor) Has(c Capability) bool {
 	return false
 }
 
-// Backend 是统一执行接口。实现必须：
+// ContractBackend 是统一执行接口。实现必须：
 //   - 在 ctx 取消时尽快返回（Canceled 或 Unknown）；
 //   - 不持有跨执行的可变会话状态（连接池等无状态资源可复用）；
 //   - 不自行扩大工具范围或读取 Workspace 之外的路径。
-type Backend interface {
+type ContractBackend interface {
 	Descriptor() BackendDescriptor
-	// Execute 执行一次授权调用。返回的 Result 永不为 nil；ctx 错误映射为
+	// Execute 执行一次授权调用。返回的 ContractResult 永不为 nil；ctx 错误映射为
 	// Outcome=Canceled/Unknown，不返回 Go error 表达业务终态。
-	Execute(ctx context.Context, req Request) (*Result, error)
+	Execute(ctx context.Context, req ContractRequest) (*ContractResult, error)
 }
 
 // Resolver 按名称与必需能力解析后端。未知名必须返回错误，生产路径不得
 // 回落到 Stub。
 type Resolver interface {
-	Resolve(name string, required []Capability) (Backend, error)
+	Resolve(name string, required []Capability) (ContractBackend, error)
 }

exec/error_duck_test.go

@@ -0,0 +1,23 @@
+package exec
+
+import "testing"
+
+func TestErrorDuckTypeForLogs(t *testing.T) {
+	e := &Error{
+		Code:        ErrProviderUnavailable,
+		Reason:      "down",
+		Retryable:   true,
+		SideEffects: SideEffectNone,
+	}
+	if e.ErrorCode() != "agent.provider_unavailable" {
+		t.Fatal(e.ErrorCode())
+	}
+	fields := e.ErrorFields()
+	if fields["reason"] != "down" || fields["side_effects"] != "none" || fields["retryable"] != true {
+		t.Fatalf("%v", fields)
+	}
+	var nilErr *Error
+	if nilErr.ErrorCode() != "" || nilErr.ErrorFields() != nil {
+		t.Fatal("nil error")
+	}
+}

exec/step_retry.go

@@ -160,6 +160,7 @@ func combinedFailureText(sig StepFailureSignals) string {
 func isPermanentReason(lower string) bool {
 	return strings.Contains(lower, "prompt_empty") ||
 		strings.Contains(lower, "unauthorized") ||
+		strings.Contains(lower, "budget_exceeded") ||
 		strings.Contains(lower, "治理强制终止") ||
 		strings.Contains(lower, "治理拦截")
 }

exec/step_retry_budget_test.go

@@ -0,0 +1,37 @@
+package exec
+
+import (
+	"errors"
+	"strings"
+	"testing"
+	"time"
+)
+
+func TestAssessStepFailureBudgetExceededIsPermanent(t *testing.T) {
+	ass := AssessStepFailure(StepFailureSignals{
+		Err: errors.New("budget_exceeded: tool calls 12 > max 10"),
+	})
+	if ass.Class != FailurePermanent {
+		t.Fatalf("budget exhaustion must classify permanent (no auto retry), got %s", ass.Class)
+	}
+	if !strings.Contains(ass.Reason, "permanent") {
+		t.Fatalf("want permanent reason, got %s", ass.Reason)
+	}
+}
+
+func TestAssessStepFailureDeadlinePastIsPermanent(t *testing.T) {
+	ass := AssessStepFailure(StepFailureSignals{
+		Result: &Result{ErrorReason: "budget_exceeded: deadline 2026-10-01T00:00:00Z passed"},
+	})
+	if ass.Class != FailurePermanent {
+		t.Fatalf("deadline exhaustion must classify permanent, got %s", ass.Class)
+	}
+}
+
+func TestBudgetZeroValueUnlimited(t *testing.T) {
+	var b Budget
+	if b.MaxPromptTokens != 0 || b.MaxCompletionTokens != 0 || b.MaxToolCalls != 0 || !b.Deadline.IsZero() {
+		t.Fatal("zero budget must express unlimited")
+	}
+	_ = time.Now
+}

go.mod

@@ -1,3 +1,12 @@
 module agent-native
 
 go 1.27
+
+require (
+	error-code-system v0.0.0
+	logging-system v0.0.0
+)
+
+replace error-code-system => ./deps/error-code-system
+
+replace logging-system => ./deps/logging-system

policy/guidelines-adoption.md

@@ -0,0 +1,51 @@
+# 通用规范采纳记录
+
+- 项目/负责人：Agent-Native / 仓库所有者 weichen
+- 状态：active
+- 规范位置：`deps/development-guidelines`
+- 规范性文档目录：`policy/`
+- 过程文档位置：`docs/records/`（项目内固定目录豁免。当前为个人维护的基础库，单独过程仓会让每份记录都变成跨仓 gitlink；任务主记录仍在 Gitea Issue/PR。豁免一经登记，过程记录不得再写入 `policy/` 或规范库。）
+- 版本权威：父仓 gitlink；可读标签：无（内容版本 `0.1.0-draft.6`，提交 `26b562d2e34fbc560711296a309c91c74ffc55b1`）
+- 批准/生效依据：本仓接入提交；草案审阅完成后随该提交生效
+- 替代范围和迁移说明：本仓此前没有根 `AGENTS.md`。接入后以本文件与根入口为准，不在规范库内保存项目事实。
+
+| 规范/工作流 | 适用条件与范围 | 采纳或不适用理由 | 执行方式/证据 |
+|---|---|---|---|
+| core/baseline.md | 日常工作 | 所有改动都要守硬边界 | manual |
+| workflows/delivery.md、debugging.md、handoff.md | 交付、排障与交接 | 单人维护仍需要可交接的任务记录 | manual |
+| standards/collaboration.md | 并行共同起点、节点同步与陈旧候选拒绝 | 本仓会被 Agent-Squad 以 gitlink 消费 | manual |
+| standards/verification.md | 验证与结论 | 仓库根 `go vet` / `go test` | manual；命令见 PROJECT.md |
+| workflows/design-verification.md、standards/testability.md、standards/failure-containment.md | 契约、适配器与故障分类 | 执行器失败必须可定位且不扩大工具范围 | manual |
+| standards/module-contracts.md | contract/exec/runtime/adapters 边界 | 公开端口已按层拆分 | manual |
+| standards/observability.md | 错误码、过程事件 | 与 Error-Code-System / Logging-System 对齐 | manual |
+| standards/agent-execution.md | 能力协商与后端回退 | 本仓就是执行契约的权威 | manual |
+| standards/multi-repo.md | submodule 与固定组合 | 规范与基础库以 gitlink 锁定 | manual |
+| standards/security.md | 路径授权、工具范围、凭证 | 凭证不入库；路径授权不等于 OS 沙箱 | manual |
+| standards/documentation.md | 三层文档 | `policy/` 与 `docs/records/` 已分开 | manual |
+| standards/data-reliability.md | 执行副作用与重放 | 无本仓数据库；适用副作用分类，不扩展成存储设计 | manual |
+| standards/configuration.md | 调用方注入的模型与工具配置 | 本仓不自带多实例部署配置 | manual |
+| standards/release-operations.md | 独立发布流水线 | 当前无制品仓库与部署入口 | 不适用 |
+| workflows/automation.md | 定时与后台任务 | 本仓无 daemon | 不适用 |
+
+## 项目差异
+
+| 原规则/章节 | 项目采用方式 | 原因与风险 | 负责人/复查条件 |
+|---|---|---|---|
+| documentation.md 过程仓默认独立仓库 | 过程记录放 `docs/records/` | 个人基础库；风险是记录与代码同 PR 时容易把证据写成第二权威。任务状态仍只认 Gitea Issue/PR | 出现第二名维护者或对外发布流程时复查 |
+
+默认做法差异说明理由；硬边界冲突须有明确有效决策，不能用此表自授权。建议不采用无需登记。
+
+## 本次升级或首次接入验证
+
+- 入口：根 `AGENTS.md`、`PROJECT.md` 指向 `deps/development-guidelines`。
+- 子模块：`deps/development-guidelines` 固定 `26b562d2e34fbc560711296a309c91c74ffc55b1`。
+- `.gitmodules` 使用批准的上游 SSH URL，不含本机路径或凭证。
+- 执行方式保持 manual：挂载 Markdown 不自动改变 CI。
+- 回退：恢复本提交之前的 gitlink，并删除根入口与 `policy/guidelines-adoption.md` 中对应条款；无已生效的 CI 或权限变更需要另恢复。
+
+### 2026-09-29 追加：agent-intent 可选意图闸门
+
+- 新增 `deps/agent-intent`（固定 `55780ae2cce4ae98d8b0557b8234af8833a7c522`），`deps/error-code-system` 前进到 `dbeed2f1b67eb417ce089e7033a228578fbbeb03`（追加 `squad.intent_refused`，兼容性变更无）。
+- 依赖边界新增：唯 `adapters/intentgate` 可 import agent-intent；不使用该包时核心与 agent-intent 无编译关系。
+- 接入与验证记录见 [docs/records/2026-09-29-intentgate-adoption.md](../docs/records/2026-09-29-intentgate-adoption.md)。
+- 回退：删除 `adapters/intentgate/`、go.mod 的 agent-intent require/replace、`.gitmodules` 对应条目与 submodule，`scripts/submodule-consistency.sh` 移除该路径。

rpc/client.go

@@ -0,0 +1,54 @@
+package rpc
+
+import (
+	"bufio"
+	"context"
+	"encoding/json"
+	"io"
+)
+
+// Client is the Go SDK for the JSONL RPC mode.
+type Client struct {
+	in  io.Writer
+	out *bufio.Reader
+}
+
+// NewClient wraps a bidirectional pipe. Commands are one JSON object per line.
+func NewClient(in io.Writer, out io.Reader) *Client {
+	return &Client{in: in, out: bufio.NewReader(out)}
+}
+
+// Call sends one command and reads the matching response.
+func (c *Client) Call(ctx context.Context, req Request) (Response, error) {
+	raw, err := json.Marshal(req)
+	if err != nil {
+		return Response{}, err
+	}
+	if _, err := c.in.Write(append(raw, '\n')); err != nil {
+		return Response{}, err
+	}
+	type result struct {
+		resp Response
+		err  error
+	}
+	ch := make(chan result, 1)
+	go func() {
+		line, err := c.out.ReadBytes('\n')
+		if err != nil {
+			ch <- result{err: err}
+			return
+		}
+		var resp Response
+		if err := json.Unmarshal(line, &resp); err != nil {
+			ch <- result{err: err}
+			return
+		}
+		ch <- result{resp: resp}
+	}()
+	select {
+	case <-ctx.Done():
+		return Response{}, ctx.Err()
+	case got := <-ch:
+		return got.resp, got.err
+	}
+}

rpc/server.go

@@ -0,0 +1,213 @@
+package rpc
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+
+	"agent-native/runtime"
+	"agent-native/runtime/llm"
+	"agent-native/runtime/session"
+)
+
+// Request is one RPC command. Type matches the pi headless command set.
+type Request struct {
+	ID            string `json:"id,omitempty"`
+	Type          string `json:"type"`
+	Message       string `json:"message,omitempty"`
+	Model         string `json:"model,omitempty"`
+	ThinkingLevel string `json:"thinkingLevel,omitempty"`
+	Path          string `json:"path,omitempty"`
+	Name          string `json:"name,omitempty"`
+	Leaf          string `json:"leaf,omitempty"`
+	Keep          int    `json:"keep,omitempty"`
+}
+
+// Response is the synchronous result of one command.
+type Response struct {
+	ID     string `json:"id,omitempty"`
+	Type   string `json:"type"`
+	OK     bool   `json:"ok"`
+	Text   string `json:"text,omitempty"`
+	Error  string `json:"error,omitempty"`
+	Result any    `json:"result,omitempty"`
+	// Status 是命令回执：started 已接手，queued 先排队，handled 已处理完。
+	Status string `json:"status,omitempty"`
+}
+
+// Server serves RPC commands against one agent session and its transcript.
+type Server struct {
+	Agent   *runtime.AgentSession
+	Store   *session.Store
+	NoStore bool
+}
+
+// Handle runs one command and returns the JSON response line.
+func (s *Server) Handle(ctx context.Context, line []byte) ([]byte, error) {
+	var req Request
+	if err := json.Unmarshal(line, &req); err != nil {
+		return encode(Response{Type: "response", OK: false, Error: err.Error()})
+	}
+	resp := s.dispatch(ctx, req)
+	resp.ID = req.ID
+	if resp.Type == "" {
+		resp.Type = "response"
+	}
+	return encode(resp)
+}
+
+func (s *Server) dispatch(ctx context.Context, req Request) Response {
+	switch req.Type {
+	case "prompt":
+		if s.Agent == nil {
+			return fail("no agent")
+		}
+		msg := llm.Message{Role: llm.RoleUser, Content: req.Message}
+		if s.Agent.Busy() {
+			s.Agent.FollowUp(msg)
+			return Response{OK: true, Status: "queued"}
+		}
+		res, err := s.Agent.Prompt(ctx, msg)
+		if err != nil {
+			return fail(err.Error())
+		}
+		if res.Err != nil {
+			return fail(res.Err.Error())
+		}
+		return Response{OK: true, Text: res.Text, Status: "handled"}
+	case "steer":
+		if s.Agent == nil {
+			return fail("no agent")
+		}
+		s.Agent.Steer(llm.Message{Role: llm.RoleUser, Content: req.Message})
+		return Response{OK: true, Status: queueStatus(s.Agent.Busy())}
+	case "follow_up":
+		if s.Agent == nil {
+			return fail("no agent")
+		}
+		s.Agent.FollowUp(llm.Message{Role: llm.RoleUser, Content: req.Message})
+		return Response{OK: true, Status: queueStatus(s.Agent.Busy())}
+	case "abort":
+		s.Agent.Abort()
+		return Response{OK: true}
+	case "clear_queue":
+		s.Agent.ClearQueue()
+		return Response{OK: true}
+	case "set_model":
+		if err := s.Agent.SetModel(req.Model, req.ThinkingLevel); err != nil {
+			return fail(err.Error())
+		}
+		return Response{OK: true}
+	case "compact":
+		keep := req.Keep
+		if keep <= 0 {
+			keep = 4
+		}
+		done, err := s.Agent.Compact(keep, func(messages []llm.Message) (string, error) {
+			return fmt.Sprintf("%d messages", len(messages)), nil
+		})
+		if err != nil {
+			return fail(err.Error())
+		}
+		return Response{OK: true, Result: done}
+	case "get_state":
+		leaf, _ := s.Store.Leaf()
+		return Response{OK: true, Result: map[string]any{"leaf": leaf, "name": s.Store.Name(), "path": s.Store.Path()}}
+	case "get_tree":
+		entries, err := s.Store.Entries()
+		if err != nil {
+			return fail(err.Error())
+		}
+		return Response{OK: true, Result: entries}
+	case "get_entries":
+		entries, err := s.Store.Entries()
+		if err != nil {
+			return fail(err.Error())
+		}
+		return Response{OK: true, Result: entries}
+	case "get_last_assistant_text":
+		msgs, err := s.Store.Load()
+		if err != nil {
+			return fail(err.Error())
+		}
+		text := ""
+		for _, m := range msgs {
+			if m.Role == llm.RoleAssistant {
+				text = m.Content
+			}
+		}
+		return Response{OK: true, Text: text}
+	case "set_session_name":
+		if err := s.Store.SetName(req.Name); err != nil {
+			return fail(err.Error())
+		}
+		return Response{OK: true}
+	case "fork":
+		dest := req.Path
+		if dest == "" {
+			return fail("path is required")
+		}
+		if _, err := s.Store.Fork(dest, req.Leaf); err != nil {
+			return fail(err.Error())
+		}
+		return Response{OK: true, Text: dest}
+	case "clone":
+		if req.Path == "" {
+			return fail("path is required")
+		}
+		if _, err := s.Store.Clone(req.Path); err != nil {
+			return fail(err.Error())
+		}
+		return Response{OK: true, Text: req.Path}
+	case "switch_session":
+		if req.Path == "" {
+			return fail("path is required")
+		}
+		st, err := session.Open(req.Path)
+		if err != nil {
+			return fail(err.Error())
+		}
+		s.Store = st
+		return Response{OK: true}
+	case "new_session":
+		if req.Path == "" {
+			return fail("path is required")
+		}
+		st, err := session.Open(req.Path)
+		if err != nil {
+			return fail(err.Error())
+		}
+		s.Store = st
+		return Response{OK: true, Text: req.Path}
+	case "export_html":
+		if req.Path == "" {
+			return fail("path is required")
+		}
+		if err := s.Store.ExportHTML(req.Path); err != nil {
+			return fail(err.Error())
+		}
+		return Response{OK: true, Text: req.Path}
+	case "get_session_stats":
+		st := s.Store.Stats()
+		return Response{OK: true, Result: st}
+	default:
+		return fail("unknown command " + req.Type)
+	}
+}
+
+func fail(msg string) Response { return Response{OK: false, Error: msg} }
+
+func queueStatus(busy bool) string {
+	if busy {
+		return "queued"
+	}
+	return "started"
+}
+
+func encode(resp Response) ([]byte, error) {
+	raw, err := json.Marshal(resp)
+	if err != nil {
+		return nil, err
+	}
+	return append(raw, '\n'), nil
+}

rpc/server_test.go

@@ -0,0 +1,75 @@
+package rpc
+
+import (
+	"context"
+	"io"
+	"path/filepath"
+	"testing"
+
+	"agent-native/runtime"
+	"agent-native/runtime/llm"
+	"agent-native/runtime/session"
+)
+
+func TestRPCSessionCommandsAndClient(t *testing.T) {
+	dir := t.TempDir()
+	store, err := session.Open(filepath.Join(dir, "s.jsonl"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	if err := store.Append(llm.Message{Role: llm.RoleAssistant, Content: "ready"}); err != nil {
+		t.Fatal(err)
+	}
+	agent := runtime.NewAgentSession(runtime.Config{
+		Model: "fake",
+		Stream: func(ctx context.Context, model string, messages []llm.Message, td []llm.ToolDecl, opts llm.StreamOptions) <-chan llm.Event {
+			ch := make(chan llm.Event, 1)
+			ch <- llm.Event{Kind: llm.KindMessageEnd, Message: llm.Message{Role: llm.RoleAssistant, Content: "echo", StopReason: llm.StopEnd}}
+			close(ch)
+			return ch
+		},
+	})
+	srv := &Server{Agent: agent, Store: store}
+	clientIn, serverOut := io.Pipe()
+	serverIn, clientOut := io.Pipe()
+	go func() {
+		defer serverOut.Close()
+		buf := make([]byte, 4096)
+		for {
+			n, err := serverIn.Read(buf)
+			if n > 0 {
+				resp, herr := srv.Handle(context.Background(), buf[:n])
+				if herr == nil {
+					_, _ = serverOut.Write(resp)
+				}
+			}
+			if err != nil {
+				return
+			}
+		}
+	}()
+	client := NewClient(clientOut, clientIn)
+	resp, err := client.Call(context.Background(), Request{ID: "1", Type: "get_last_assistant_text"})
+	if err != nil || !resp.OK || resp.Text != "ready" {
+		t.Fatalf("%+v %v", resp, err)
+	}
+	fork := filepath.Join(dir, "fork.jsonl")
+	resp, err = client.Call(context.Background(), Request{Type: "fork", Path: fork})
+	if err != nil || !resp.OK {
+		t.Fatalf("fork %+v %v", resp, err)
+	}
+	resp, err = client.Call(context.Background(), Request{Type: "prompt", Message: "hi"})
+	if err != nil || !resp.OK || resp.Text != "echo" || resp.Status != "handled" {
+		t.Fatalf("prompt %+v %v", resp, err)
+	}
+	resp, err = client.Call(context.Background(), Request{Type: "steer", Message: "later"})
+	if err != nil || !resp.OK || resp.Status != "started" {
+		t.Fatalf("steer %+v %v", resp, err)
+	}
+	htmlPath := filepath.Join(dir, "out.html")
+	resp, err = client.Call(context.Background(), Request{Type: "export_html", Path: htmlPath})
+	if err != nil || !resp.OK {
+		t.Fatalf("export %+v %v", resp, err)
+	}
+	_ = clientOut.Close()
+}

runtime/ab_gate_test.go

@@ -0,0 +1,95 @@
+package runtime
+
+import (
+	"context"
+	"errors"
+	"testing"
+
+	"agent-native/runtime/hooks"
+	"agent-native/runtime/llm"
+	"agent-native/runtime/tools"
+)
+
+func TestHookAdaptersMatchDirectCallbacks(t *testing.T) {
+	direct := runGate(t, false)
+	adapted := runGate(t, true)
+	if direct.stop != adapted.stop || direct.text != adapted.text {
+		t.Fatalf("stop/text direct=%s %q adapted=%s %q", direct.stop, direct.text, adapted.stop, adapted.text)
+	}
+	if direct.denies != adapted.denies || direct.reminders != adapted.reminders || direct.errors != adapted.errors {
+		t.Fatalf("counts direct=%+v adapted=%+v", direct, adapted)
+	}
+	if direct.denies != 1 || direct.reminders == 0 {
+		t.Fatalf("unexpected counts %+v", direct)
+	}
+}
+
+type gateStats struct {
+	stop, text                string
+	denies, reminders, errors int
+}
+
+func runGate(t *testing.T, viaHooks bool) gateStats {
+	t.Helper()
+	var stats gateStats
+	before := func(call llm.ToolCall) error {
+		if call.Name == "read_file" {
+			stats.denies++
+			return errors.New("denied")
+		}
+		return nil
+	}
+	reminders := func(int) []string {
+		stats.reminders++
+		return []string{"记一笔"}
+	}
+	stop := func(last llm.Message, info StopInfo) StopDecision {
+		if info.Continuations < 1 {
+			return StopDecision{Continue: true, Reason: "再看一眼"}
+		}
+		return StopDecision{}
+	}
+	cfg := Config{
+		Model: "fake",
+		Tools: tools.WorkspaceTools(t.TempDir()),
+		Stream: script(
+			llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+				ID: "c1", Name: "read_file", Arguments: `{"path":"a.md"}`,
+			}}},
+			llm.Message{Role: llm.RoleAssistant, Content: "done", StopReason: llm.StopEnd},
+		),
+		Reminders: reminders,
+	}
+	if viaHooks {
+		bus := hooks.New()
+		bus.On(hooks.AdaptBefore(func(name, args string) error {
+			return before(llm.ToolCall{Name: name, Arguments: args})
+		}))
+		bus.On(func(c hooks.Call) hooks.Outcome {
+			if c.Event != hooks.Stop {
+				return hooks.Outcome{}
+			}
+			d := stop(llm.Message{Content: c.LastText}, StopInfo{Continuations: c.Continuations, ToolCalls: c.ToolCalls})
+			if d.Continue {
+				return hooks.Outcome{Decision: hooks.Block, Reason: d.Reason, Replacement: d.Replacement, Notice: d.Notice}
+			}
+			return hooks.Outcome{Decision: hooks.Allow, Notice: d.Notice}
+		})
+		cfg.Hooks = bus
+	} else {
+		cfg.BeforeTool = before
+		cfg.Stop = stop
+	}
+	res, err := Run(context.Background(), cfg, llm.Message{Role: llm.RoleUser, Content: "读文件"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	stats.stop = string(res.StopReason)
+	stats.text = res.Text
+	for _, m := range res.Messages {
+		if m.Role == llm.RoleTool && m.IsError {
+			stats.errors++
+		}
+	}
+	return stats
+}

runtime/agentspec/agentspec.go

@@ -0,0 +1,216 @@
+// Package agentspec 定义子代理画像（AgentSpec）与 agent-*.md 文件形态。
+// 宿主与内置画像可声明全部字段；插件来源的画像只允许身份与工具面，
+// 不得声明钩子、MCP 与权限模式（fail-closed，错误定位到字段）。
+package agentspec
+
+import (
+	"fmt"
+	"os"
+	"path/filepath"
+	"strconv"
+	"strings"
+)
+
+// AgentSpec 是一个子代理画像。字段对齐公开子代理 frontmatter 约定，
+// 另加 outputSchema。空字段表示沿用宿主内置。
+type AgentSpec struct {
+	Name              string
+	Description       string
+	Prompt            string // 正文（frontmatter 之后的内容）
+	Tools             []string
+	DisallowedTools   []string
+	Model             string
+	PermissionMode    string
+	Skills            []string
+	MaxTurns          int
+	MemoryScope       string
+	Effort            string
+	Background        bool
+	WorktreeIsolation bool
+	OutputSchema      string
+}
+
+// pluginBannedKeys 是插件来源画像禁带的键：钩子、MCP 与权限模式归宿主与基座。
+var pluginBannedKeys = map[string]bool{
+	"hooks":          true,
+	"mcp":            true,
+	"permissionMode": true,
+}
+
+// Parse 解析宿主/内置画像文件：frontmatter（--- 包裹的 key: value 行，
+// 列表值用逗号分隔）+ 正文。未知键报错；name 必填且须小写连字符。
+func Parse(content string) (AgentSpec, error) {
+	return parse(content, nil)
+}
+
+// ParsePlugin 解析插件来源画像文件：在 Parse 之上禁带 hooks/mcp/permissionMode 键。
+func ParsePlugin(content string) (AgentSpec, error) {
+	return parse(content, pluginBannedKeys)
+}
+
+func parse(content string, banned map[string]bool) (AgentSpec, error) {
+	fm, body, err := splitFrontmatter(content)
+	if err != nil {
+		return AgentSpec{}, err
+	}
+	var spec AgentSpec
+	for key, value := range fm {
+		if banned[key] {
+			return AgentSpec{}, fmt.Errorf("agentspec: 插件画像不得声明 %s", key)
+		}
+		if err := assign(&spec, key, value); err != nil {
+			return AgentSpec{}, err
+		}
+	}
+	spec.Prompt = strings.TrimSpace(body)
+	if spec.Name == "" {
+		return AgentSpec{}, fmt.Errorf("agentspec: name required")
+	}
+	if !validName(spec.Name) {
+		return AgentSpec{}, fmt.Errorf("agentspec: name %q 须为小写连字符（如 doc-reviewer）", spec.Name)
+	}
+	return spec, nil
+}
+
+// LoadDir 整批加载目录下的 *.md 画像：任一文件解析失败则全批拒绝；
+// 重名拒绝。parser 按来源选 Parse 或 ParsePlugin。返回按 Name 索引。
+func LoadDir(dir string, parser func(string) (AgentSpec, error)) (map[string]AgentSpec, error) {
+	if parser == nil {
+		parser = Parse
+	}
+	names, err := filepath.Glob(filepath.Join(dir, "*.md"))
+	if err != nil {
+		return nil, fmt.Errorf("agentspec: glob %s: %w", dir, err)
+	}
+	out := map[string]AgentSpec{}
+	for _, name := range names {
+		raw, err := os.ReadFile(name)
+		if err != nil {
+			return nil, fmt.Errorf("agentspec: %s: %w", filepath.Base(name), err)
+		}
+		spec, err := parser(string(raw))
+		if err != nil {
+			return nil, fmt.Errorf("agentspec: %s: %w", filepath.Base(name), err)
+		}
+		if _, dup := out[spec.Name]; dup {
+			return nil, fmt.Errorf("agentspec: duplicate name %q in %s", spec.Name, dir)
+		}
+		out[spec.Name] = spec
+	}
+	return out, nil
+}
+
+func splitFrontmatter(content string) (map[string]string, string, error) {
+	text := strings.ReplaceAll(content, "\r\n", "\n")
+	if !strings.HasPrefix(text, "---\n") {
+		return nil, "", fmt.Errorf("agentspec: missing frontmatter（须以 --- 开头）")
+	}
+	rest := text[len("---\n"):]
+	end := strings.Index(rest, "\n---")
+	if end < 0 {
+		return nil, "", fmt.Errorf("agentspec: frontmatter 未闭合（缺 --- 结尾）")
+	}
+	fm := map[string]string{}
+	for _, line := range strings.Split(rest[:end], "\n") {
+		line = strings.TrimSpace(line)
+		if line == "" || strings.HasPrefix(line, "#") {
+			continue
+		}
+		i := strings.Index(line, ":")
+		if i <= 0 {
+			return nil, "", fmt.Errorf("agentspec: 无法解析的行 %q（须为 key: value）", line)
+		}
+		fm[strings.TrimSpace(line[:i])] = strings.TrimSpace(line[i+1:])
+	}
+	body := rest[end+len("\n---"):]
+	body = strings.TrimLeft(body, "\n")
+	return fm, body, nil
+}
+
+func assign(spec *AgentSpec, key, value string) error {
+	switch key {
+	case "name":
+		spec.Name = value
+	case "description":
+		spec.Description = value
+	case "tools":
+		spec.Tools = splitList(value)
+	case "disallowedTools":
+		spec.DisallowedTools = splitList(value)
+	case "model":
+		spec.Model = value
+	case "permissionMode":
+		spec.PermissionMode = value
+	case "skills":
+		spec.Skills = splitList(value)
+	case "maxTurns":
+		n, err := strconv.Atoi(value)
+		if err != nil || n < 0 {
+			return fmt.Errorf("agentspec: maxTurns %q 须为非负整数", value)
+		}
+		spec.MaxTurns = n
+	case "memoryScope":
+		spec.MemoryScope = value
+	case "effort":
+		spec.Effort = value
+	case "background":
+		b, err := parseBool(key, value)
+		if err != nil {
+			return err
+		}
+		spec.Background = b
+	case "worktreeIsolation":
+		b, err := parseBool(key, value)
+		if err != nil {
+			return err
+		}
+		spec.WorktreeIsolation = b
+	case "outputSchema":
+		spec.OutputSchema = value
+	default:
+		return fmt.Errorf("agentspec: 未知键 %q", key)
+	}
+	return nil
+}
+
+func parseBool(key, value string) (bool, error) {
+	switch value {
+	case "true":
+		return true, nil
+	case "false":
+		return false, nil
+	default:
+		return false, fmt.Errorf("agentspec: %s %q 须为 true/false", key, value)
+	}
+}
+
+func splitList(value string) []string {
+	if strings.TrimSpace(value) == "" {
+		return nil
+	}
+	parts := strings.Split(value, ",")
+	out := make([]string, 0, len(parts))
+	for _, p := range parts {
+		if s := strings.TrimSpace(p); s != "" {
+			out = append(out, s)
+		}
+	}
+	return out
+}
+
+func validName(name string) bool {
+	if name == "" || strings.HasPrefix(name, "-") || strings.HasSuffix(name, "-") {
+		return false
+	}
+	for _, seg := range strings.Split(name, "-") {
+		if seg == "" {
+			return false
+		}
+		for _, r := range seg {
+			if (r < 'a' || r > 'z') && (r < '0' || r > '9') {
+				return false
+			}
+		}
+	}
+	return true
+}

runtime/agentspec/agentspec_test.go

@@ -0,0 +1,131 @@
+package agentspec
+
+import (
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+)
+
+const goodSpec = `---
+name: doc-reviewer
+description: 评审体系文档章节
+tools: read_file, grep, write_file
+disallowedTools: run_shell
+model: lightweight
+skills: house-style, rdm-review
+maxTurns: 8
+memoryScope: project
+effort: high
+background: true
+worktreeIsolation: false
+outputSchema: review-result
+---
+你是章节评审代理。逐条核对来源标注。
+`
+
+func TestParseFullFields(t *testing.T) {
+	spec, err := Parse(goodSpec)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if spec.Name != "doc-reviewer" || spec.Description == "" {
+		t.Fatalf("identity = %+v", spec)
+	}
+	if len(spec.Tools) != 3 || spec.Tools[2] != "write_file" {
+		t.Fatalf("tools = %v", spec.Tools)
+	}
+	if len(spec.DisallowedTools) != 1 || spec.DisallowedTools[0] != "run_shell" {
+		t.Fatalf("disallowed = %v", spec.DisallowedTools)
+	}
+	if spec.Model != "lightweight" || spec.MaxTurns != 8 || spec.MemoryScope != "project" || spec.Effort != "high" {
+		t.Fatalf("scalars = %+v", spec)
+	}
+	if !spec.Background || spec.WorktreeIsolation {
+		t.Fatalf("bools = %+v", spec)
+	}
+	if len(spec.Skills) != 2 || spec.OutputSchema != "review-result" {
+		t.Fatalf("skills/schema = %+v", spec)
+	}
+	if spec.Prompt == "" {
+		t.Fatal("prompt body empty")
+	}
+}
+
+func TestParseDefaultsAndMinimal(t *testing.T) {
+	spec, err := Parse("---\nname: helper\n---\n做杂事。\n")
+	if err != nil {
+		t.Fatal(err)
+	}
+	if spec.MaxTurns != 0 || spec.Background || len(spec.Tools) != 0 || spec.PermissionMode != "" {
+		t.Fatalf("defaults = %+v", spec)
+	}
+	if spec.Prompt != "做杂事。" {
+		t.Fatalf("prompt = %q", spec.Prompt)
+	}
+}
+
+func TestParseRejectsBadInputs(t *testing.T) {
+	cases := map[string]string{
+		"missing frontmatter":   "name: x\n---\n正文\n",
+		"unclosed frontmatter":  "---\nname: x\n正文\n",
+		"unknown key":           "---\nname: x\nbogus: 1\n---\n正文\n",
+		"missing name":          "---\ndescription: x\n---\n正文\n",
+		"bad name uppercase":    "---\nname: Bad\n---\n正文\n",
+		"bad name underscore":   "---\nname: has_under\n---\n正文\n",
+		"bad maxTurns":          "---\nname: x\nmaxTurns: many\n---\n正文\n",
+		"bad bool":              "---\nname: x\nbackground: yes\n---\n正文\n",
+		"malformed line":        "---\nname: x\nno-colon-here\n---\n正文\n",
+	}
+	for label, content := range cases {
+		if _, err := Parse(content); err == nil {
+			t.Fatalf("%s: expected error", label)
+		}
+	}
+}
+
+func TestParsePluginBansHostOnlyKeys(t *testing.T) {
+	for _, key := range []string{"hooks", "mcp", "permissionMode"} {
+		content := "---\nname: plug-agent\n" + key + ": anything\n---\n正文\n"
+		if _, err := ParsePlugin(content); err == nil {
+			t.Fatalf("plugin key %s: expected rejection", key)
+		} else if got := err.Error(); !strings.Contains(got, "不得声明 "+key) {
+			t.Fatalf("plugin key %s: error %q 未定位到字段", key, got)
+		}
+	}
+	// 宿主来源不受此限：permissionMode 在 Parse 下可用。
+	if _, err := Parse("---\nname: host-agent\npermissionMode: plan\n---\n正文\n"); err != nil {
+		t.Fatalf("host parse with permissionMode: %v", err)
+	}
+	// 插件的合法字段照常解析。
+	spec, err := ParsePlugin("---\nname: plug-agent\ntools: read_file\n---\n正文\n")
+	if err != nil || len(spec.Tools) != 1 {
+		t.Fatalf("plugin good spec: %+v err=%v", spec, err)
+	}
+}
+
+func TestLoadDirAtomicAndDuplicate(t *testing.T) {
+	dir := t.TempDir()
+	write := func(name, content string) {
+		if err := os.WriteFile(filepath.Join(dir, name), []byte(content), 0o644); err != nil {
+			t.Fatal(err)
+		}
+	}
+	write("a.md", "---\nname: alpha\n---\nA\n")
+	write("b.md", "---\nname: beta\n---\nB\n")
+	got, err := LoadDir(dir, nil)
+	if err != nil || len(got) != 2 {
+		t.Fatalf("load = %d err=%v", len(got), err)
+	}
+
+	write("c.md", "---\nname: alpha\n---\nC\n")
+	if _, err := LoadDir(dir, nil); err == nil {
+		t.Fatal("duplicate name accepted")
+	}
+	os.Remove(filepath.Join(dir, "c.md"))
+
+	write("bad.md", "---\nname: x\nbogus: 1\n---\n")
+	if _, err := LoadDir(dir, nil); err == nil {
+		t.Fatal("bad file did not fail the batch")
+	}
+}

runtime/checkpoint/checkpoint.go

@@ -0,0 +1,326 @@
+// Package checkpoint 记录写文件之前的内容，并按用户消息把文件退回去。
+// 只追踪显式交给它的写入。shell 与 python 的改动不经过这里。
+package checkpoint
+
+import (
+	"bytes"
+	"encoding/json"
+	"errors"
+	"os"
+	"path/filepath"
+	"sync"
+)
+
+// Record 是一次被追踪的写入。Before 是写入前的字节，After 是写入后的字节。
+type Record struct {
+	Seq     int    `json:"seq"`
+	Anchor  string `json:"anchor,omitempty"`
+	Root    string `json:"root"`
+	Path    string `json:"path"`
+	Existed bool   `json:"existed"`
+	Before  []byte `json:"before,omitempty"`
+	After   []byte `json:"after,omitempty"`
+}
+
+// Result 是一次回滚的分类。Skipped 是当前内容既不是写入后也不是写入前的文件
+// （含目标是符号链接的情况——恢复会跟出根外，按外部改动处理）。
+// Failed 是恢复动作本身失败的文件（Rewind 不因单文件失败中止，继续其余）。
+type Result struct {
+	Restored []string
+	Skipped  []string
+	Failed   []string
+}
+
+// Log 是追加写的检查点文件。
+type Log struct {
+	path    string
+	mu      sync.Mutex
+	lastSeq int // Open 时一次读出的最大 Seq；Record 递增（不再全读）
+}
+
+func Open(path string) (*Log, error) {
+	if err := os.MkdirAll(filepath.Dir(path), 0o755); err != nil {
+		return nil, err
+	}
+	f, err := os.OpenFile(path, os.O_CREATE, 0o644)
+	if err != nil {
+		return nil, err
+	}
+	_ = f.Close()
+	l := &Log{path: path}
+	// 初始化序号（一次读，之后递增）。
+	if all, err := l.read(); err == nil && len(all) > 0 {
+		l.lastSeq = all[len(all)-1].Seq
+	}
+	return l, nil
+}
+
+func (l *Log) Path() string { return l.path }
+
+// Record 追加一条检查点。rel 是相对 root 的路径。
+func (l *Log) Record(anchor, root, rel string, before []byte, existed bool, after []byte) error {
+	if l == nil {
+		return nil
+	}
+	l.mu.Lock()
+	defer l.mu.Unlock()
+	l.lastSeq++
+	rec := Record{
+		Seq: l.lastSeq, Anchor: anchor, Root: root, Path: filepath.ToSlash(rel),
+		Existed: existed, Before: append([]byte(nil), before...), After: append([]byte(nil), after...),
+	}
+	raw, err := json.Marshal(rec)
+	if err != nil {
+		return err
+	}
+	f, err := os.OpenFile(l.path, os.O_APPEND|os.O_WRONLY, 0o644)
+	if err != nil {
+		return err
+	}
+	defer f.Close()
+	_, err = f.Write(append(raw, '\n'))
+	return err
+}
+
+// Compact 只保留最近 keepAnchors 个 anchor 的记录（按 Seq 序判定新旧，
+// 保留原 Seq 不重排，序号单调性不破）。keepAnchors ≤ 0 不动。
+// 重写是原子的（临时文件 + rename）。
+func (l *Log) Compact(keepAnchors int) error {
+	if l == nil || keepAnchors <= 0 {
+		return nil
+	}
+	l.mu.Lock()
+	defer l.mu.Unlock()
+	all, err := l.read()
+	if err != nil {
+		return err
+	}
+	var anchors []string
+	seen := map[string]bool{}
+	for _, rec := range all {
+		if !seen[rec.Anchor] {
+			seen[rec.Anchor] = true
+			anchors = append(anchors, rec.Anchor)
+		}
+	}
+	if len(anchors) <= keepAnchors {
+		return nil
+	}
+	keep := map[string]bool{}
+	for _, a := range anchors[len(anchors)-keepAnchors:] {
+		keep[a] = true
+	}
+	tmp := l.path + ".compact.tmp"
+	f, err := os.OpenFile(tmp, os.O_CREATE|os.O_WRONLY|os.O_TRUNC, 0o644)
+	if err != nil {
+		return err
+	}
+	enc := json.NewEncoder(f)
+	for _, rec := range all {
+		if keep[rec.Anchor] {
+			if err := enc.Encode(rec); err != nil {
+				_ = f.Close()
+				_ = os.Remove(tmp)
+				return err
+			}
+		}
+	}
+	if err := f.Close(); err != nil {
+		_ = os.Remove(tmp)
+		return err
+	}
+	return os.Rename(tmp, l.path)
+}
+
+// Plan 列出从 anchor 起（含）会被回滚的文件，不改磁盘。
+// ordered 是用户消息 id 的时间顺序。
+func (l *Log) Plan(anchor string, ordered []string) (Result, error) {
+	if l == nil {
+		return Result{}, nil
+	}
+	l.mu.Lock()
+	defer l.mu.Unlock()
+	all, err := l.read()
+	if err != nil {
+		return Result{}, err
+	}
+	return classify(all, anchor, ordered), nil
+}
+
+// Rewind 把 anchor 及其后的被追踪写入退回写入前。
+// 当前内容与最后一次记录的 After 不一致时跳过并列入 Skipped。
+func (l *Log) Rewind(anchor string, ordered []string) (Result, error) {
+	if l == nil {
+		return Result{}, nil
+	}
+	l.mu.Lock()
+	defer l.mu.Unlock()
+	all, err := l.read()
+	if err != nil {
+		return Result{}, err
+	}
+	plan := classify(all, anchor, ordered)
+	// 单文件失败不中止：符号链接目标归入 Skipped（外部改动语义），
+	// 其余恢复错误记入 Failed 并继续（部分恢复对调用方可读）。
+	restored := plan.Restored[:0]
+	for _, rel := range plan.Restored {
+		group := groupFor(selected(all, anchor, ordered), rel)
+		if err := restore(group); err != nil {
+			if errors.Is(err, errSymlinkTarget) {
+				plan.Skipped = append(plan.Skipped, rel)
+				continue
+			}
+			plan.Failed = append(plan.Failed, rel)
+			continue
+		}
+		restored = append(restored, rel)
+	}
+	plan.Restored = restored
+	return plan, nil
+}
+
+func (l *Log) read() ([]Record, error) {
+	b, err := os.ReadFile(l.path)
+	if err != nil {
+		return nil, err
+	}
+	var out []Record
+	for _, line := range bytes.Split(b, []byte("\n")) {
+		line = bytes.TrimSpace(line)
+		if len(line) == 0 {
+			continue
+		}
+		var rec Record
+		if err := json.Unmarshal(line, &rec); err != nil {
+			return nil, err
+		}
+		out = append(out, rec)
+	}
+	return out, nil
+}
+
+func selected(all []Record, anchor string, ordered []string) []Record {
+	keep := map[string]bool{}
+	on := false
+	for _, id := range ordered {
+		if id == anchor {
+			on = true
+		}
+		if on {
+			keep[id] = true
+		}
+	}
+	if anchor != "" && len(ordered) == 0 {
+		keep[anchor] = true
+	}
+	var out []Record
+	for _, rec := range all {
+		if keep[rec.Anchor] {
+			out = append(out, rec)
+		}
+	}
+	return out
+}
+
+func classify(all []Record, anchor string, ordered []string) Result {
+	sel := selected(all, anchor, ordered)
+	seen := map[string]bool{}
+	var restored, skipped []string
+	for _, rec := range sel {
+		if seen[rec.Path] {
+			continue
+		}
+		seen[rec.Path] = true
+		group := groupFor(sel, rec.Path)
+		switch fileState(group) {
+		case stateRestore:
+			restored = append(restored, rec.Path)
+		case stateSkip:
+			skipped = append(skipped, rec.Path)
+		}
+	}
+	return Result{Restored: restored, Skipped: skipped}
+}
+
+func groupFor(sel []Record, rel string) []Record {
+	var group []Record
+	for _, rec := range sel {
+		if rec.Path == rel {
+			group = append(group, rec)
+		}
+	}
+	return group
+}
+
+const (
+	stateAlready = iota
+	stateRestore
+	stateSkip
+)
+
+func fileState(group []Record) int {
+	if len(group) == 0 {
+		return stateAlready
+	}
+	first, last := group[0], group[len(group)-1]
+	abs := filepath.Join(last.Root, filepath.FromSlash(last.Path))
+	current, err := os.ReadFile(abs)
+	missing := os.IsNotExist(err)
+	if err != nil && !missing {
+		return stateSkip
+	}
+	if missing {
+		if !last.Existed && len(last.After) == 0 {
+			return stateAlready
+		}
+		if !first.Existed && bytes.Equal(nil, first.Before) && len(last.After) > 0 {
+			return stateSkip
+		}
+		return stateSkip
+	}
+	if bytes.Equal(current, last.After) {
+		if !first.Existed {
+			return stateRestore
+		}
+		if bytes.Equal(current, first.Before) {
+			return stateAlready
+		}
+		return stateRestore
+	}
+	if first.Existed && bytes.Equal(current, first.Before) {
+		return stateAlready
+	}
+	return stateSkip
+}
+
+var errSymlinkTarget = errors.New("checkpoint: restore target is a symlink")
+
+// restoreForTesting 是测试缝：非空时在每次恢复前调用（返回错误即恢复失败）。
+// 生产代码永不应设置它；恢复期的故障注入无法绕开分类层的预检
+// （权限类失败对 root 不可重现，故用显式缝）。
+var restoreForTesting func(abs string) error
+
+func restore(group []Record) error {
+	if len(group) == 0 {
+		return nil
+	}
+	first := group[0]
+	abs := filepath.Join(first.Root, filepath.FromSlash(first.Path))
+	if restoreForTesting != nil {
+		if err := restoreForTesting(abs); err != nil {
+			return err
+		}
+	}
+	// 符号链接防护：恢复会跟出根外（与 fs_write_file 的防护同语义）。
+	// 按外部改动处理——由调用方归入 Skipped，不写不删。
+	if info, err := os.Lstat(abs); err == nil && info.Mode()&os.ModeSymlink != 0 {
+		return errSymlinkTarget
+	}
+	if !first.Existed {
+		return os.Remove(abs)
+	}
+	if err := os.MkdirAll(filepath.Dir(abs), 0o755); err != nil {
+		return err
+	}
+	return os.WriteFile(abs, first.Before, 0o644)
+}

runtime/checkpoint/checkpoint_test.go

@@ -0,0 +1,80 @@
+package checkpoint
+
+import (
+	"os"
+	"path/filepath"
+	"testing"
+)
+
+func TestRewindRestoresTrackedWriteAndSkipsExternalChange(t *testing.T) {
+	root := t.TempDir()
+	log, err := Open(filepath.Join(t.TempDir(), "cp.jsonl"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	if err := os.WriteFile(filepath.Join(root, "keep.txt"), []byte("old"), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	if err := log.Record("m1", root, "keep.txt", []byte("old"), true, []byte("new")); err != nil {
+		t.Fatal(err)
+	}
+	if err := os.WriteFile(filepath.Join(root, "keep.txt"), []byte("new"), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	if err := os.WriteFile(filepath.Join(root, "side.txt"), []byte("from-shell"), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	if err := log.Record("m1", root, "moved.txt", []byte("a"), true, []byte("b")); err != nil {
+		t.Fatal(err)
+	}
+	if err := os.WriteFile(filepath.Join(root, "moved.txt"), []byte("someone-else"), 0o644); err != nil {
+		t.Fatal(err)
+	}
+
+	got, err := log.Rewind("m1", []string{"m1"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(got.Restored) != 1 || got.Restored[0] != "keep.txt" {
+		t.Fatalf("restored %#v", got.Restored)
+	}
+	if len(got.Skipped) != 1 || got.Skipped[0] != "moved.txt" {
+		t.Fatalf("skipped %#v", got.Skipped)
+	}
+	body, err := os.ReadFile(filepath.Join(root, "keep.txt"))
+	if err != nil || string(body) != "old" {
+		t.Fatalf("keep.txt %q %v", body, err)
+	}
+	side, err := os.ReadFile(filepath.Join(root, "side.txt"))
+	if err != nil || string(side) != "from-shell" {
+		t.Fatalf("untracked file changed: %q %v", side, err)
+	}
+	moved, _ := os.ReadFile(filepath.Join(root, "moved.txt"))
+	if string(moved) != "someone-else" {
+		t.Fatalf("external edit was reverted: %q", moved)
+	}
+}
+
+func TestRewindRemovesCreatedFile(t *testing.T) {
+	root := t.TempDir()
+	log, err := Open(filepath.Join(t.TempDir(), "cp.jsonl"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	if err := os.WriteFile(filepath.Join(root, "new.txt"), []byte("hi"), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	if err := log.Record("m2", root, "new.txt", nil, false, []byte("hi")); err != nil {
+		t.Fatal(err)
+	}
+	got, err := log.Rewind("m2", []string{"m1", "m2"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(got.Restored) != 1 {
+		t.Fatalf("restored %#v", got.Restored)
+	}
+	if _, err := os.Stat(filepath.Join(root, "new.txt")); !os.IsNotExist(err) {
+		t.Fatalf("created file still present: %v", err)
+	}
+}

runtime/checkpoint/n3_test.go

@@ -0,0 +1,237 @@
+package checkpoint
+
+import (
+	"errors"
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+)
+
+// ---- N3 WP3：检查点收口 ----
+
+// 符号链接目标：恢复会跟出根外——归入 Skipped，链接与目标都不动。
+func TestRewindSkipsSymlinkTarget(t *testing.T) {
+	root := t.TempDir()
+	log, err := Open(filepath.Join(root, "cp.jsonl"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	real := filepath.Join(root, "real.txt")
+	if err := os.WriteFile(real, []byte("被跟踪写入后"), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	if err := log.Record("m1", root, "real.txt", []byte("写入前"), true, []byte("被跟踪写入后")); err != nil {
+		t.Fatal(err)
+	}
+	outside := filepath.Join(t.TempDir(), "outside.txt")
+	if err := os.WriteFile(outside, []byte("根外内容"), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	if err := os.Remove(real); err != nil {
+		t.Fatal(err)
+	}
+	if err := os.Symlink(outside, real); err != nil {
+		t.Fatal(err)
+	}
+	res, err := log.Rewind("m1", []string{"m1"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(res.Skipped) != 1 || res.Skipped[0] != "real.txt" {
+		t.Fatalf("符号链接必须进 Skipped：%+v", res)
+	}
+	if len(res.Restored) != 0 || len(res.Failed) != 0 {
+		t.Fatalf("符号链接不得恢复也不得算失败：%+v", res)
+	}
+	body, _ := os.ReadFile(outside)
+	if string(body) != "根外内容" {
+		t.Fatalf("根外目标被写：%q", body)
+	}
+	if info, _ := os.Lstat(real); info == nil || info.Mode()&os.ModeSymlink == 0 {
+		t.Fatal("符号链接本身不得被改动")
+	}
+}
+
+// 部分恢复：一个文件恢复动作失败（所在目录只读，Remove 失败），
+// 另一个照常恢复，失败进 Result.Failed，不中止。
+func TestRewindPartialFailureContinues(t *testing.T) {
+	root := t.TempDir()
+	log, err := Open(filepath.Join(root, "cp.jsonl"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	dirA, dirB := filepath.Join(root, "a"), filepath.Join(root, "b")
+	for _, d := range []string{dirA, dirB} {
+		if err := os.MkdirAll(d, 0o755); err != nil {
+			t.Fatal(err)
+		}
+	}
+	// 两个都是「被跟踪创建」的文件（existed=false，当前内容==写入后 → stateRestore）。
+	if err := os.WriteFile(filepath.Join(dirA, "keep.txt"), []byte("A后"), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	if err := os.WriteFile(filepath.Join(dirB, "fail.txt"), []byte("B后"), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	if err := log.Record("m1", root, "a/keep.txt", nil, false, []byte("A后")); err != nil {
+		t.Fatal(err)
+	}
+	if err := log.Record("m1", root, "b/fail.txt", nil, false, []byte("B后")); err != nil {
+		t.Fatal(err)
+	}
+	// 测试缝注入恢复失败（权限法对 root 不可重现——CI 以 root 跑）。
+	restoreForTesting = func(abs string) error {
+		if strings.HasSuffix(abs, "b/fail.txt") {
+			return errors.New("注入的恢复失败")
+		}
+		return nil
+	}
+	defer func() { restoreForTesting = nil }()
+	res, err := log.Rewind("m1", []string{"m1"})
+	if err != nil {
+		t.Fatalf("单文件失败不得中止：%v", err)
+	}
+	if len(res.Failed) != 1 || res.Failed[0] != "b/fail.txt" {
+		t.Fatalf("失败文件应进 Failed：%+v", res)
+	}
+	if len(res.Restored) != 1 || res.Restored[0] != "a/keep.txt" {
+		t.Fatalf("其余文件照常恢复：%+v", res)
+	}
+	if _, err := os.Stat(filepath.Join(dirA, "keep.txt")); !os.IsNotExist(err) {
+		t.Fatal("keep.txt 应被删除")
+	}
+	if _, err := os.Stat(filepath.Join(dirB, "fail.txt")); err != nil {
+		t.Fatal("fail.txt 应保留")
+	}
+}
+
+// Compact：只留最近 N 个 anchor 的记录，原 Seq 保留，后续 Record 序号单调。
+func TestCompactKeepsRecentAnchors(t *testing.T) {
+	root := t.TempDir()
+	log, err := Open(filepath.Join(root, "cp.jsonl"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	for _, tc := range []struct{ anchor, rel string }{
+		{"m1", "a"}, {"m2", "b"}, {"m2", "c"}, {"m3", "d"},
+	} {
+		if err := log.Record(tc.anchor, root, tc.rel, []byte("x"), true, []byte("y")); err != nil {
+			t.Fatal(err)
+		}
+	}
+	if err := log.Compact(2); err != nil {
+		t.Fatal(err)
+	}
+	all, err := log.read()
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(all) != 3 {
+		t.Fatalf("Compact(2) 应留 3 条（m2×2 + m3），得到 %d", len(all))
+	}
+	for _, rec := range all {
+		if rec.Anchor == "m1" {
+			t.Fatalf("m1 应被裁掉：%+v", all)
+		}
+	}
+	// Seq 保留原值且后续递增单调。
+	maxSeq := 0
+	for _, rec := range all {
+		if rec.Seq > maxSeq {
+			maxSeq = rec.Seq
+		}
+	}
+	if err := log.Record("m4", root, "e", []byte("x"), true, []byte("y")); err != nil {
+		t.Fatal(err)
+	}
+	all, _ = log.read()
+	if all[len(all)-1].Seq <= maxSeq {
+		t.Fatalf("Compact 后序号必须单调：%d → %d", maxSeq, all[len(all)-1].Seq)
+	}
+}
+
+// 空 ordered 边界：只回滚 anchor 自己的记录（既有语义钉住）。
+func TestRewindEmptyOrderedKeepsAnchorOnly(t *testing.T) {
+	root := t.TempDir()
+	log, err := Open(filepath.Join(root, "cp.jsonl"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	if err := os.WriteFile(filepath.Join(root, "a.txt"), []byte("A后"), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	if err := os.WriteFile(filepath.Join(root, "b.txt"), []byte("B后"), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	if err := log.Record("m1", root, "a.txt", []byte("A前"), true, []byte("A后")); err != nil {
+		t.Fatal(err)
+	}
+	if err := log.Record("m2", root, "b.txt", []byte("B前"), true, []byte("B后")); err != nil {
+		t.Fatal(err)
+	}
+	res, err := log.Rewind("m2", nil)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(res.Restored) != 1 || res.Restored[0] != "b.txt" {
+		t.Fatalf("空 ordered 只回滚 anchor 自己：%+v", res)
+	}
+	if body, _ := os.ReadFile(filepath.Join(root, "a.txt")); string(body) != "A后" {
+		t.Fatalf("m1 的文件不得被动：%q", body)
+	}
+}
+
+// 「外部同字节改写」分类为 Already（内容等价即视为同步，钉住语义）。
+func TestIdenticalExternalRewriteIsAlready(t *testing.T) {
+	root := t.TempDir()
+	log, err := Open(filepath.Join(root, "cp.jsonl"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	if err := os.WriteFile(filepath.Join(root, "a.txt"), []byte("相同内容"), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	if err := log.Record("m1", root, "a.txt", []byte("相同内容"), true, []byte("相同内容")); err != nil {
+		t.Fatal(err)
+	}
+	// 外部用相同字节重写一遍（mtime 变、内容同）。
+	if err := os.WriteFile(filepath.Join(root, "a.txt"), []byte("相同内容"), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	res, err := log.Plan("m1", []string{"m1"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(res.Restored) != 0 || len(res.Skipped) != 0 {
+		t.Fatalf("同字节改写应为 Already（不进任何分类）：%+v", res)
+	}
+}
+
+// root 移动：记录按各自 Root 恢复，不窜根。
+func TestRewindUsesPerRecordRoot(t *testing.T) {
+	root1, root2 := t.TempDir(), t.TempDir()
+	log, err := Open(filepath.Join(root1, "cp.jsonl"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	if err := os.WriteFile(filepath.Join(root2, "a.txt"), []byte("root2 的内容"), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	if err := log.Record("m1", root2, "a.txt", []byte("写入前"), true, []byte("root2 的内容")); err != nil {
+		t.Fatal(err)
+	}
+	res, err := log.Rewind("m1", []string{"m1"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(res.Restored) != 1 {
+		t.Fatalf("应按记录内 Root 恢复：%+v", res)
+	}
+	if body, _ := os.ReadFile(filepath.Join(root2, "a.txt")); string(body) != "写入前" {
+		t.Fatalf("root2 未恢复：%q", body)
+	}
+	if _, err := os.Stat(filepath.Join(root1, "a.txt")); !os.IsNotExist(err) {
+		t.Fatal("不得在 root1 造出同名文件")
+	}
+}

runtime/codeorch/agentwf.py

@@ -0,0 +1,51 @@
+"""工作流脚本回调。用法：import agentwf as wf。
+
+请求写到 fd 3，响应从 fd 4 按行读回。宿主一次只处理一条。
+"""
+
+import json
+import os
+
+_seq = 0
+_out = os.fdopen(3, "w", encoding="utf-8", buffering=1)
+_inp = os.fdopen(4, "r", encoding="utf-8", buffering=1)
+
+
+def _rpc(op, **fields):
+    global _seq
+    _seq += 1
+    msg = {"id": str(_seq), "op": op}
+    msg.update(fields)
+    _out.write(json.dumps(msg, ensure_ascii=False) + "\n")
+    _out.flush()
+    line = _inp.readline()
+    if not line:
+        raise RuntimeError("workflow host closed")
+    resp = json.loads(line)
+    if not resp.get("ok"):
+        raise RuntimeError(resp.get("error") or "workflow call failed")
+    return resp.get("output", "")
+
+
+def tool(name, args=None):
+    return _rpc("tool.call", name=name, args=args or {})
+
+
+def ask(question, choices=None):
+    return _rpc("hitl.ask", question=question, choices=choices or [])
+
+
+def agent(name, task):
+    return _rpc("agent.spawn", agent=name, task=task)
+
+
+def artifact(name, content):
+    return _rpc("artifact.register", name=name, content=content)
+
+
+def card(title, kind="result"):
+    return _rpc("card.create", title=title, kind=kind)
+
+
+def step(step_id, title, status):
+    return _rpc("step", stepId=step_id, title=title, status=status)

runtime/codeorch/forbid.go

@@ -0,0 +1,12 @@
+package codeorch
+
+// Forbidden 是脚本不能再调用的工具：解释器、自身、派发和工作流。
+func Forbidden(name string) bool {
+	switch name {
+	case "run_python", "run_shell", "run_command", "run_tool_script",
+		"delegate_task", "squad_orchestrate", "run_workflow", "review_findings":
+		return true
+	default:
+		return false
+	}
+}

runtime/codeorch/host.go

@@ -0,0 +1,380 @@
+// Package codeorch 在会话目录里跑一段 Python，并按行把工具调用交回宿主。
+// 工作流脚本和 run_tool_script 共用这一套进程与限额。
+package codeorch
+
+import (
+	"bufio"
+	"bytes"
+	"context"
+	"encoding/json"
+	"fmt"
+	"io"
+	"os"
+	"os/exec"
+	"path/filepath"
+	"strings"
+	"sync"
+	"time"
+	"unicode/utf8"
+
+	_ "embed"
+)
+
+//go:embed agentwf.py
+var agentwfSource string
+
+const (
+	defaultTimeout = 120 * time.Second
+	defaultMaxWait = 600 * time.Second
+	defaultCalls   = 50
+	defaultResult  = 1 << 20
+	defaultModel   = 16000
+)
+
+var (
+	helperOnce sync.Once
+	helperDir  string
+	helperErr  error
+)
+
+// Call 是脚本发来的一行请求。Args 与 Choices 保持原始 JSON。
+type Call struct {
+	ID       string          `json:"id"`
+	Op       string          `json:"op"`
+	Name     string          `json:"name"`
+	Args     json.RawMessage `json:"args"`
+	Question string          `json:"question"`
+	Choices  json.RawMessage `json:"choices"`
+	Agent    string          `json:"agent"`
+	Task     string          `json:"task"`
+	Content  string          `json:"content"`
+	Title    string          `json:"title"`
+	Kind     string          `json:"kind"`
+	Status   string          `json:"status"`
+	StepID   string          `json:"stepId"`
+}
+
+// Limits 控制一次脚本运行。零值使用工具路径的缺省：120 秒、最长 600 秒、50 次、1 MiB、16k 字符。
+type Limits struct {
+	Timeout        time.Duration
+	MaxTimeout     time.Duration
+	MaxCalls       int
+	MaxResultBytes int
+	MaxModelChars  int
+	FullDir        string
+}
+
+// Outcome 是给模型的文本、已成功的调用，以及超限时的全文路径。
+type Outcome struct {
+	Output   string
+	FullPath string
+	Calls    []string
+	Err      error
+}
+
+// Starter 按工作目录和脚本路径准备命令。空则用 python3。
+type Starter func(ctx context.Context, workDir, path string) (*exec.Cmd, error)
+
+// Dispatch 处理一条回调。返回的错误会写回脚本并记入最终结果。
+type Dispatch func(ctx context.Context, call Call) (string, error)
+
+// ModelText 把截断后的输出、已执行调用和错误拼成给模型的文本。
+func (o Outcome) ModelText() string {
+	text := o.Output
+	if o.Err != nil {
+		msg := o.Err.Error()
+		if len(o.Calls) > 0 {
+			msg = "已执行：" + strings.Join(o.Calls, "、") + "\n" + msg
+		}
+		if text != "" {
+			text += "\n"
+		}
+		text += msg
+	}
+	if o.FullPath != "" {
+		if text != "" {
+			text += "\n"
+		}
+		text += "全文在 " + o.FullPath
+	}
+	return text
+}
+
+// RunFile 执行已经落盘的脚本。
+func RunFile(ctx context.Context, workDir, path string, lim Limits, start Starter, dispatch Dispatch) Outcome {
+	if ctx == nil {
+		ctx = context.Background()
+	}
+	timeout := lim.bounded()
+	runCtx, cancel := context.WithTimeout(ctx, timeout)
+	defer cancel()
+	helper, err := helperPath()
+	if err != nil {
+		return Outcome{Err: err}
+	}
+	if start == nil {
+		start = defaultStart
+	}
+	cmd, err := start(runCtx, workDir, path)
+	if err != nil {
+		return Outcome{Err: err}
+	}
+	cmd.Env = prependPythonPath(cmd.Env, helper)
+	reqR, reqW, err := os.Pipe()
+	if err != nil {
+		return Outcome{Err: err}
+	}
+	respR, respW, err := os.Pipe()
+	if err != nil {
+		reqR.Close()
+		reqW.Close()
+		return Outcome{Err: err}
+	}
+	cmd.ExtraFiles = []*os.File{reqW, respR}
+	var stdout, stderr bytes.Buffer
+	cmd.Stdout = &stdout
+	cmd.Stderr = &stderr
+	if err := cmd.Start(); err != nil {
+		reqR.Close()
+		reqW.Close()
+		respR.Close()
+		respW.Close()
+		return Outcome{Err: err}
+	}
+	reqW.Close()
+	respR.Close()
+	defer reqR.Close()
+	defer respW.Close()
+	calls, callErr := serve(runCtx, reqR, respW, lim, dispatch)
+	if callErr != nil {
+		cancel()
+	}
+	waitErr := cmd.Wait()
+	out := Outcome{Output: clipJoined(&stdout, &stderr), Calls: calls}
+	out = clipModel(out, lim)
+	switch {
+	case callErr != nil:
+		out.Err = callErr
+	case runCtx.Err() == context.DeadlineExceeded:
+		out.Err = fmt.Errorf("脚本超时")
+	case runCtx.Err() == context.Canceled:
+		out.Err = fmt.Errorf("脚本已取消")
+	case waitErr != nil:
+		out.Err = fmt.Errorf("脚本退出：%v", waitErr)
+	}
+	return out
+}
+
+// Run 把脚本体写入工作目录后再执行。
+func Run(ctx context.Context, workDir, body string, lim Limits, start Starter, dispatch Dispatch) Outcome {
+	dir := filepath.Join(workDir, ".agent")
+	if err := os.MkdirAll(dir, 0o755); err != nil {
+		return Outcome{Err: err}
+	}
+	path := filepath.Join(dir, fmt.Sprintf("orch-%d.py", time.Now().UnixNano()))
+	if err := os.WriteFile(path, []byte(body), 0o600); err != nil {
+		return Outcome{Err: err}
+	}
+	return RunFile(ctx, workDir, path, lim, start, dispatch)
+}
+
+func (l Limits) bounded() time.Duration {
+	d := l.Timeout
+	if d <= 0 {
+		d = defaultTimeout
+	}
+	max := l.MaxTimeout
+	if max <= 0 {
+		max = defaultMaxWait
+	}
+	if d > max {
+		return max
+	}
+	return d
+}
+
+func (l Limits) calls() int {
+	if l.MaxCalls <= 0 {
+		return defaultCalls
+	}
+	return l.MaxCalls
+}
+
+func (l Limits) resultBytes() int {
+	if l.MaxResultBytes <= 0 {
+		return defaultResult
+	}
+	return l.MaxResultBytes
+}
+
+func (l Limits) modelChars() int {
+	if l.MaxModelChars <= 0 {
+		return defaultModel
+	}
+	return l.MaxModelChars
+}
+
+func serve(ctx context.Context, reqR, respW *os.File, lim Limits, dispatch Dispatch) ([]string, error) {
+	sc := bufio.NewScanner(reqR)
+	sc.Buffer(make([]byte, 64*1024), lim.resultBytes())
+	var calls []string
+	n := 0
+	for sc.Scan() {
+		line := strings.TrimSpace(sc.Text())
+		if line == "" {
+			continue
+		}
+		n++
+		var call Call
+		if err := json.Unmarshal([]byte(line), &call); err != nil {
+			_ = writeResp(respW, call.ID, false, "", "请求不是合法 JSON")
+			continue
+		}
+		if n > lim.calls() {
+			_ = writeResp(respW, call.ID, false, "", "脚本回调超过 50 次")
+			return calls, fmt.Errorf("脚本回调超过 50 次")
+		}
+		if ctx.Err() != nil {
+			return calls, ctx.Err()
+		}
+		if dispatch == nil {
+			_ = writeResp(respW, call.ID, false, "", "没有回调处理")
+			continue
+		}
+		output, err := dispatch(ctx, call)
+		if err != nil {
+			_ = writeResp(respW, call.ID, false, "", err.Error())
+			if ctx.Err() != nil {
+				return calls, ctx.Err()
+			}
+			continue
+		}
+		if call.Op == "tool.call" && call.Name != "" {
+			calls = append(calls, call.Name)
+		}
+		if err := writeResp(respW, call.ID, true, clipBytes(output, lim.resultBytes()), ""); err != nil {
+			return calls, err
+		}
+	}
+	if err := sc.Err(); err != nil {
+		if err == bufio.ErrTooLong {
+			return calls, fmt.Errorf("单行请求超过 1MB")
+		}
+		if ctx.Err() != nil {
+			return calls, ctx.Err()
+		}
+		return calls, err
+	}
+	return calls, nil
+}
+
+func writeResp(w io.Writer, id string, ok bool, output, errText string) error {
+	raw, err := json.Marshal(struct {
+		ID     string `json:"id"`
+		OK     bool   `json:"ok"`
+		Output string `json:"output,omitempty"`
+		Error  string `json:"error,omitempty"`
+	}{ID: id, OK: ok, Output: output, Error: errText})
+	if err != nil {
+		return err
+	}
+	_, err = w.Write(append(raw, '\n'))
+	return err
+}
+
+func clipBytes(s string, n int) string {
+	if n <= 0 || len(s) <= n {
+		return s
+	}
+	cut := s[:n]
+	for !utf8.ValidString(cut) && len(cut) > 0 {
+		cut = cut[:len(cut)-1]
+	}
+	return cut
+}
+
+func clipJoined(stdout, stderr *bytes.Buffer) string {
+	text := strings.TrimSpace(stdout.String())
+	errText := strings.TrimSpace(stderr.String())
+	if errText != "" {
+		if text != "" {
+			text += "\n"
+		}
+		text += errText
+	}
+	return text
+}
+
+func clipModel(out Outcome, lim Limits) Outcome {
+	limit := lim.modelChars()
+	if utf8.RuneCountInString(out.Output) <= limit {
+		return out
+	}
+	dir := lim.FullDir
+	if dir == "" {
+		dir = os.TempDir()
+	}
+	if err := os.MkdirAll(dir, 0o755); err != nil {
+		out.Output = clipRunes(out.Output, limit)
+		return out
+	}
+	path := filepath.Join(dir, fmt.Sprintf("script-output-%d.txt", time.Now().UnixNano()))
+	if err := os.WriteFile(path, []byte(out.Output), 0o644); err != nil {
+		out.Output = clipRunes(out.Output, limit)
+		return out
+	}
+	out.FullPath = path
+	out.Output = clipRunes(out.Output, limit)
+	return out
+}
+
+func clipRunes(s string, n int) string {
+	if utf8.RuneCountInString(s) <= n {
+		return s
+	}
+	i := 0
+	for count := 0; count < n && i < len(s); count++ {
+		_, size := utf8.DecodeRuneInString(s[i:])
+		i += size
+	}
+	return s[:i] + "…（超长截断）"
+}
+
+func defaultStart(ctx context.Context, workDir, path string) (*exec.Cmd, error) {
+	bin, err := exec.LookPath("python3")
+	if err != nil {
+		return nil, fmt.Errorf("找不到 python3: %w", err)
+	}
+	cmd := exec.CommandContext(ctx, bin, path)
+	cmd.Dir = workDir
+	return cmd, nil
+}
+
+func helperPath() (string, error) {
+	helperOnce.Do(func() {
+		dir, err := os.MkdirTemp("", "agentwf-*")
+		if err != nil {
+			helperErr = err
+			return
+		}
+		if err := os.WriteFile(filepath.Join(dir, "agentwf.py"), []byte(agentwfSource), 0o644); err != nil {
+			helperErr = err
+			return
+		}
+		helperDir = dir
+	})
+	return helperDir, helperErr
+}
+
+func prependPythonPath(env []string, dir string) []string {
+	if env == nil {
+		env = os.Environ()
+	}
+	for i, kv := range env {
+		if strings.HasPrefix(kv, "PYTHONPATH=") {
+			env[i] = "PYTHONPATH=" + dir + string(os.PathListSeparator) + strings.TrimPrefix(kv, "PYTHONPATH=")
+			return env
+		}
+	}
+	return append(env, "PYTHONPATH="+dir)
+}

runtime/codeorch/host_test.go

@@ -0,0 +1,89 @@
+package codeorch
+
+import (
+	"context"
+	"errors"
+	"os"
+	"strings"
+	"testing"
+	"time"
+	"unicode/utf8"
+)
+
+func TestScriptCallsTwoToolsAndReportsTheOneThatRan(t *testing.T) {
+	body := "import agentwf as wf\nprint(wf.tool('alpha', {}))\nprint(wf.tool('beta', {}))\n"
+	out := Run(context.Background(), t.TempDir(), body, Limits{}, nil, func(_ context.Context, call Call) (string, error) {
+		if call.Name == "beta" {
+			return "", errors.New("beta 失败")
+		}
+		return "A", nil
+	})
+	text := out.ModelText()
+	if len(out.Calls) != 1 || out.Calls[0] != "alpha" {
+		t.Fatalf("calls %+v", out.Calls)
+	}
+	if !strings.Contains(text, "已执行：alpha") || !strings.Contains(text, "beta 失败") {
+		t.Fatalf("text %q err %v", text, out.Err)
+	}
+}
+
+func TestForbiddenToolIsRejectedBeforeDispatchRunsIt(t *testing.T) {
+	body := "import agentwf as wf\nprint(wf.tool('read_file', {}))\nprint(wf.tool('run_shell', {}))\n"
+	var ran []string
+	out := Run(context.Background(), t.TempDir(), body, Limits{}, nil, func(_ context.Context, call Call) (string, error) {
+		if Forbidden(call.Name) {
+			return "", errors.New("不能调用 " + call.Name)
+		}
+		ran = append(ran, call.Name)
+		return "ok", nil
+	})
+	if len(ran) != 1 || ran[0] != "read_file" {
+		t.Fatalf("ran %+v", ran)
+	}
+	if !strings.Contains(out.ModelText(), "不能调用 run_shell") {
+		t.Fatalf("text %q", out.ModelText())
+	}
+}
+
+func TestLongOutputIsClippedAndStored(t *testing.T) {
+	body := "import agentwf as wf\nprint(wf.tool('big', {}))\n"
+	dir := t.TempDir()
+	out := Run(context.Background(), dir, body, Limits{MaxModelChars: 8, FullDir: dir}, nil, func(_ context.Context, call Call) (string, error) {
+		return strings.Repeat("测", 20), nil
+	})
+	if out.FullPath == "" {
+		t.Fatal("expected a full-text file")
+	}
+	full, err := os.ReadFile(out.FullPath)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if utf8.RuneCount(full) < 20 {
+		t.Fatalf("full text too short: %q", full)
+	}
+	if !strings.HasSuffix(out.Output, "…（超长截断）") || utf8.RuneCountInString(strings.TrimSuffix(out.Output, "…（超长截断）")) != 8 {
+		t.Fatalf("model output not clipped: %q", out.Output)
+	}
+	if !strings.Contains(out.ModelText(), out.FullPath) {
+		t.Fatalf("model text missing path: %q", out.ModelText())
+	}
+}
+
+func TestResultGivenToScriptIsCapped(t *testing.T) {
+	got := clipBytes(strings.Repeat("x", 20), 8)
+	if got != "xxxxxxxx" {
+		t.Fatalf("clip %q", got)
+	}
+	if !utf8.ValidString(clipBytes("测测测", 4)) {
+		t.Fatal("clip broke utf-8")
+	}
+}
+
+func TestTimeoutIsCapped(t *testing.T) {
+	if (Limits{Timeout: 900 * time.Second, MaxTimeout: 600 * time.Second}).bounded() != 600*time.Second {
+		t.Fatal("timeout must clamp to the max")
+	}
+	if (Limits{}).bounded() != defaultTimeout {
+		t.Fatal("empty limits must use the 120s default")
+	}
+}

runtime/durable_test.go

@@ -0,0 +1,442 @@
+package runtime
+
+import (
+	"context"
+	"path/filepath"
+	"strings"
+	"testing"
+
+	"agent-native/runtime/llm"
+	"agent-native/runtime/session"
+	"agent-native/runtime/tools"
+)
+
+type replayTool struct {
+	countingTool
+	replay string
+}
+
+func (r *replayTool) Replay() string {
+	if r.replay == "" {
+		return tools.ReplayNever
+	}
+	return r.replay
+}
+
+func TestPendingUnsafeToolIsNotRerun(t *testing.T) {
+	dir := t.TempDir()
+	st, err := session.Open(filepath.Join(dir, "s.jsonl"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	if err := st.Append(llm.Message{
+		Role: llm.RoleAssistant, StopReason: llm.StopToolCalls,
+		ToolCalls: []llm.ToolCall{{ID: "c1", Name: "write_file", Arguments: `{}`}},
+	}); err != nil {
+		t.Fatal(err)
+	}
+	if err := st.AppendToolIntent(session.ToolIntent{CallID: "c1", Name: "write_file", Arguments: `{}`, Replay: tools.ReplayNever}); err != nil {
+		t.Fatal(err)
+	}
+	tool := &countingTool{name: "write_file"}
+	reg := tools.NewRegistry(dir)
+	reg.Register(tool)
+	_, err = Run(context.Background(), Config{
+		Model: "fake", Session: st, Tools: reg, MaxTurns: 2,
+		Stream: script(llm.Message{Role: llm.RoleAssistant, Content: "later", StopReason: llm.StopEnd}),
+	}, llm.Message{Role: llm.RoleUser, Content: "next"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if tool.calls != 0 {
+		t.Fatalf("unsafe tool reran: %d", tool.calls)
+	}
+	msgs, err := st.Load()
+	if err != nil {
+		t.Fatal(err)
+	}
+	var paired bool
+	for _, m := range msgs {
+		if m.Role == llm.RoleTool && m.ToolCallID == "c1" && m.Content == unknownSideEffect {
+			paired = true
+		}
+	}
+	if !paired {
+		t.Fatalf("pair missing: %#v", msgs)
+	}
+}
+
+func TestPendingSafeToolRerunsOnce(t *testing.T) {
+	dir := t.TempDir()
+	st, err := session.Open(filepath.Join(dir, "s.jsonl"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	if err := st.Append(llm.Message{
+		Role: llm.RoleAssistant, StopReason: llm.StopToolCalls,
+		ToolCalls: []llm.ToolCall{{ID: "c1", Name: "read_file", Arguments: `{}`}},
+	}); err != nil {
+		t.Fatal(err)
+	}
+	if err := st.AppendToolIntent(session.ToolIntent{CallID: "c1", Name: "read_file", Arguments: `{}`, Replay: tools.ReplaySafe}); err != nil {
+		t.Fatal(err)
+	}
+	tool := &replayTool{countingTool: countingTool{name: "read_file"}, replay: tools.ReplaySafe}
+	reg := tools.NewRegistry(dir)
+	reg.Register(tool)
+	_, err = Run(context.Background(), Config{
+		Model: "fake", Session: st, Tools: reg, MaxTurns: 2,
+		Stream: script(llm.Message{Role: llm.RoleAssistant, Content: "later", StopReason: llm.StopEnd}),
+	}, llm.Message{Role: llm.RoleUser, Content: "next"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if tool.calls != 1 {
+		t.Fatalf("calls %d", tool.calls)
+	}
+	msgs, err := st.Load()
+	if err != nil {
+		t.Fatal(err)
+	}
+	for _, m := range msgs {
+		if m.Role == llm.RoleTool && m.ToolCallID == "c1" {
+			if m.Content != "ok" || strings.Contains(m.Content, unknownSideEffect) {
+				t.Fatalf("result %#v", m)
+			}
+			return
+		}
+	}
+	t.Fatal("missing tool result")
+}
+
+func TestStoredSafeCurrentNeverDoesNotRerun(t *testing.T) {
+	dir := t.TempDir()
+	st, err := session.Open(filepath.Join(dir, "s.jsonl"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	if err := st.AppendToolIntent(session.ToolIntent{CallID: "c1", Name: "read_file", Arguments: `{}`, Replay: tools.ReplaySafe}); err != nil {
+		t.Fatal(err)
+	}
+	tool := &replayTool{countingTool: countingTool{name: "read_file"}, replay: tools.ReplayNever}
+	reg := tools.NewRegistry(dir)
+	reg.Register(tool)
+	if _, err := recoverPending(context.Background(), Config{Session: st, Tools: reg}); err != nil {
+		t.Fatal(err)
+	}
+	if tool.calls != 0 {
+		t.Fatalf("calls %d", tool.calls)
+	}
+}
+
+func TestFollowUpIsPersistedBeforeNextRequest(t *testing.T) {
+	dir := t.TempDir()
+	st, err := session.Open(filepath.Join(dir, "s.jsonl"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	sent := false
+	var saw bool
+	stream := func(ctx context.Context, model string, messages []llm.Message, tools []llm.ToolDecl, opts llm.StreamOptions) <-chan llm.Event {
+		ch := make(chan llm.Event, 1)
+		go func() {
+			defer close(ch)
+			for _, m := range messages {
+				if m.Content == "follow-please" {
+					loaded, err := st.Load()
+					if err != nil {
+						t.Errorf("load %v", err)
+					}
+					for _, got := range loaded {
+						if got.Content == "follow-please" {
+							saw = true
+						}
+					}
+				}
+			}
+			ch <- llm.Event{Kind: llm.KindMessageEnd, Message: llm.Message{Role: llm.RoleAssistant, Content: "ok", StopReason: llm.StopEnd}}
+		}()
+		return ch
+	}
+	_, err = Run(context.Background(), Config{
+		Model: "fake", Session: st, MaxTurns: 3, Stream: stream,
+		GetFollowUp: func() []llm.Message {
+			if sent {
+				return nil
+			}
+			sent = true
+			return []llm.Message{{Role: llm.RoleUser, Content: "follow-please"}}
+		},
+	}, llm.Message{Role: llm.RoleUser, Content: "go"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if !saw {
+		t.Fatal("follow-up entered the request before it was stored")
+	}
+}
+
+func TestSpansUseAgreedNamesWithoutPrompt(t *testing.T) {
+	var names []string
+	var leaked bool
+	reg := tools.NewRegistry(t.TempDir())
+	reg.Register(&countingTool{name: "read_file"})
+	_, err := Run(context.Background(), Config{
+		Model: "fake", Tools: reg, MaxTurns: 2,
+		Trace: func(name string, attrs map[string]string) func() {
+			names = append(names, name)
+			if _, ok := attrs["prompt"]; ok || attrs["content"] != "" {
+				leaked = true
+			}
+			return func() {}
+		},
+		Stream: script(
+			llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{ID: "1", Name: "read_file", Arguments: `{}`}}},
+			llm.Message{Role: llm.RoleAssistant, Content: "done", StopReason: llm.StopEnd},
+		),
+	}, llm.Message{Role: llm.RoleUser, Content: "用户的秘密提示词"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	joined := strings.Join(names, ",")
+	for _, want := range []string{"invoke_agent", "chat", "execute_tool"} {
+		if !strings.Contains(joined, want) {
+			t.Fatalf("names %s", joined)
+		}
+	}
+	if leaked {
+		t.Fatal("prompt leaked into span attrs")
+	}
+}
+
+// ---- N3 WP1：崩溃窗口尾部配对兜底（验收① 库层机器核心）----
+
+// 窗口内死亡（persist(assistant) 之后、任何 intent 之前）：转录只有带
+// tool_calls 的 assistant。恢复后每个调用都有「进程中断」配对，且 run 继续。
+func TestResumePairsOrphanTailAfterCrashWindow(t *testing.T) {
+	dir := t.TempDir()
+	st, err := session.Open(filepath.Join(dir, "s.jsonl"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	if err := st.Append(llm.Message{Role: llm.RoleSystem, Content: "sys"}); err != nil {
+		t.Fatal(err)
+	}
+	if err := st.Append(llm.Message{Role: llm.RoleUser, Content: "干个活"}); err != nil {
+		t.Fatal(err)
+	}
+	// 崩溃窗口形态：assistant 落盘、零意图、零结果。
+	if err := st.Append(llm.Message{
+		Role: llm.RoleAssistant, StopReason: llm.StopToolCalls,
+		ToolCalls: []llm.ToolCall{
+			{ID: "c1", Name: "write_file", Arguments: `{}`},
+			{ID: "c2", Name: "read_file", Arguments: `{}`},
+		},
+	}); err != nil {
+		t.Fatal(err)
+	}
+	reg := tools.NewRegistry(dir)
+	tool := &countingTool{name: "write_file"}
+	reg.Register(tool)
+	reg.Register(&countingTool{name: "read_file"})
+	_, err = Run(context.Background(), Config{
+		Model: "fake", Session: st, Tools: reg, MaxTurns: 2,
+		Stream: script(llm.Message{Role: llm.RoleAssistant, Content: "继续", StopReason: llm.StopEnd}),
+	}, llm.Message{Role: llm.RoleUser, Content: "还在吗"})
+	if err != nil {
+		t.Fatalf("恢复后的 Run 不得失败（配对修复应让提供方接受历史）：%v", err)
+	}
+	msgs, err := st.Load()
+	if err != nil {
+		t.Fatal(err)
+	}
+	// 双向配对断言：每个调用有结果、每个结果有调用。
+	calls, results := map[string]string{}, map[string]bool{}
+	for _, m := range msgs {
+		for _, c := range m.ToolCalls {
+			calls[c.ID] = c.Name
+		}
+		if m.Role == llm.RoleTool && m.ToolCallID != "" {
+			results[m.ToolCallID] = true
+			if m.Content != crashInterrupted && m.Content != unknownSideEffect {
+				t.Fatalf("兜底文案不对：%q", m.Content)
+			}
+			if !m.IsError {
+				t.Fatal("兜底结果必须 IsError")
+			}
+		}
+	}
+	for id := range calls {
+		if !results[id] {
+			t.Fatalf("孤立 tool_call：%s", id)
+		}
+	}
+	if tool.calls != 0 {
+		t.Fatalf("兜底不得重放写工具：%d", tool.calls)
+	}
+}
+
+// 执行中死亡（c1 意图+结果、c2 意图无结果）+ 窗口死亡（c3 无意图）混合：
+// 意图路径配 c2、尾部兜底配 c3，互不重复。
+func TestResumeMixedIntentAndOrphanTail(t *testing.T) {
+	dir := t.TempDir()
+	st, err := session.Open(filepath.Join(dir, "s.jsonl"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	if err := st.Append(llm.Message{
+		Role: llm.RoleAssistant, StopReason: llm.StopToolCalls,
+		ToolCalls: []llm.ToolCall{
+			{ID: "c1", Name: "read_file", Arguments: `{}`},
+			{ID: "c2", Name: "read_file", Arguments: `{}`},
+			{ID: "c3", Name: "write_file", Arguments: `{}`},
+		},
+	}); err != nil {
+		t.Fatal(err)
+	}
+	if err := st.AppendToolIntent(session.ToolIntent{CallID: "c1", Name: "read_file", Arguments: `{}`, Replay: tools.ReplaySafe}); err != nil {
+		t.Fatal(err)
+	}
+	if err := st.Append(llm.Message{Role: llm.RoleTool, ToolCallID: "c1", Name: "read_file", Content: "真实结果"}); err != nil {
+		t.Fatal(err)
+	}
+	if err := st.AppendToolIntent(session.ToolIntent{CallID: "c2", Name: "read_file", Arguments: `{}`, Replay: tools.ReplayNever}); err != nil {
+		t.Fatal(err)
+	}
+	reg := tools.NewRegistry(dir)
+	reg.Register(&countingTool{name: "read_file"})
+	reg.Register(&countingTool{name: "write_file"})
+	_, err = Run(context.Background(), Config{
+		Model: "fake", Session: st, Tools: reg, MaxTurns: 1,
+		Stream: script(llm.Message{Role: llm.RoleAssistant, Content: "x", StopReason: llm.StopEnd}),
+	}, llm.Message{Role: llm.RoleUser, Content: "next"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	msgs, err := st.Load()
+	if err != nil {
+		t.Fatal(err)
+	}
+	byID := map[string][]string{}
+	for _, m := range msgs {
+		if m.Role == llm.RoleTool && m.ToolCallID != "" {
+			byID[m.ToolCallID] = append(byID[m.ToolCallID], m.Content)
+		}
+	}
+	if got := byID["c1"]; len(got) != 1 || got[0] != "真实结果" {
+		t.Fatalf("c1 必须保持原结果且不重复：%v", got)
+	}
+	if got := byID["c2"]; len(got) != 1 || got[0] != unknownSideEffect {
+		t.Fatalf("c2 走意图路径：%v", got)
+	}
+	if got := byID["c3"]; len(got) != 1 || got[0] != crashInterrupted {
+		t.Fatalf("c3 走尾部兜底：%v", got)
+	}
+}
+
+// 健康转录（尾部是完整配对或 user 消息）不做任何改写。
+func TestRepairOrphanTailNoopOnHealthyTranscript(t *testing.T) {
+	dir := t.TempDir()
+	st, err := session.Open(filepath.Join(dir, "s.jsonl"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	for _, m := range []llm.Message{
+		{Role: llm.RoleSystem, Content: "sys"},
+		{Role: llm.RoleUser, Content: "u"},
+		{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{ID: "c1", Name: "read_file", Arguments: `{}`}}},
+		{Role: llm.RoleTool, ToolCallID: "c1", Name: "read_file", Content: "r"},
+		{Role: llm.RoleAssistant, Content: "done", StopReason: llm.StopEnd},
+		{Role: llm.RoleUser, Content: "u2"},
+	} {
+		if err := st.Append(m); err != nil {
+			t.Fatal(err)
+		}
+	}
+	before, _ := st.Load()
+	if _, err := repairOrphanTail(Config{Session: st}); err != nil {
+		t.Fatal(err)
+	}
+	after, _ := st.Load()
+	if len(after) != len(before) {
+		t.Fatalf("健康转录被改写：%d → %d", len(before), len(after))
+	}
+}
+
+// ---- N3 WP2：JournalOnly（journal 只作日志，上下文由 History 组装）----
+
+// JournalOnly：journal 有杀窗口尾巴 → 恢复配对写入 journal；上下文来自
+// History（不含 journal 内容），恢复摘要以系统消息注入；种子不进 journal。
+func TestJournalOnlyRecoversWithoutTranscriptAuthority(t *testing.T) {
+	dir := t.TempDir()
+	st, err := session.Open(filepath.Join(dir, "s.jsonl"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	if err := st.Append(llm.Message{
+		Role: llm.RoleAssistant, StopReason: llm.StopToolCalls,
+		ToolCalls: []llm.ToolCall{{ID: "c1", Name: "read_file", Arguments: `{}`}},
+	}); err != nil {
+		t.Fatal(err)
+	}
+	if err := st.AppendToolIntent(session.ToolIntent{CallID: "c1", Name: "read_file", Arguments: `{}`, Replay: tools.ReplaySafe}); err != nil {
+		t.Fatal(err)
+	}
+	reg := tools.NewRegistry(dir)
+	reg.Register(&replayTool{countingTool: countingTool{name: "read_file"}, replay: tools.ReplaySafe})
+	var gotReq []llm.Message
+	res, err := Run(context.Background(), Config{
+		Model: "fake", Session: st, JournalOnly: true, Tools: reg, MaxTurns: 2,
+		History: []llm.Message{
+			{Role: llm.RoleSystem, Content: "sys"},
+			{Role: llm.RoleUser, Content: "历史一"},
+			{Role: llm.RoleAssistant, Content: "回复一"},
+		},
+		Stream: func(ctx context.Context, model string, msgs []llm.Message, _ []llm.ToolDecl, _ llm.StreamOptions) <-chan llm.Event {
+			gotReq = append([]llm.Message{}, msgs...)
+			ch := make(chan llm.Event, 1)
+			ch <- llm.Event{Kind: llm.KindMessageEnd, Message: llm.Message{Role: llm.RoleAssistant, Content: "继续", StopReason: llm.StopEnd}}
+			close(ch)
+			return ch
+		},
+	}, llm.Message{Role: llm.RoleUser, Content: "最新"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	// journal 里 c1 被 safe 重放配对（一次真实结果）。
+	journal, _ := st.Load()
+	var journaled bool
+	for _, m := range journal {
+		if m.Role == llm.RoleTool && m.ToolCallID == "c1" && m.Content == "ok" {
+			journaled = true
+		}
+		if m.Content == "历史一" {
+			t.Fatal("种子历史不得进 journal")
+		}
+	}
+	if !journaled {
+		t.Fatalf("journal 缺恢复配对：%#v", journal)
+	}
+	// 上下文：History 内容在；恢复摘要在；且在新 user 消息之前。
+	var sawHist, sawNote int
+	noteIdx, userIdx := -1, -1
+	for i, m := range gotReq {
+		if m.Content == "历史一" {
+			sawHist++
+		}
+		if m.Role == llm.RoleSystem && strings.Contains(m.Content, "已完成恢复") && strings.Contains(m.Content, "c1") {
+			sawNote++
+			noteIdx = i
+		}
+		if m.Content == "最新" {
+			userIdx = i
+		}
+	}
+	if sawHist != 1 || sawNote != 1 {
+		t.Fatalf("历史=%d 摘要=%d：%#v", sawHist, sawNote, gotReq)
+	}
+	if noteIdx < 0 || userIdx < 0 || noteIdx > userIdx {
+		t.Fatalf("摘要必须在新 user 消息之前：note=%d user=%d", noteIdx, userIdx)
+	}
+	_ = res
+}

runtime/ext/pkg/manager.go

@@ -0,0 +1,181 @@
+package pkg
+
+import (
+	"encoding/json"
+	"fmt"
+	"io"
+	"os"
+	"os/exec"
+	"path/filepath"
+	"strings"
+)
+
+// Manifest is the agent-native.json discovered in a package.
+type Manifest struct {
+	Name       string            `json:"name"`
+	Extensions []string          `json:"extensions,omitempty"`
+	Config     map[string]string `json:"config,omitempty"`
+}
+
+// Manager installs packages under Dir.
+type Manager struct {
+	Dir string
+}
+
+func (m Manager) root() string {
+	if m.Dir != "" {
+		return m.Dir
+	}
+	home, _ := os.UserHomeDir()
+	return filepath.Join(home, ".agent-native", "packages")
+}
+
+// Install copies a local directory, clones a git URL, or runs npm pack
+// when src starts with "npm:". The package name comes from its manifest.
+func (m Manager) Install(src string) (Manifest, error) {
+	dir, err := os.MkdirTemp("", "agent-native-pkg-*")
+	if err != nil {
+		return Manifest{}, err
+	}
+	defer os.RemoveAll(dir)
+	switch {
+	case strings.HasPrefix(src, "npm:"):
+		if _, err := exec.LookPath("npm"); err != nil {
+			return Manifest{}, fmt.Errorf("pkg: npm is not installed")
+		}
+		cmd := exec.Command("npm", "pack", strings.TrimPrefix(src, "npm:"))
+		cmd.Dir = dir
+		if out, err := cmd.CombinedOutput(); err != nil {
+			return Manifest{}, fmt.Errorf("pkg: npm pack: %s", out)
+		}
+	case strings.HasPrefix(src, "git+") || strings.HasSuffix(src, ".git") || strings.Contains(src, "://"):
+		cmd := exec.Command("git", "clone", "--depth", "1", src, filepath.Join(dir, "src"))
+		if out, err := cmd.CombinedOutput(); err != nil {
+			return Manifest{}, fmt.Errorf("pkg: git clone: %s", out)
+		}
+		dir = filepath.Join(dir, "src")
+	default:
+		if err := copyDir(src, filepath.Join(dir, "src")); err != nil {
+			return Manifest{}, err
+		}
+		dir = filepath.Join(dir, "src")
+	}
+	manifest, err := ReadManifest(dir)
+	if err != nil {
+		return Manifest{}, err
+	}
+	dest := filepath.Join(m.root(), manifest.Name)
+	if err := os.RemoveAll(dest); err != nil {
+		return Manifest{}, err
+	}
+	if err := copyDir(dir, dest); err != nil {
+		return Manifest{}, err
+	}
+	return manifest, nil
+}
+
+// Remove deletes an installed package.
+func (m Manager) Remove(name string) error {
+	return os.RemoveAll(filepath.Join(m.root(), name))
+}
+
+// Update reinstalls from the recorded source when present, otherwise no-ops.
+func (m Manager) Update(name string) (Manifest, error) {
+	manifest, err := ReadManifest(filepath.Join(m.root(), name))
+	if err != nil {
+		return Manifest{}, err
+	}
+	src := manifest.Config["source"]
+	if src == "" {
+		return manifest, nil
+	}
+	return m.Install(src)
+}
+
+// List returns installed manifests.
+func (m Manager) List() ([]Manifest, error) {
+	entries, err := os.ReadDir(m.root())
+	if err != nil {
+		if os.IsNotExist(err) {
+			return nil, nil
+		}
+		return nil, err
+	}
+	var out []Manifest
+	for _, ent := range entries {
+		if !ent.IsDir() {
+			continue
+		}
+		manifest, err := ReadManifest(filepath.Join(m.root(), ent.Name()))
+		if err != nil {
+			continue
+		}
+		out = append(out, manifest)
+	}
+	return out, nil
+}
+
+// Config sets one package config key.
+func (m Manager) Config(name, key, value string) error {
+	path := filepath.Join(m.root(), name)
+	manifest, err := ReadManifest(path)
+	if err != nil {
+		return err
+	}
+	if manifest.Config == nil {
+		manifest.Config = map[string]string{}
+	}
+	manifest.Config[key] = value
+	raw, err := json.MarshalIndent(manifest, "", "  ")
+	if err != nil {
+		return err
+	}
+	return os.WriteFile(filepath.Join(path, "agent-native.json"), raw, 0o644)
+}
+
+// ReadManifest loads agent-native.json from a directory.
+func ReadManifest(dir string) (Manifest, error) {
+	raw, err := os.ReadFile(filepath.Join(dir, "agent-native.json"))
+	if err != nil {
+		return Manifest{}, err
+	}
+	var manifest Manifest
+	if err := json.Unmarshal(raw, &manifest); err != nil {
+		return Manifest{}, err
+	}
+	if manifest.Name == "" {
+		return Manifest{}, fmt.Errorf("pkg: manifest name is empty")
+	}
+	return manifest, nil
+}
+
+func copyDir(src, dst string) error {
+	return filepath.Walk(src, func(path string, info os.FileInfo, err error) error {
+		if err != nil {
+			return err
+		}
+		rel, err := filepath.Rel(src, path)
+		if err != nil {
+			return err
+		}
+		target := filepath.Join(dst, rel)
+		if info.IsDir() {
+			return os.MkdirAll(target, 0o755)
+		}
+		if err := os.MkdirAll(filepath.Dir(target), 0o755); err != nil {
+			return err
+		}
+		in, err := os.Open(path)
+		if err != nil {
+			return err
+		}
+		defer in.Close()
+		out, err := os.OpenFile(target, os.O_CREATE|os.O_TRUNC|os.O_WRONLY, info.Mode())
+		if err != nil {
+			return err
+		}
+		defer out.Close()
+		_, err = io.Copy(out, in)
+		return err
+	})
+}

runtime/ext/process.go

@@ -0,0 +1,235 @@
+package ext
+
+import (
+	"bufio"
+	"context"
+	"encoding/json"
+	"fmt"
+	"io"
+	"os/exec"
+	"sync"
+
+	"agent-native/runtime/llm"
+	"agent-native/runtime/tools"
+)
+
+// Message is one JSONL frame on the extension pipe.
+type Message struct {
+	Type        string          `json:"type"`
+	ID          string          `json:"id,omitempty"`
+	Name        string          `json:"name,omitempty"`
+	Description string          `json:"description,omitempty"`
+	Parameters  json.RawMessage `json:"parameters,omitempty"`
+	Arguments   json.RawMessage `json:"arguments,omitempty"`
+	Content     string          `json:"content,omitempty"`
+	IsError     bool            `json:"isError,omitempty"`
+	Event       string          `json:"event,omitempty"`
+	Block       bool            `json:"block,omitempty"`
+	Reason      string          `json:"reason,omitempty"`
+	Message     string          `json:"message,omitempty"`
+	Protocol    string          `json:"protocol,omitempty"`
+	BaseURL     string          `json:"baseURL,omitempty"`
+	CustomType  string          `json:"customType,omitempty"`
+	Data        json.RawMessage `json:"data,omitempty"`
+	Command     string          `json:"command,omitempty"`
+}
+
+// UIRequest is a question an extension wants a human to answer.
+type UIRequest struct {
+	ID      string
+	Message string
+}
+
+// Process is one extension subprocess.
+type Process struct {
+	cmd      *exec.Cmd
+	stdin    io.WriteCloser
+	mu       sync.Mutex
+	tools    []registeredTool
+	commands []string
+	providers []llm.Provider
+	pending  map[string]chan Message
+	UI       chan UIRequest
+	OnCustom func(customType string, data json.RawMessage)
+	closed   bool
+}
+
+type registeredTool struct {
+	name        string
+	description string
+	parameters  json.RawMessage
+	proc        *Process
+}
+
+func (t registeredTool) Name() string                { return t.name }
+func (t registeredTool) Description() string         { return t.description }
+func (t registeredTool) Parameters() json.RawMessage { return t.parameters }
+func (t registeredTool) Execute(ctx context.Context, args json.RawMessage) (tools.Result, error) {
+	return t.proc.callTool(ctx, t.name, args)
+}
+
+// Start launches command and reads its registration frames until it goes idle
+// or the context ends. command is argv, not a shell line.
+func Start(ctx context.Context, command []string) (*Process, error) {
+	if len(command) == 0 {
+		return nil, fmt.Errorf("ext: empty command")
+	}
+	cmd := exec.CommandContext(ctx, command[0], command[1:]...)
+	stdin, err := cmd.StdinPipe()
+	if err != nil {
+		return nil, err
+	}
+	stdout, err := cmd.StdoutPipe()
+	if err != nil {
+		return nil, err
+	}
+	if err := cmd.Start(); err != nil {
+		return nil, err
+	}
+	p := &Process{
+		cmd: cmd, stdin: stdin, pending: map[string]chan Message{},
+		UI: make(chan UIRequest, 4),
+	}
+	go p.read(stdout)
+	if err := p.send(Message{Type: "init"}); err != nil {
+		_ = p.Close()
+		return nil, err
+	}
+	return p, nil
+}
+
+// Tools returns the tools the extension registered.
+func (p *Process) Tools() []tools.Tool {
+	p.mu.Lock()
+	defer p.mu.Unlock()
+	out := make([]tools.Tool, len(p.tools))
+	for i := range p.tools {
+		out[i] = p.tools[i]
+	}
+	return out
+}
+
+// Commands returns slash-command names.
+func (p *Process) Commands() []string {
+	p.mu.Lock()
+	defer p.mu.Unlock()
+	return append([]string(nil), p.commands...)
+}
+
+// Providers returns endpoints the extension registered.
+func (p *Process) Providers() []llm.Provider {
+	p.mu.Lock()
+	defer p.mu.Unlock()
+	return append([]llm.Provider(nil), p.providers...)
+}
+
+// Hook tells the extension about an event. A block result stops the host action.
+func (p *Process) Hook(ctx context.Context, event, name string, args json.RawMessage) (bool, string) {
+	id := name + ":" + event
+	ch := make(chan Message, 1)
+	p.mu.Lock()
+	p.pending[id] = ch
+	p.mu.Unlock()
+	if err := p.send(Message{Type: "event", ID: id, Event: event, Name: name, Arguments: args}); err != nil {
+		return false, ""
+	}
+	select {
+	case <-ctx.Done():
+		return false, ctx.Err().Error()
+	case msg := <-ch:
+		return msg.Block, msg.Reason
+	}
+}
+
+func (p *Process) callTool(ctx context.Context, name string, args json.RawMessage) (tools.Result, error) {
+	id := name
+	ch := make(chan Message, 1)
+	p.mu.Lock()
+	p.pending[id] = ch
+	p.mu.Unlock()
+	if err := p.send(Message{Type: "tool_call", ID: id, Name: name, Arguments: args}); err != nil {
+		return tools.Result{IsError: true, Content: err.Error()}, err
+	}
+	select {
+	case <-ctx.Done():
+		return tools.Result{IsError: true, Content: ctx.Err().Error()}, ctx.Err()
+	case msg := <-ch:
+		return tools.Result{Content: msg.Content, IsError: msg.IsError}, nil
+	}
+}
+
+func (p *Process) send(msg Message) error {
+	raw, err := json.Marshal(msg)
+	if err != nil {
+		return err
+	}
+	p.mu.Lock()
+	defer p.mu.Unlock()
+	if p.closed {
+		return fmt.Errorf("ext: closed")
+	}
+	_, err = p.stdin.Write(append(raw, '\n'))
+	return err
+}
+
+func (p *Process) read(r io.Reader) {
+	sc := bufio.NewScanner(r)
+	sc.Buffer(make([]byte, 0, 64*1024), 4*1024*1024)
+	for sc.Scan() {
+		var msg Message
+		if err := json.Unmarshal(sc.Bytes(), &msg); err != nil {
+			continue
+		}
+		p.dispatch(msg)
+	}
+}
+
+func (p *Process) dispatch(msg Message) {
+	switch msg.Type {
+	case "register_tool":
+		p.mu.Lock()
+		p.tools = append(p.tools, registeredTool{
+			name: msg.Name, description: msg.Description, parameters: msg.Parameters, proc: p,
+		})
+		p.mu.Unlock()
+	case "register_command":
+		p.mu.Lock()
+		p.commands = append(p.commands, msg.Name)
+		p.mu.Unlock()
+	case "register_provider":
+		p.mu.Lock()
+		p.providers = append(p.providers, llm.Provider{
+			Name: msg.Name, Protocol: llm.Protocol(msg.Protocol), BaseURL: msg.BaseURL,
+		})
+		p.mu.Unlock()
+	case "tool_result", "hook_result":
+		p.mu.Lock()
+		ch := p.pending[msg.ID]
+		delete(p.pending, msg.ID)
+		p.mu.Unlock()
+		if ch != nil {
+			ch <- msg
+		}
+	case "ui_request":
+		select {
+		case p.UI <- UIRequest{ID: msg.ID, Message: msg.Message}:
+		default:
+		}
+	case "custom_entry":
+		if p.OnCustom != nil {
+			p.OnCustom(msg.CustomType, msg.Data)
+		}
+	}
+}
+
+// Close stops the subprocess.
+func (p *Process) Close() error {
+	p.mu.Lock()
+	p.closed = true
+	_ = p.stdin.Close()
+	p.mu.Unlock()
+	if p.cmd.Process != nil {
+		_ = p.cmd.Process.Kill()
+	}
+	return p.cmd.Wait()
+}

runtime/ext/process_test.go

@@ -0,0 +1,100 @@
+package ext
+
+import (
+	"context"
+	"os"
+	"path/filepath"
+	"testing"
+	"time"
+
+	"agent-native/runtime/ext/pkg"
+)
+
+func TestExtensionRegistersAndHooks(t *testing.T) {
+	dir := t.TempDir()
+	script := filepath.Join(dir, "ext.sh")
+	body := `#!/bin/sh
+while IFS= read -r line; do
+  case "$line" in
+    *'"type":"init"'*)
+      echo '{"type":"register_tool","name":"ping","description":"p","parameters":{"type":"object"}}'
+      echo '{"type":"register_command","name":"hi"}'
+      echo '{"type":"register_provider","name":"local","protocol":"openai-chat","baseURL":"http://127.0.0.1:9"}'
+      echo '{"type":"ui_request","id":"u1","message":"choose"}'
+      ;;
+    *'"type":"tool_call"'*)
+      echo '{"type":"tool_result","id":"ping","content":"pong"}'
+      ;;
+    *'"type":"event"'*)
+      echo '{"type":"hook_result","id":"ping:tool_call","block":true,"reason":"no"}'
+      ;;
+  esac
+done
+`
+	if err := os.WriteFile(script, []byte(body), 0o755); err != nil {
+		t.Fatal(err)
+	}
+	ctx, cancel := context.WithTimeout(context.Background(), 5*time.Second)
+	defer cancel()
+	proc, err := Start(ctx, []string{"/bin/sh", script})
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer proc.Close()
+	deadline := time.Now().Add(2 * time.Second)
+	for len(proc.Tools()) == 0 && time.Now().Before(deadline) {
+		time.Sleep(20 * time.Millisecond)
+	}
+	tools := proc.Tools()
+	if len(tools) != 1 || tools[0].Name() != "ping" {
+		t.Fatalf("tools %+v", tools)
+	}
+	res, err := tools[0].Execute(ctx, []byte(`{}`))
+	if err != nil || res.Content != "pong" {
+		t.Fatalf("tool: %+v %v", res, err)
+	}
+	block, reason := proc.Hook(ctx, "tool_call", "ping", []byte(`{}`))
+	if !block || reason != "no" {
+		t.Fatalf("hook %v %s", block, reason)
+	}
+	if len(proc.Commands()) != 1 || len(proc.Providers()) != 1 {
+		t.Fatalf("commands %v providers %v", proc.Commands(), proc.Providers())
+	}
+	select {
+	case ui := <-proc.UI:
+		if ui.Message != "choose" {
+			t.Fatal(ui)
+		}
+	case <-time.After(time.Second):
+		t.Fatal("missing ui request")
+	}
+}
+
+func TestPackageInstallListConfigRemove(t *testing.T) {
+	src := t.TempDir()
+	if err := os.WriteFile(filepath.Join(src, "agent-native.json"), []byte(`{"name":"demo","extensions":["./ext.sh"]}`), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	mgr := pkg.Manager{Dir: t.TempDir()}
+	manifest, err := mgr.Install(src)
+	if err != nil || manifest.Name != "demo" {
+		t.Fatalf("%+v %v", manifest, err)
+	}
+	if err := mgr.Config("demo", "source", src); err != nil {
+		t.Fatal(err)
+	}
+	list, err := mgr.List()
+	if err != nil || len(list) != 1 || list[0].Config["source"] != src {
+		t.Fatalf("list %+v %v", list, err)
+	}
+	if _, err := mgr.Update("demo"); err != nil {
+		t.Fatal(err)
+	}
+	if err := mgr.Remove("demo"); err != nil {
+		t.Fatal(err)
+	}
+	list, _ = mgr.List()
+	if len(list) != 0 {
+		t.Fatalf("still installed: %+v", list)
+	}
+}

runtime/filestate/filestate.go

@@ -0,0 +1,63 @@
+// Package filestate 记录本轮读过的文件，并在改写前核对修改时间与大小。
+package filestate
+
+import (
+	"fmt"
+	"os"
+	"sync"
+	"time"
+)
+
+type stamp struct {
+	mod  time.Time
+	size int64
+}
+
+// Tracker 是一次 run 内的读取记录。nil 接收者表示不检查。
+type Tracker struct {
+	mu   sync.Mutex
+	seen map[string]stamp
+}
+
+func New() *Tracker {
+	return &Tracker{seen: map[string]stamp{}}
+}
+
+// NoteRead 记下当前的修改时间与大小。
+func (t *Tracker) NoteRead(path string) error {
+	if t == nil {
+		return nil
+	}
+	info, err := os.Stat(path)
+	if err != nil {
+		return err
+	}
+	t.mu.Lock()
+	t.seen[path] = stamp{mod: info.ModTime(), size: info.Size()}
+	t.mu.Unlock()
+	return nil
+}
+
+// CheckWrite 允许新建。已存在的文件必须在本轮读过，且修改时间与大小未变。
+func (t *Tracker) CheckWrite(path string) error {
+	if t == nil {
+		return nil
+	}
+	info, err := os.Stat(path)
+	if err != nil {
+		if os.IsNotExist(err) {
+			return nil
+		}
+		return err
+	}
+	t.mu.Lock()
+	got, ok := t.seen[path]
+	t.mu.Unlock()
+	if !ok {
+		return fmt.Errorf("请先读取该文件再修改：%s", path)
+	}
+	if !got.mod.Equal(info.ModTime()) || got.size != info.Size() {
+		return fmt.Errorf("文件在读取后已变化，请重新读取：%s", path)
+	}
+	return nil
+}

runtime/filestate/filestate_test.go

@@ -0,0 +1,40 @@
+package filestate
+
+import (
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+	"time"
+)
+
+func TestCheckWriteRejectsStaleFile(t *testing.T) {
+	dir := t.TempDir()
+	path := filepath.Join(dir, "note.txt")
+	if err := os.WriteFile(path, []byte("v1"), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	tr := New()
+	if err := tr.CheckWrite(path); err == nil || !strings.Contains(err.Error(), "请先读取") {
+		t.Fatalf("unread write: %v", err)
+	}
+	if err := tr.NoteRead(path); err != nil {
+		t.Fatal(err)
+	}
+	if err := tr.CheckWrite(path); err != nil {
+		t.Fatal(err)
+	}
+	// 改大小，并尽量推开修改时间。
+	time.Sleep(20 * time.Millisecond)
+	if err := os.WriteFile(path, []byte("v1-changed"), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	err := tr.CheckWrite(path)
+	if err == nil || !strings.Contains(err.Error(), "请重新读取") {
+		t.Fatalf("stale write: %v", err)
+	}
+	missing := filepath.Join(dir, "new.txt")
+	if err := tr.CheckWrite(missing); err != nil {
+		t.Fatalf("create: %v", err)
+	}
+}

runtime/gates/gates.go

@@ -0,0 +1,177 @@
+// Package gates 提供终轮门禁与进度提醒的组合机制（自产品下沉）。
+// 产品依赖——工件存取、质量评分、验证器模型、提示词、进度快照——全部端口化；
+// 判定逻辑（正则族）、续跑上限与节流策略由本包持有。
+// 端口为 nil 时语义与「未启用该检查」一致，不改变既有行为。
+package gates
+
+import (
+	"encoding/json"
+	"fmt"
+	"path/filepath"
+	"regexp"
+	"strings"
+)
+
+// 续跑与节流上限。与产品现网取值一致；消费方引用本包常量，不再各自硬编码。
+const (
+	// MaxDeliverableGuards 是「声称交付但无工件」的纠正轮次上限。
+	MaxDeliverableGuards = 2
+	// MaxVerifyContinuations 是终轮检查的续跑上限（与内核 Stop 的 3 次上限对齐）。
+	MaxVerifyContinuations = 3
+	// ReminderToolGap 是连续这么多个工具轮没有更新计划或待办就提醒一次。
+	ReminderToolGap = 3
+	// MaxChecklistReminders 是每个 run 的进度提醒次数上限。
+	MaxChecklistReminders = 3
+)
+
+// ArtifactLookup 按 ID 取工件：名称、内容与是否存在。
+type ArtifactLookup func(id string) (name string, content []byte, ok bool)
+
+// QualityScorer 对文本类工件评分；nil 表示跳过评分（视为通过）。
+// why 在未通过时给出可读原因。
+type QualityScorer func(name string, content []byte) (passed bool, why string)
+
+// ArtifactRef 是一次工件引用（库内最小形态；宿主负责投影自有类型）。
+type ArtifactRef struct {
+	ID   string
+	Name string
+	Kind string
+}
+
+var (
+	// ArtifactIDPattern 是工件编号的文本形态（门禁与宿主的引用提取共用）。
+	ArtifactIDPattern = regexp.MustCompile(`art_[0-9a-f]{12}`)
+	fileClaimRe       = regexp.MustCompile(`(?s)(?:已生成|已保存|已导出|已写入).{0,120}?\.(?:docx|xlsx|pptx|pdf|png|jpe?g|csv|md|txt|json)\b`)
+	softClaimRe       = regexp.MustCompile(`(?s)(?:文件|文档|工件).{0,40}?已(?:正常)?(?:生成|登记|保存|导出|写入)`)
+	forgedCallRe      = regexp.MustCompile(`\[(?:调用工具|工具结果|产出工件) `)
+)
+
+// ClaimGate 判断终轮正文是否在没有对应工件的情况下声称交付。
+// 引用本轮已产出、或确实存在的工件不算谎称；伪造调用标记始终拦截。
+// lookup 为 nil 时，任何引用未产出工件的 art_ 编号都视为不存在（拦截）。
+func ClaimGate(body string, produced []ArtifactRef, lookup ArtifactLookup) (bool, string) {
+	if strings.TrimSpace(body) == "" {
+		return false, ""
+	}
+	if forgedCallRe.MatchString(body) {
+		return true, "回复正文里出现了工具调用标记，但本轮没有真实的工具调用"
+	}
+	producedIDs := map[string]bool{}
+	for _, ref := range produced {
+		if ref.ID != "" {
+			producedIDs[ref.ID] = true
+		}
+	}
+	knownExisting := false
+	for _, id := range ArtifactIDPattern.FindAllString(body, -1) {
+		if producedIDs[id] {
+			continue
+		}
+		if lookup != nil {
+			if _, _, ok := lookup(id); ok {
+				knownExisting = true
+				continue
+			}
+		}
+		return true, "回复引用了不存在的工件"
+	}
+	if len(producedIDs) > 0 || knownExisting {
+		return false, ""
+	}
+	if fileClaimRe.MatchString(body) || softClaimRe.MatchString(body) {
+		return true, "回复声称已经生成或登记了文件，但这一轮没有产生对应的工件"
+	}
+	return false, ""
+}
+
+// CheckArtifacts 确认登记的工件存在且非空。
+// md、txt、docx 还要过 scorer；其他类型只检查存在与非空。
+func CheckArtifacts(refs []ArtifactRef, lookup ArtifactLookup, scorer QualityScorer) []string {
+	var reasons []string
+	for _, ref := range refs {
+		if ref.ID == "" {
+			reasons = append(reasons, "工件引用缺少 ID")
+			continue
+		}
+		name := ref.Name
+		if name == "" {
+			name = ref.ID
+		}
+		var (
+			content []byte
+			ok      bool
+			artName string
+		)
+		if lookup != nil {
+			artName, content, ok = lookup(ref.ID)
+		}
+		if !ok {
+			reasons = append(reasons, name+" 不存在")
+			continue
+		}
+		if artName != "" {
+			name = artName
+		}
+		if len(content) == 0 {
+			reasons = append(reasons, name+" 内容为空")
+			continue
+		}
+		switch strings.ToLower(filepath.Ext(name)) {
+		case ".md", ".txt", ".docx":
+			if scorer == nil {
+				continue
+			}
+			passed, why := scorer(name, content)
+			if !passed {
+				if why == "" {
+					why = "评分未通过"
+				}
+				reasons = append(reasons, name+"："+why)
+			}
+		}
+	}
+	return reasons
+}
+
+// Verdict 是独立验证器的裁决。
+type Verdict struct {
+	Passed     bool   `json:"passed"`
+	Reason     string `json:"reason"`
+	NextAction string `json:"nextAction"`
+}
+
+// ParseVerdict 解析验证器输出：剥围栏、取最外层 JSON、必须有 passed 键。
+func ParseVerdict(raw string) (Verdict, error) {
+	s := stripFence(raw)
+	start := strings.Index(s, "{")
+	end := strings.LastIndex(s, "}")
+	if start < 0 || end < start {
+		return Verdict{}, fmt.Errorf("验证器返回无法解析")
+	}
+	s = s[start : end+1]
+	var probe map[string]json.RawMessage
+	if err := json.Unmarshal([]byte(s), &probe); err != nil {
+		return Verdict{}, err
+	}
+	if _, ok := probe["passed"]; !ok {
+		return Verdict{}, fmt.Errorf("验证器返回无法解析")
+	}
+	var verdict Verdict
+	if err := json.Unmarshal([]byte(s), &verdict); err != nil {
+		return Verdict{}, err
+	}
+	return verdict, nil
+}
+
+func stripFence(s string) string {
+	s = strings.TrimSpace(s)
+	if !strings.HasPrefix(s, "```") {
+		return s
+	}
+	s = strings.TrimPrefix(s, "```")
+	if i := strings.IndexByte(s, '\n'); i >= 0 {
+		s = s[i+1:]
+	}
+	s = strings.TrimSpace(strings.TrimSuffix(strings.TrimSpace(s), "```"))
+	return s
+}

runtime/gates/gates_test.go

@@ -0,0 +1,133 @@
+package gates
+
+import (
+	"strings"
+	"testing"
+	"time"
+)
+
+func lookupWith(ids map[string][]byte) ArtifactLookup {
+	return func(id string) (string, []byte, bool) {
+		c, ok := ids[id]
+		return id + ".md", c, ok
+	}
+}
+
+func TestClaimGateForgedMarkerAlwaysBlocks(t *testing.T) {
+	block, why := ClaimGate("结果如下 [调用工具 write_file]", nil, nil)
+	if !block || why == "" {
+		t.Fatalf("block=%v why=%q", block, why)
+	}
+}
+
+func TestClaimGateProducedAndExistingDoNotBlock(t *testing.T) {
+	produced := []ArtifactRef{{ID: "art_aaaabbbbcccc"}}
+	if block, _ := ClaimGate("已生成 art_aaaabbbbcccc 请查收", produced, nil); block {
+		t.Fatal("produced reference blocked")
+	}
+	lookup := lookupWith(map[string][]byte{"art_dddd11112222": []byte("x")})
+	if block, _ := ClaimGate("之前的 art_dddd11112222 里有结论", nil, lookup); block {
+		t.Fatal("existing artifact reference blocked")
+	}
+}
+
+func TestClaimGateUnknownArtifactBlocks(t *testing.T) {
+	block, why := ClaimGate("见附件 art_000011112222", nil, lookupWith(nil))
+	if !block || !strings.Contains(why, "不存在") {
+		t.Fatalf("block=%v why=%q", block, why)
+	}
+}
+
+func TestClaimGateBareClaimWithoutArtifactsBlocks(t *testing.T) {
+	for _, body := range []string{
+		"已生成报告.md，请查收",
+		"文件已生成好了",
+	} {
+		if block, _ := ClaimGate(body, nil, nil); !block {
+			t.Fatalf("claim not blocked: %q", body)
+		}
+	}
+	// 如实说明没有生成则不拦。
+	if block, _ := ClaimGate("这一轮没有生成文件", nil, nil); block {
+		t.Fatal("honest note blocked")
+	}
+}
+
+func TestCheckArtifactsReasons(t *testing.T) {
+	lookup := func(id string) (string, []byte, bool) {
+		switch id {
+		case "ok":
+			return "ok.md", []byte("# 正常"), true
+		case "empty":
+			return "empty.md", nil, true
+		default:
+			return "", nil, false
+		}
+	}
+	scorer := func(name string, content []byte) (bool, string) { return false, "标题缺失" }
+	refs := []ArtifactRef{
+		{ID: ""},
+		{ID: "missing", Name: "缺失.md"},
+		{ID: "empty"},
+		{ID: "ok"},
+	}
+	reasons := CheckArtifacts(refs, lookup, scorer)
+	joined := strings.Join(reasons, "；")
+	for _, want := range []string{"缺少 ID", "缺失.md 不存在", "empty.md 内容为空", "ok.md：标题缺失"} {
+		if !strings.Contains(joined, want) {
+			t.Fatalf("reasons %q 缺 %q", joined, want)
+		}
+	}
+}
+
+func TestCheckArtifactsNilScorerSkipsQuality(t *testing.T) {
+	lookup := lookupWith(map[string][]byte{"a": []byte("x")})
+	if reasons := CheckArtifacts([]ArtifactRef{{ID: "a"}}, lookup, nil); len(reasons) != 0 {
+		t.Fatalf("reasons = %v", reasons)
+	}
+}
+
+func TestParseVerdictForms(t *testing.T) {
+	v, err := ParseVerdict("```json\n{\"passed\":true,\"reason\":\"ok\"}\n```")
+	if err != nil || !v.Passed {
+		t.Fatalf("v=%+v err=%v", v, err)
+	}
+	if _, err := ParseVerdict("没有 JSON"); err == nil {
+		t.Fatal("garbage accepted")
+	}
+	if _, err := ParseVerdict("{\"reason\":\"no passed key\"}"); err == nil {
+		t.Fatal("missing passed accepted")
+	}
+}
+
+func TestProgressReminderThrottleAndFormat(t *testing.T) {
+	r := &ProgressReminder{}
+	now := time.Now()
+	first := r.Remind([]string{"写第三章"}, []string{"评审"}, now)
+	if len(first) != 1 {
+		t.Fatalf("first = %v", first)
+	}
+	text := first[0]
+	for _, want := range []string{"已连续 3 个工具轮", "- 待办：写第三章", "- 计划：评审", "请更新计划或待办"} {
+		if !strings.Contains(text, want) {
+			t.Fatalf("text 缺 %q：\n%s", want, text)
+		}
+	}
+	// 内容相同且计数不同：key 不同，应继续发出直到封顶。
+	if got := r.Remind([]string{"写第三章"}, []string{"评审"}, now); len(got) != 1 {
+		t.Fatalf("second = %v", got)
+	}
+	if got := r.Remind([]string{"写第三章"}, []string{"评审"}, now); len(got) != 1 {
+		t.Fatalf("third = %v", got)
+	}
+	if got := r.Remind([]string{"写第三章"}, []string{"评审"}, now); got != nil {
+		t.Fatalf("fourth should be capped: %v", got)
+	}
+	if r.Sent() != 3 {
+		t.Fatalf("sent = %d", r.Sent())
+	}
+	// 无内容不发。
+	if got := (&ProgressReminder{}).Remind(nil, nil, now); got != nil {
+		t.Fatalf("empty = %v", got)
+	}
+}

runtime/gates/progress.go

@@ -0,0 +1,78 @@
+package gates
+
+import (
+	"fmt"
+	"strings"
+	"time"
+
+	"agent-native/runtime/reminders"
+)
+
+// ProgressReminder 是进度提醒的节流状态机与格式化机制。
+// 计数（第几个工具轮）由调用方按自己的事件流维护；本机制负责
+// 「达到阈值后的去重、封顶与文案」。
+type ProgressReminder struct {
+	Gap   int // 连续多少个工具轮未更新即提醒；0 = ReminderToolGap
+	Cap   int // 每 run 提醒上限；0 = MaxChecklistReminders
+	notes *reminders.Bus
+	sent  int
+}
+
+func (r *ProgressReminder) gap() int {
+	if r.Gap <= 0 {
+		return ReminderToolGap
+	}
+	return r.Gap
+}
+
+func (r *ProgressReminder) cap() int {
+	if r.Cap <= 0 {
+		return MaxChecklistReminders
+	}
+	return r.Cap
+}
+
+// Sent 报告已发出的提醒条数（调用方判定封顶用）。
+func (r *ProgressReminder) Sent() int { return r.sent }
+
+// Remind 在给定未完成项时发一条提醒；节流或没有内容时返回 nil。
+// 文案与产品现网一致：「计划和待办已连续 N 个工具轮没有更新」。
+func (r *ProgressReminder) Remind(todos, plans []string, now time.Time) []string {
+	if r.sent >= r.cap() {
+		return nil
+	}
+	text := FormatUnfinished(r.gap(), todos, plans)
+	if text == "" {
+		return nil
+	}
+	if r.notes == nil {
+		r.notes = reminders.New(0, r.cap())
+	}
+	key := fmt.Sprintf("%d:%s", r.sent, text)
+	if !r.notes.Admit(reminders.Note{Kind: reminders.KindTodo, Key: key, Text: text}, now) {
+		return nil
+	}
+	r.sent++
+	return []string{text}
+}
+
+// FormatUnfinished 渲染未完成项提醒；无内容时返回空串。
+func FormatUnfinished(gap int, todos, plans []string) string {
+	var lines []string
+	for _, item := range todos {
+		if text := strings.TrimSpace(item); text != "" {
+			lines = append(lines, "- 待办："+text)
+		}
+	}
+	for _, step := range plans {
+		if text := strings.TrimSpace(step); text != "" {
+			lines = append(lines, "- 计划："+text)
+		}
+	}
+	if len(lines) == 0 {
+		return ""
+	}
+	return fmt.Sprintf("计划和待办已连续 %d 个工具轮没有更新。未完成项：\n", gap) +
+		strings.Join(lines, "\n") +
+		"\n请更新计划或待办，或在回复里说明为什么先不做。"
+}

runtime/guardrails/guardrails.go

@@ -0,0 +1,94 @@
+// Package guardrails 提供三类语义化护栏端口：输入（只作用于入口智能体）、
+// 输出（只作用于给出最终结果的智能体）、工具（每次工具调用）。
+// 护栏以钩子总线注册：它是类型化语义层，钩子仍是通用事件层。
+// 当前形态护栏拿不到运行 ctx（事件载荷不含它）；需要取消语义时直接写钩子。
+package guardrails
+
+import (
+	"context"
+
+	"agent-native/runtime/hooks"
+)
+
+// Verdict 是一次护栏表态。空 Decision 表示不插手。
+// Deny 拒绝（Output 层表现为要求模型改进后继续）；Modify 改写载荷
+// （Input 改用户输入、Output 改最终文本、Tool 改参数）；Reason 附说明。
+type Verdict struct {
+	Decision    hooks.Decision
+	Reason      string
+	Replacement string
+}
+
+type InputGuardrail func(ctx context.Context, text string) Verdict
+type OutputGuardrail func(ctx context.Context, text string) Verdict
+type ToolGuardrail func(ctx context.Context, name, args string) Verdict
+
+// Set 是一组护栏；nil 字段表示该层不启用。
+type Set struct {
+	Input  InputGuardrail
+	Output OutputGuardrail
+	Tool   ToolGuardrail
+}
+
+// Scope 标注本 run 的角色：Entry=本 run 处理入口用户输入；
+// Final=本 run 给出最终答案。子代理 run 两者都为 false，
+// Input/Output 护栏不会作用于它；Tool 护栏作用于一切工具调用。
+type Scope struct {
+	Entry bool
+	Final bool
+}
+
+// Register 把护栏挂到总线。语义：
+//   - Input（仅 scope.Entry）：挂 UserPromptSubmit。deny → 循环不启动，
+//     以理由直接收尾；modify → 改写后的输入追加为新的用户消息（原文留痕）。
+//   - Output（仅 scope.Final）：挂 Stop。deny → 视同续跑，理由交给模型改进
+//     （计入内核续跑上限，达上限后收尾并附 Notice）；modify → 替换最终文本并续跑。
+//   - Tool：挂 PreToolUse，与其他钩子按既有优先级合并
+//     （deny/block > ask > modify > allow）；modify 的 Replacement 改写工具参数。
+func Register(bus *hooks.Bus, set Set, scope Scope) {
+	if bus == nil {
+		return
+	}
+	if set.Input != nil && scope.Entry {
+		g := set.Input
+		bus.On(func(c hooks.Call) hooks.Outcome {
+			if c.Event != hooks.UserPromptSubmit {
+				return hooks.Outcome{}
+			}
+			v := g(context.Background(), c.LastText)
+			return hooks.Outcome{Decision: v.Decision, Reason: v.Reason, Replacement: v.Replacement}
+		})
+	}
+	if set.Output != nil && scope.Final {
+		g := set.Output
+		bus.On(func(c hooks.Call) hooks.Outcome {
+			if c.Event != hooks.Stop {
+				return hooks.Outcome{}
+			}
+			v := g(context.Background(), c.LastText)
+			switch v.Decision {
+			case hooks.Deny, hooks.Block:
+				// 对 Stop 事件而言「拒绝最终答案」= 要求模型改进后再来一轮。
+				return hooks.Outcome{Decision: hooks.Block, Reason: v.Reason}
+			case hooks.Modify:
+				return hooks.Outcome{Decision: hooks.Block, Reason: v.Reason, Replacement: v.Replacement}
+			default:
+				return hooks.Outcome{Decision: v.Decision, Reason: v.Reason}
+			}
+		})
+	}
+	if set.Tool != nil {
+		g := set.Tool
+		bus.On(func(c hooks.Call) hooks.Outcome {
+			if c.Event != hooks.PreToolUse {
+				return hooks.Outcome{}
+			}
+			v := g(context.Background(), c.Tool, c.Args)
+			out := hooks.Outcome{Decision: v.Decision, Reason: v.Reason}
+			if v.Decision == hooks.Modify {
+				out.Args = v.Replacement
+			}
+			return out
+		})
+	}
+}

runtime/guardrails/guardrails_test.go

@@ -0,0 +1,89 @@
+package guardrails
+
+import (
+	"context"
+	"testing"
+
+	"agent-native/runtime/hooks"
+)
+
+func TestToolGuardrailMergesOnPreToolUse(t *testing.T) {
+	bus := hooks.New()
+	Register(bus, Set{
+		Tool: func(ctx context.Context, name, args string) Verdict {
+			if name == "run_shell" {
+				return Verdict{Decision: hooks.Deny, Reason: "shell 被护栏禁用"}
+			}
+			return Verdict{}
+		},
+	}, Scope{})
+	out := bus.Emit(hooks.Call{Event: hooks.PreToolUse, Tool: "run_shell"})
+	if out.Decision != hooks.Deny || out.Reason == "" {
+		t.Fatalf("out = %+v", out)
+	}
+	out = bus.Emit(hooks.Call{Event: hooks.PreToolUse, Tool: "read_file"})
+	if out.Decision != "" {
+		t.Fatalf("read_file out = %+v", out)
+	}
+}
+
+func TestToolGuardrailModifyRewritesArgs(t *testing.T) {
+	bus := hooks.New()
+	Register(bus, Set{
+		Tool: func(ctx context.Context, name, args string) Verdict {
+			return Verdict{Decision: hooks.Modify, Replacement: `{"path":"safe.txt"}`}
+		},
+	}, Scope{})
+	out := bus.Emit(hooks.Call{Event: hooks.PreToolUse, Tool: "write_file"})
+	if out.Decision != hooks.Modify || out.Args != `{"path":"safe.txt"}` {
+		t.Fatalf("out = %+v", out)
+	}
+}
+
+func TestOutputGuardrailDenyBecomesContinuation(t *testing.T) {
+	bus := hooks.New()
+	Register(bus, Set{
+		Output: func(ctx context.Context, text string) Verdict {
+			return Verdict{Decision: hooks.Deny, Reason: "缺少来源标注"}
+		},
+	}, Scope{Final: true})
+	out := bus.Emit(hooks.Call{Event: hooks.Stop, LastText: "结论"})
+	// Output deny 必须表达为续跑（Block），而不是把 run 掐死。
+	if out.Decision != hooks.Block || out.Reason != "缺少来源标注" {
+		t.Fatalf("out = %+v", out)
+	}
+}
+
+func TestScopeGatesInputAndOutput(t *testing.T) {
+	fired := map[string]bool{}
+	mk := func() Set {
+		return Set{
+			Input:  func(ctx context.Context, text string) Verdict { fired["input"] = true; return Verdict{} },
+			Output: func(ctx context.Context, text string) Verdict { fired["output"] = true; return Verdict{} },
+		}
+	}
+	// 子代理 run（Entry/Final 都为 false）：Input/Output 不注册。
+	bus := hooks.New()
+	Register(bus, mk(), Scope{})
+	bus.Emit(hooks.Call{Event: hooks.UserPromptSubmit, LastText: "x"})
+	bus.Emit(hooks.Call{Event: hooks.Stop, LastText: "y"})
+	if fired["input"] || fired["output"] {
+		t.Fatalf("sub-run scope fired: %v", fired)
+	}
+	// 入口且最终：两层都触发。
+	bus2 := hooks.New()
+	Register(bus2, mk(), Scope{Entry: true, Final: true})
+	bus2.Emit(hooks.Call{Event: hooks.UserPromptSubmit, LastText: "x"})
+	bus2.Emit(hooks.Call{Event: hooks.Stop, LastText: "y"})
+	if !fired["input"] || !fired["output"] {
+		t.Fatalf("entry/final scope did not fire: %v", fired)
+	}
+}
+
+func TestNilBusIsNoop(t *testing.T) {
+	Register(nil, Set{
+		Input:  func(ctx context.Context, text string) Verdict { return Verdict{Decision: hooks.Deny} },
+		Output: func(ctx context.Context, text string) Verdict { return Verdict{Decision: hooks.Deny} },
+		Tool:   func(ctx context.Context, name, args string) Verdict { return Verdict{Decision: hooks.Deny} },
+	}, Scope{Entry: true, Final: true})
+}

runtime/hooks/hooks.go

@@ -0,0 +1,136 @@
+// Package hooks 是进程内钩子总线。决策按 block/deny、ask、modify、allow 取更强的一条。
+// 没有表态的处理函数不改变结果。
+package hooks
+
+import "sync"
+
+type Event string
+
+const (
+	SessionStart       Event = "SessionStart"
+	UserPromptSubmit   Event = "UserPromptSubmit"
+	PreToolUse         Event = "PreToolUse"
+	PermissionRequest  Event = "PermissionRequest"
+	PostToolUse        Event = "PostToolUse"
+	PostToolUseFailure Event = "PostToolUseFailure"
+	PostToolBatch      Event = "PostToolBatch"
+	Stop               Event = "Stop"
+	SubagentStart      Event = "SubagentStart"
+	SubagentStop       Event = "SubagentStop"
+	PreCompact         Event = "PreCompact"
+	SessionEnd         Event = "SessionEnd"
+)
+
+type Decision string
+
+const (
+	Allow  Decision = "allow"
+	Deny   Decision = "deny"
+	Ask    Decision = "ask"
+	Modify Decision = "modify"
+	Block  Decision = "block"
+)
+
+// Call 是一次事件。工具字段只在工具事件上有意义。
+type Call struct {
+	Event         Event
+	Tool          string
+	Args          string
+	Result        string
+	IsError       bool
+	Turn          int
+	LastText      string
+	Continuations int
+	ToolCalls     int
+}
+
+// Outcome 是一个处理函数的表态。空 Decision 表示不插手。
+type Outcome struct {
+	Decision    Decision
+	Reason      string
+	Args        string
+	Notice      string
+	Replacement string
+}
+
+type Handler func(Call) Outcome
+
+type Bus struct {
+	mu sync.Mutex
+	hs []Handler
+}
+
+func New() *Bus { return &Bus{} }
+
+func (b *Bus) On(h Handler) {
+	if b == nil || h == nil {
+		return
+	}
+	b.mu.Lock()
+	b.hs = append(b.hs, h)
+	b.mu.Unlock()
+}
+
+// Emit 按优先级合并表态。deny 与 block 同级，先登记的保留。
+func (b *Bus) Emit(c Call) Outcome {
+	if b == nil {
+		return Outcome{}
+	}
+	b.mu.Lock()
+	hs := append([]Handler(nil), b.hs...)
+	b.mu.Unlock()
+	var merged Outcome
+	for _, h := range hs {
+		merged = prefer(merged, h(c))
+	}
+	return merged
+}
+
+func prefer(cur, next Outcome) Outcome {
+	if rank(next.Decision) > rank(cur.Decision) {
+		return next
+	}
+	return cur
+}
+
+func rank(d Decision) int {
+	switch d {
+	case Block, Deny:
+		return 4
+	case Ask:
+		return 3
+	case Modify:
+		return 2
+	case Allow:
+		return 1
+	default:
+		return 0
+	}
+}
+
+// AdaptBefore 把「返回错误即拒绝」收成 PreToolUse 处理函数。
+func AdaptBefore(fn func(name, args string) error) Handler {
+	return func(c Call) Outcome {
+		if c.Event != PreToolUse || fn == nil {
+			return Outcome{}
+		}
+		if err := fn(c.Tool, c.Args); err != nil {
+			return Outcome{Decision: Deny, Reason: err.Error()}
+		}
+		return Outcome{Decision: Allow}
+	}
+}
+
+// AdaptAfter 把工具结果观察收成 PostToolUse 或失败事件。它不改写结果。
+func AdaptAfter(fn func(name, args, result string, isError bool)) Handler {
+	return func(c Call) Outcome {
+		if fn == nil {
+			return Outcome{}
+		}
+		switch c.Event {
+		case PostToolUse, PostToolUseFailure:
+			fn(c.Tool, c.Args, c.Result, c.IsError)
+		}
+		return Outcome{}
+	}
+}

runtime/hooks/hooks_test.go

@@ -0,0 +1,40 @@
+package hooks
+
+import "testing"
+
+func TestDenyBeatsAllow(t *testing.T) {
+	b := New()
+	b.On(func(Call) Outcome { return Outcome{Decision: Allow} })
+	b.On(func(c Call) Outcome {
+		if c.Event == PreToolUse {
+			return Outcome{Decision: Deny, Reason: "no"}
+		}
+		return Outcome{}
+	})
+	out := b.Emit(Call{Event: PreToolUse, Tool: "write_file"})
+	if out.Decision != Deny || out.Reason != "no" {
+		t.Fatalf("%+v", out)
+	}
+}
+
+func TestAdaptBefore(t *testing.T) {
+	h := AdaptBefore(func(name, args string) error {
+		if name == "write_file" {
+			return errString("blocked")
+		}
+		return nil
+	})
+	if h(Call{Event: PreToolUse, Tool: "read_file"}).Decision != Allow {
+		t.Fatal("read")
+	}
+	if h(Call{Event: PreToolUse, Tool: "write_file"}).Decision != Deny {
+		t.Fatal("write")
+	}
+	if h(Call{Event: Stop}).Decision != "" {
+		t.Fatal("stop should be ignored")
+	}
+}
+
+type errString string
+
+func (e errString) Error() string { return string(e) }

runtime/llm/anthropic.go

@@ -0,0 +1,404 @@
+package llm
+
+import (
+	"bufio"
+	"bytes"
+	"context"
+	"encoding/json"
+	"fmt"
+	"io"
+	"net/http"
+	"strings"
+	"time"
+)
+
+// anthropic.go — 原生 Anthropic Messages API 客户端（N2 WP2）。
+// 与 OpenAI 路径共用 Message/Event 表面；组包与 BuildBody 的 Anthropic
+// 分支是同一个函数（消灭「离线/线上两张皮」，审计 N4 的根因）。
+
+// AnthropicVersion 是请求头 anthropic-version 的钉住值。
+const AnthropicVersion = "2023-06-01"
+
+// anthropicBody 组 Anthropic Messages 请求体（线上 Client 与离线 BuildBody
+// 共用）。tools 挂 input_schema；system 与最后一个 tool 挂 cache_control
+// （静态前缀的缓存断点）；assistant 的思考块在内容块最前且带签名往返。
+func anthropicBody(model string, messages []Message, tools []ToolDecl, opts StreamOptions) ([]byte, error) {
+	sys, msgs := anthropicMessages(messages)
+	body := map[string]any{
+		"model":    model,
+		"messages": msgs,
+		"stream":   true,
+		// Anthropic 要求 max_tokens。0 表示调用方不限制：用足够大的默认值，
+		// 避免 4096 把长回复截断。真正的上限由调用方 StreamOptions.MaxTokens 决定。
+		"max_tokens": opts.MaxTokens,
+	}
+	if body["max_tokens"] == 0 {
+		body["max_tokens"] = 128000
+	}
+	if sys != "" {
+		body["system"] = []map[string]any{{
+			"type":          "text",
+			"text":          sys,
+			"cache_control": map[string]any{"type": "ephemeral"},
+		}}
+	}
+	if budget := AnthropicThinkingBudget(opts.ThinkingLevel); budget > 0 {
+		body["thinking"] = map[string]any{"type": "enabled", "budget_tokens": budget}
+	}
+	if len(tools) > 0 {
+		body["tools"] = anthropicTools(tools)
+	}
+	return json.Marshal(body)
+}
+
+// anthropicTools 声明工具（name/description/input_schema）；最后一个挂
+// cache_control 作为静态工具前缀的断点。
+func anthropicTools(decls []ToolDecl) []map[string]any {
+	out := make([]map[string]any, 0, len(decls))
+	for i, t := range decls {
+		params := t.Parameters
+		if len(params) == 0 {
+			params = json.RawMessage(`{"type":"object","properties":{}}`)
+		}
+		item := map[string]any{
+			"name":         t.Name,
+			"description":  t.Description,
+			"input_schema": json.RawMessage(params),
+		}
+		if i == len(decls)-1 {
+			item["cache_control"] = map[string]any{"type": "ephemeral"}
+		}
+		out = append(out, item)
+	}
+	return out
+}
+
+// anthropicMessages 把通用转录映射成 Anthropic 消息：
+// system 收成字符串（由调用方决定挂法）；assistant 的思考块在最前，
+// 其后 text/image 与 tool_use；连续 RoleTool 折叠成一条 user 消息内的
+// tool_result 块组（Anthropic 不允许 tool 角色）。
+func anthropicMessages(messages []Message) (string, []map[string]any) {
+	var system strings.Builder
+	var out []map[string]any
+	for i := 0; i < len(messages); i++ {
+		m := messages[i]
+		switch m.Role {
+		case RoleSystem:
+			if system.Len() > 0 {
+				system.WriteString("\n")
+			}
+			system.WriteString(m.Content)
+		case RoleAssistant:
+			var content []map[string]any
+			for _, th := range m.Thinking {
+				if th.Redacted {
+					content = append(content, map[string]any{"type": "redacted_thinking", "data": th.Data})
+					continue
+				}
+				content = append(content, map[string]any{
+					"type": "thinking", "thinking": th.Thinking, "signature": th.Signature,
+				})
+			}
+			if m.Content != "" {
+				content = append(content, map[string]any{"type": "text", "text": m.Content})
+			}
+			for _, img := range m.Images {
+				content = append(content, map[string]any{
+					"type": "image",
+					"source": map[string]any{
+						"type":       "base64",
+						"media_type": firstNonEmpty(img.MIME, "image/png"),
+						"data":       img.Data,
+					},
+				})
+			}
+			for _, tc := range m.ToolCalls {
+				args := json.RawMessage(tc.Arguments)
+				if !json.Valid(args) {
+					args = json.RawMessage(`{}`)
+				}
+				content = append(content, map[string]any{
+					"type": "tool_use", "id": tc.ID, "name": tc.Name, "input": args,
+				})
+			}
+			if len(content) == 0 {
+				content = append(content, map[string]any{"type": "text", "text": ""})
+			}
+			out = append(out, map[string]any{"role": "assistant", "content": content})
+		case RoleTool:
+			// 连续 tool 结果折叠进同一条 user 消息。
+			var results []map[string]any
+			for ; i < len(messages) && messages[i].Role == RoleTool; i++ {
+				t := messages[i]
+				results = append(results, map[string]any{
+					"type":        "tool_result",
+					"tool_use_id": t.ToolCallID,
+					"content":     t.Content,
+					"is_error":    t.IsError,
+				})
+			}
+			i--
+			out = append(out, map[string]any{"role": "user", "content": results})
+		default:
+			content := []map[string]any{}
+			if m.Content != "" {
+				content = append(content, map[string]any{"type": "text", "text": m.Content})
+			}
+			for _, img := range m.Images {
+				content = append(content, map[string]any{
+					"type": "image",
+					"source": map[string]any{
+						"type":       "base64",
+						"media_type": firstNonEmpty(img.MIME, "image/png"),
+						"data":       img.Data,
+					},
+				})
+			}
+			out = append(out, map[string]any{"role": "user", "content": content})
+		}
+	}
+	return system.String(), out
+}
+
+// streamAnthropic 发 POST {base}/messages 并把 Anthropic SSE 事件族映射到
+// 通用 Event。与 OpenAI 客户端共享错误/中止语义。
+func (c *Client) streamAnthropic(ctx context.Context, model string, messages []Message, tools []ToolDecl, opts StreamOptions, out chan<- Event) {
+	base := firstNonEmpty(opts.APIBase, c.BaseURL)
+	key := firstNonEmpty(opts.APIKey, c.APIKey)
+	if base == "" || key == "" || model == "" {
+		emitError(out, "", false, "agentx llm client is missing base url, api key, or model")
+		return
+	}
+	if opts.MessageShape != "" {
+		messages = PrepareMessages(messages, opts.MessageShape)
+	}
+	raw, err := anthropicBody(model, messages, tools, opts)
+	if err != nil {
+		emitError(out, "", false, err.Error())
+		return
+	}
+	req, err := http.NewRequestWithContext(ctx, http.MethodPost, strings.TrimRight(base, "/")+"/messages", bytes.NewReader(raw))
+	if err != nil {
+		emitError(out, "", false, err.Error())
+		return
+	}
+	req.Header.Set("x-api-key", key)
+	req.Header.Set("anthropic-version", AnthropicVersion)
+	req.Header.Set("Content-Type", "application/json")
+	req.Header.Set("Accept", "text/event-stream")
+	hc := c.HTTPClient
+	if hc == nil {
+		hc = &http.Client{Timeout: 30 * time.Minute}
+	}
+	resp, err := hc.Do(req)
+	if err != nil {
+		if ctx.Err() != nil {
+			emitAbort(out, "", ctx.Err())
+			return
+		}
+		emitError(out, "", true, err.Error())
+		return
+	}
+	defer resp.Body.Close()
+	if resp.StatusCode >= 400 {
+		slurp, _ := io.ReadAll(io.LimitReader(resp.Body, 4096))
+		msg := fmt.Sprintf("provider status %d: %s", resp.StatusCode, strings.TrimSpace(string(slurp)))
+		ev := Event{
+			Kind:         KindError,
+			HTTPStatus:   resp.StatusCode,
+			Retryable:    StatusRetryable(resp.StatusCode) && !ContextOverflow(msg),
+			ErrorMessage: msg,
+			Err:          &StreamError{Message: msg, Retryable: StatusRetryable(resp.StatusCode) && !ContextOverflow(msg)},
+			Message:      Message{Role: RoleAssistant, StopReason: StopError},
+		}
+		if d, ok := ParseRetryAfter(resp.Header.Get("Retry-After"), time.Now()); ok {
+			ev.HasRetryAfter = true
+			ev.RetryAfter = d
+		}
+		out <- ev
+		return
+	}
+	parseAnthropicSSE(ctx, resp.Body, out)
+}
+
+// ---- Anthropic SSE 解析 ----
+
+type anthropicBlock struct {
+	typ       string
+	toolID    string
+	toolName  string
+	args      strings.Builder
+	thinking  strings.Builder
+	signature strings.Builder
+	redacted  string
+}
+
+// parseAnthropicSSE 读 event:/data: 帧对，产出文本/思考/工具增量与一次
+// 终结 message_end（或 error）。
+func parseAnthropicSSE(ctx context.Context, r io.Reader, out chan<- Event) {
+	blocks := map[int]*anthropicBlock{}
+	var content strings.Builder
+	var thinking []ThinkingBlock
+	var calls []ToolCall
+	var usage Usage
+	stopReason := StopEnd
+	finishReason := ""
+	sc := bufio.NewScanner(r)
+	sc.Buffer(make([]byte, 0, 64*1024), 4*1024*1024)
+	eventType := ""
+	for sc.Scan() {
+		line := sc.Text()
+		select {
+		case <-ctx.Done():
+			emitAbort(out, "", ctx.Err())
+			return
+		default:
+		}
+		switch {
+		case strings.HasPrefix(line, "event:"):
+			eventType = strings.TrimSpace(strings.TrimPrefix(line, "event:"))
+		case strings.HasPrefix(line, "data:"):
+			data := strings.TrimSpace(strings.TrimPrefix(line, "data:"))
+			if data == "" {
+				continue
+			}
+			var frame map[string]json.RawMessage
+			if err := json.Unmarshal([]byte(data), &frame); err != nil {
+				continue
+			}
+			switch eventType {
+			case "message_start":
+				var v struct {
+					Message struct {
+						Usage struct {
+							InputTokens      int `json:"input_tokens"`
+							CacheReadTokens  int `json:"cache_read_input_tokens"`
+							CacheWriteTokens int `json:"cache_creation_input_tokens"`
+						} `json:"usage"`
+					} `json:"message"`
+				}
+				if json.Unmarshal(frame["message"], &v.Message) == nil {
+					usage.PromptTokens = v.Message.Usage.InputTokens
+					usage.CacheReadTokens = v.Message.Usage.CacheReadTokens
+					usage.CacheWriteTokens = v.Message.Usage.CacheWriteTokens
+				}
+			case "content_block_start":
+				var v struct {
+					Index        int `json:"index"`
+					ContentBlock struct {
+						Type string `json:"type"`
+						ID   string `json:"id"`
+						Name string `json:"name"`
+						Data string `json:"data"`
+					} `json:"content_block"`
+				}
+				if json.Unmarshal(frame["index"], &v.Index) == nil {
+					_ = json.Unmarshal(frame["content_block"], &v.ContentBlock)
+					b := &anthropicBlock{typ: v.ContentBlock.Type, toolID: v.ContentBlock.ID, toolName: v.ContentBlock.Name, redacted: v.ContentBlock.Data}
+					blocks[v.Index] = b
+					if v.ContentBlock.Type == "tool_use" {
+						out <- Event{Kind: KindToolCallDelta, ToolIndex: v.Index, ToolID: v.ContentBlock.ID, ToolName: v.ContentBlock.Name}
+					}
+				}
+			case "content_block_delta":
+				var v struct {
+					Index int `json:"index"`
+					Delta struct {
+						Type      string `json:"type"`
+						Text      string `json:"text"`
+						Thinking  string `json:"thinking"`
+						Signature string `json:"signature"`
+						Partial   string `json:"partial_json"`
+					} `json:"delta"`
+				}
+				if json.Unmarshal(frame["index"], &v.Index) != nil {
+					continue
+				}
+				_ = json.Unmarshal(frame["delta"], &v.Delta)
+				b := blocks[v.Index]
+				switch v.Delta.Type {
+				case "text_delta":
+					content.WriteString(v.Delta.Text)
+					out <- Event{Kind: KindTextDelta, Text: v.Delta.Text}
+				case "thinking_delta":
+					if b != nil {
+						b.thinking.WriteString(v.Delta.Thinking)
+					}
+					out <- Event{Kind: KindReasoningDelta, ReasoningDelta: v.Delta.Thinking}
+				case "signature_delta":
+					if b != nil {
+						b.signature.WriteString(v.Delta.Signature)
+					}
+				case "input_json_delta":
+					if b != nil {
+						b.args.WriteString(v.Delta.Partial)
+					}
+					out <- Event{Kind: KindToolCallDelta, ToolIndex: v.Index, ArgumentsDelta: v.Delta.Partial}
+				}
+			case "content_block_stop":
+				var v struct {
+					Index int `json:"index"`
+				}
+				if json.Unmarshal(frame["index"], &v.Index) != nil {
+					continue
+				}
+				b := blocks[v.Index]
+				if b == nil {
+					continue
+				}
+				switch b.typ {
+				case "tool_use":
+					calls = append(calls, ToolCall{ID: b.toolID, Name: b.toolName, Arguments: b.args.String()})
+				case "thinking":
+					thinking = append(thinking, ThinkingBlock{Thinking: b.thinking.String(), Signature: b.signature.String()})
+				case "redacted_thinking":
+					thinking = append(thinking, ThinkingBlock{Redacted: true, Data: b.redacted})
+				}
+			case "message_delta":
+				var v struct {
+					Delta struct {
+						StopReason string `json:"stop_reason"`
+					} `json:"delta"`
+					Usage struct {
+						OutputTokens int `json:"output_tokens"`
+					} `json:"usage"`
+				}
+				_ = json.Unmarshal(frame["delta"], &v.Delta)
+				_ = json.Unmarshal(frame["usage"], &v.Usage)
+				finishReason = v.Delta.StopReason
+				usage.CompletionTokens = v.Usage.OutputTokens
+				if v.Delta.StopReason == "tool_use" {
+					stopReason = StopToolCalls
+				}
+			case "error":
+				msg := data
+				var v struct {
+					Error struct {
+						Type    string `json:"type"`
+						Message string `json:"message"`
+					} `json:"error"`
+				}
+				if json.Unmarshal(frame["error"], &v.Error) == nil && v.Error.Message != "" {
+					msg = v.Error.Type + ": " + v.Error.Message
+				}
+				out <- Event{Kind: KindError, ErrorMessage: msg, Err: &StreamError{Message: msg}, Message: Message{Role: RoleAssistant, StopReason: StopError}}
+				return
+			}
+		}
+	}
+	if err := sc.Err(); err != nil {
+		if ctx.Err() != nil {
+			emitAbort(out, "", ctx.Err())
+			return
+		}
+		emitError(out, "", true, "anthropic sse read: "+err.Error())
+		return
+	}
+	usage.TotalTokens = usage.PromptTokens + usage.CompletionTokens
+	out <- Event{
+		Kind:         KindMessageEnd,
+		Message:      Message{Role: RoleAssistant, Content: content.String(), ToolCalls: calls, Thinking: thinking, StopReason: stopReason},
+		Usage:        usage,
+		FinishReason: finishReason,
+	}
+}

runtime/llm/anthropic_test.go

@@ -0,0 +1,250 @@
+package llm
+
+import (
+	"context"
+	"encoding/json"
+	"io"
+	"net/http"
+	"net/http/httptest"
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+)
+
+// ---- N2 WP2：Anthropic 原生客户端（验收① 的机器证据）----
+
+// fixtureServer 按调用序回放 testdata/anthropic 下的录制 SSE，并记录请求。
+type fixtureServer struct {
+	t        *testing.T
+	requests []recordedRequest
+	count    int
+}
+
+type recordedRequest struct {
+	path    string
+	apiKey  string
+	version string
+	body    map[string]any
+}
+
+func (f *fixtureServer) handler(w http.ResponseWriter, r *http.Request) {
+	f.count++
+	body, _ := io.ReadAll(r.Body)
+	var parsed map[string]any
+	_ = json.Unmarshal(body, &parsed)
+	f.requests = append(f.requests, recordedRequest{
+		path:    r.URL.Path,
+		apiKey:  r.Header.Get("x-api-key"),
+		version: r.Header.Get("anthropic-version"),
+		body:    parsed,
+	})
+	names := []string{"01-tool-use.sse", "02-thinking-text.sse", "03-text.sse"}
+	raw, err := os.ReadFile(filepath.Join("testdata", "anthropic", names[f.count-1]))
+	if err != nil {
+		f.t.Fatalf("fixture %d: %v", f.count, err)
+	}
+	w.Header().Set("Content-Type", "text/event-stream")
+	_, _ = w.Write(raw)
+}
+
+// anthropicPresetClient 经预设表构建客户端（验收的是「选 anthropic 预设」本身），
+// BaseURL 指到夹具服务器（预设只是结构体，测试内覆盖端点，不打真实网络）。
+func anthropicPresetClient(t *testing.T, base string) *Client {
+	t.Helper()
+	var preset Provider
+	for _, p := range Presets() {
+		if p.Name == "anthropic" {
+			preset = p
+		}
+	}
+	if preset.Name == "" {
+		t.Fatal("anthropic preset missing")
+	}
+	preset.BaseURL = base
+	preset.APIKey = "fixture-key"
+	c, err := ClientFor(preset)
+	if err != nil {
+		t.Fatalf("ClientFor: %v", err)
+	}
+	return c
+}
+
+func collect(t *testing.T, ch <-chan Event) (end Event, texts, reasoning []string) {
+	t.Helper()
+	for ev := range ch {
+		switch ev.Kind {
+		case KindTextDelta:
+			texts = append(texts, ev.Text)
+		case KindReasoningDelta:
+			reasoning = append(reasoning, ev.ReasoningDelta)
+		case KindMessageEnd:
+			end = ev
+		case KindError:
+			t.Fatalf("stream error: %s", ev.ErrorMessage)
+		}
+	}
+	return end, texts, reasoning
+}
+
+// TestAnthropicPresetToolRound 验收①：选 anthropic 预设，用录制 HTTP 夹具
+// 完成一轮完整工具调用（tools 请求 → tool_use → tool_result → 终文本），
+// 且 thinking 块带原签名在下一请求里往返。
+func TestAnthropicPresetToolRound(t *testing.T) {
+	fs := &fixtureServer{t: t}
+	srv := httptest.NewServer(http.HandlerFunc(fs.handler))
+	defer srv.Close()
+	c := anthropicPresetClient(t, srv.URL)
+	ctx := context.Background()
+
+	tools := []ToolDecl{{Name: "read_file", Description: "读文件", Parameters: json.RawMessage(`{"type":"object","properties":{"path":{"type":"string"}}}`)}}
+
+	// 第一回合：带 tools 请求 → tool_use。
+	end1, _, _ := collect(t, c.Stream(ctx, "claude-fixture", []Message{{Role: RoleUser, Content: "查一下 main.go"}}, tools, StreamOptions{}))
+	if end1.Message.StopReason != StopToolCalls || len(end1.Message.ToolCalls) != 1 {
+		t.Fatalf("resp1: %+v", end1.Message)
+	}
+	call := end1.Message.ToolCalls[0]
+	if call.ID != "toolu_01ABC" || call.Name != "read_file" || call.Arguments != `{"path":"main.go"}` {
+		t.Fatalf("tool call: %+v", call)
+	}
+
+	req1 := fs.requests[0]
+	if req1.path != "/messages" || req1.apiKey != "fixture-key" || req1.version != AnthropicVersion {
+		t.Fatalf("req1 headers: %+v", req1)
+	}
+	toolsBody, _ := req1.body["tools"].([]any)
+	if len(toolsBody) != 1 {
+		t.Fatalf("req1 tools: %v", req1.body["tools"])
+	}
+	tool0 := toolsBody[0].(map[string]any)
+	if tool0["name"] != "read_file" || tool0["input_schema"] == nil || tool0["cache_control"] == nil {
+		t.Fatalf("req1 tool decl: %v", tool0)
+	}
+
+	// 第二回合：assistant(tool_use) + tool_result → thinking(带签名) + 终文本。
+	msgs2 := []Message{
+		{Role: RoleUser, Content: "查一下 main.go"},
+		end1.Message,
+		{Role: RoleTool, ToolCallID: call.ID, Name: call.Name, Content: "1 package main\n..."},
+	}
+	end2, texts2, reasoning2 := collect(t, c.Stream(ctx, "claude-fixture", msgs2, tools, StreamOptions{}))
+	if end2.Message.StopReason != StopEnd || end2.Message.Content != "查到了，main.go 一共 42 行。" {
+		t.Fatalf("resp2: %+v", end2.Message)
+	}
+	if len(end2.Message.Thinking) != 1 || end2.Message.Thinking[0].Signature != "EqoBCkgIARABGAIiQA" {
+		t.Fatalf("resp2 thinking: %+v", end2.Message.Thinking)
+	}
+	if strings.Join(texts2, "") != end2.Message.Content || len(reasoning2) == 0 {
+		t.Fatalf("deltas: %v %v", texts2, reasoning2)
+	}
+
+	req2 := fs.requests[1]
+	msgsBody, _ := req2.body["messages"].([]any)
+	var toolResult map[string]any
+	for _, m := range msgsBody {
+		mm := m.(map[string]any)
+		if mm["role"] != "user" {
+			continue
+		}
+		for _, blk := range mm["content"].([]any) {
+			b := blk.(map[string]any)
+			if b["type"] == "tool_result" {
+				toolResult = b
+			}
+		}
+	}
+	if toolResult == nil || toolResult["tool_use_id"] != "toolu_01ABC" {
+		t.Fatalf("req2 tool_result: %v", toolResult)
+	}
+
+	// 第三回合：assistant(thinking+text) 回送 → 签名必须原样往返。
+	msgs3 := append(append([]Message{}, msgs2...), end2.Message, Message{Role: RoleUser, Content: "再说一遍"})
+	end3, _, _ := collect(t, c.Stream(ctx, "claude-fixture", msgs3, tools, StreamOptions{}))
+	if end3.Message.Content != "42 行。" {
+		t.Fatalf("resp3: %+v", end3.Message)
+	}
+
+	req3 := fs.requests[2]
+	var thinkingBlock map[string]any
+	for _, m := range req3.body["messages"].([]any) {
+		mm := m.(map[string]any)
+		if mm["role"] != "assistant" {
+			continue
+		}
+		for _, blk := range mm["content"].([]any) {
+			b := blk.(map[string]any)
+			if b["type"] == "thinking" {
+				thinkingBlock = b
+			}
+		}
+	}
+	if thinkingBlock == nil || thinkingBlock["signature"] != "EqoBCkgIARABGAIiQA" {
+		t.Fatalf("req3 thinking round-trip: %v", thinkingBlock)
+	}
+}
+
+// TestAnthropicBodyShape 组包单测：tool_use/tool_result/thinking 块形态、
+// system 与末位工具的 cache_control、max_tokens 默认。
+func TestAnthropicBodyShape(t *testing.T) {
+	msgs := []Message{
+		{Role: RoleSystem, Content: "sys"},
+		{Role: RoleUser, Content: "u"},
+		{Role: RoleAssistant, Thinking: []ThinkingBlock{{Thinking: "想", Signature: "sig"}}, ToolCalls: []ToolCall{{ID: "t1", Name: "read", Arguments: `{"a":1}`}}},
+		{Role: RoleTool, ToolCallID: "t1", Name: "read", Content: "r1"},
+		{Role: RoleTool, ToolCallID: "t2", Name: "grep", Content: "r2", IsError: true},
+	}
+	raw, err := anthropicBody("claude", msgs, []ToolDecl{{Name: "read", Description: "读"}}, StreamOptions{})
+	if err != nil {
+		t.Fatal(err)
+	}
+	var body map[string]any
+	if err := json.Unmarshal(raw, &body); err != nil {
+		t.Fatal(err)
+	}
+	if body["max_tokens"] != float64(128000) {
+		t.Fatalf("max_tokens 默认：%v", body["max_tokens"])
+	}
+	sys := body["system"].([]any)[0].(map[string]any)
+	if sys["cache_control"] == nil {
+		t.Fatal("system 应挂 cache_control")
+	}
+	out := body["messages"].([]any)
+	// assistant：思考块在最前，其后 tool_use。
+	assistant := out[1].(map[string]any)
+	blocks := assistant["content"].([]any)
+	if blocks[0].(map[string]any)["type"] != "thinking" || blocks[1].(map[string]any)["type"] != "tool_use" {
+		t.Fatalf("assistant 块序：%v", blocks)
+	}
+	// 连续两条 tool 结果折叠进同一条 user 消息。
+	folded := out[2].(map[string]any)
+	if folded["role"] != "user" || len(folded["content"].([]any)) != 2 {
+		t.Fatalf("tool_result 折叠：%v", folded)
+	}
+	second := folded["content"].([]any)[1].(map[string]any)
+	if second["type"] != "tool_result" || second["is_error"] != true {
+		t.Fatalf("tool_result is_error：%v", second)
+	}
+	// 末位工具挂 cache_control。
+	tool := body["tools"].([]any)[0].(map[string]any)
+	if tool["cache_control"] == nil {
+		t.Fatal("末位工具应挂 cache_control")
+	}
+}
+
+// TestAnthropicSSEErrorFrame 协议内 error 帧映射为 KindError。
+func TestAnthropicSSEErrorFrame(t *testing.T) {
+	raw := "event: error\ndata: {\"type\":\"error\",\"error\":{\"type\":\"overloaded_error\",\"message\":\"Overloaded\"}}\n\n"
+	ch := make(chan Event, 1)
+	go func() {
+		defer close(ch)
+		parseAnthropicSSE(context.Background(), strings.NewReader(raw), ch)
+	}()
+	var got []Event
+	for ev := range ch {
+		got = append(got, ev)
+	}
+	if len(got) != 1 || got[0].Kind != KindError || !strings.Contains(got[0].ErrorMessage, "Overloaded") {
+		t.Fatalf("%+v", got)
+	}
+}

runtime/llm/client.go

@@ -11,11 +11,15 @@ import (
 	"time"
 )
 
-// Client calls an OpenAI-compatible chat completions endpoint with streaming.
+// Client calls a chat completions endpoint with streaming.
+// 默认讲 OpenAI 兼容协议；Protocol 为 ProtocolAnthropic 时讲原生
+// Anthropic Messages（组包与 BuildBody 共用，见 anthropic.go）。
 type Client struct {
 	BaseURL    string
 	APIKey     string
 	HTTPClient *http.Client
+	// Protocol 空 = openai-chat（零值兼容所有直接构造点）。
+	Protocol Protocol
 }
 
 // Stream implements StreamFunc. Transport and provider failures are encoded as
@@ -24,6 +28,10 @@ func (c *Client) Stream(ctx context.Context, model string, messages []Message, t
 	out := make(chan Event)
 	go func() {
 		defer close(out)
+		if c.Protocol == ProtocolAnthropic {
+			c.streamAnthropic(ctx, model, messages, tools, opts, out)
+			return
+		}
 		c.run(ctx, model, messages, tools, opts, out)
 	}()
 	return out
@@ -42,6 +50,9 @@ func (c *Client) run(ctx context.Context, model string, messages []Message, tool
 		emitError(out, "", false, "agentx llm client is missing base url, api key, or model")
 		return
 	}
+	if opts.MessageShape != "" {
+		messages = PrepareMessages(messages, opts.MessageShape)
+	}
 	body := map[string]any{
 		"model":    model,
 		"messages": toProviderMessages(messages),
@@ -53,6 +64,9 @@ func (c *Client) run(ctx context.Context, model string, messages []Message, tool
 	if opts.MaxTokens > 0 {
 		body["max_tokens"] = opts.MaxTokens
 	}
+	if effort := OpenAIReasoningEffort(opts.ThinkingLevel); effort != "" {
+		body["reasoning_effort"] = effort
+	}
 	if len(tools) > 0 {
 		body["tools"] = toProviderTools(tools)
 		body["tool_choice"] = "auto"
@@ -86,8 +100,20 @@ func (c *Client) run(ctx context.Context, model string, messages []Message, tool
 	defer resp.Body.Close()
 	if resp.StatusCode >= 400 {
 		slurp, _ := io.ReadAll(io.LimitReader(resp.Body, 4096))
-		retryable := resp.StatusCode == http.StatusTooManyRequests || resp.StatusCode >= 500
-		emitError(out, "", retryable, fmt.Sprintf("provider status %d: %s", resp.StatusCode, strings.TrimSpace(string(slurp))))
+		msg := fmt.Sprintf("provider status %d: %s", resp.StatusCode, strings.TrimSpace(string(slurp)))
+		ev := Event{
+			Kind:         KindError,
+			HTTPStatus:   resp.StatusCode,
+			Retryable:    StatusRetryable(resp.StatusCode) && !ContextOverflow(msg),
+			ErrorMessage: msg,
+			Err:          &StreamError{Message: msg, Retryable: StatusRetryable(resp.StatusCode) && !ContextOverflow(msg)},
+			Message:      Message{Role: RoleAssistant, StopReason: StopError},
+		}
+		if d, ok := ParseRetryAfter(resp.Header.Get("Retry-After"), time.Now()); ok {
+			ev.HasRetryAfter = true
+			ev.RetryAfter = d
+		}
+		out <- ev
 		return
 	}
 	for ev := range ParseSSE(ctx, resp.Body) {
@@ -95,6 +121,18 @@ func (c *Client) run(ctx context.Context, model string, messages []Message, tool
 	}
 }
 
+// replayThink 拼接一条 assistant 消息捕获到的全部思考块。
+func replayThink(m Message) string {
+	var b strings.Builder
+	for _, t := range m.Thinking {
+		if t.Thinking != "" {
+			b.WriteString(t.Thinking)
+			b.WriteString("\n")
+		}
+	}
+	return strings.TrimRight(b.String(), "\n")
+}
+
 func toProviderMessages(messages []Message) []map[string]any {
 	out := make([]map[string]any, 0, len(messages))
 	for _, m := range messages {
@@ -106,7 +144,14 @@ func toProviderMessages(messages []Message) []map[string]any {
 				"content":      m.Content,
 			})
 		case RoleAssistant:
-			item := map[string]any{"role": "assistant", "content": m.Content}
+			// 回放捕获的思考（Message.Thinking 由 SSE 的 reasoning_content 捕获而来）：
+			// 交错思考模型要求历史 assistant 原样带回 <think> 块。没有思考块的
+			// 消息零改动——非思考模型的上下文不受影响。
+			content := m.Content
+			if think := replayThink(m); think != "" {
+				content = "<think>\n" + think + "\n</think>\n\n" + content
+			}
+			item := map[string]any{"role": "assistant", "content": content}
 			if len(m.ToolCalls) > 0 {
 				calls := make([]map[string]any, 0, len(m.ToolCalls))
 				for _, tc := range m.ToolCalls {
@@ -125,7 +170,7 @@ func toProviderMessages(messages []Message) []map[string]any {
 		default:
 			out = append(out, map[string]any{
 				"role":    string(m.Role),
-				"content": m.Content,
+				"content": messageContent(m),
 			})
 		}
 	}

runtime/llm/fallback.go

@@ -0,0 +1,79 @@
+package llm
+
+import "context"
+
+// WithFallback 在尚未转发任何增量时，遇到 5xx 就改用链上下一个模型。
+// fallbacks 为空时返回原来的 StreamFunc，不改变行为。
+func WithFallback(base StreamFunc, fallbacks []string, onSwitch func(from, to string)) StreamFunc {
+	chain := nonEmpty(fallbacks)
+	if base == nil || len(chain) == 0 {
+		return base
+	}
+	return func(ctx context.Context, model string, messages []Message, tools []ToolDecl, opts StreamOptions) <-chan Event {
+		out := make(chan Event)
+		go func() {
+			defer close(out)
+			models := append([]string{model}, chain...)
+			for i, current := range models {
+				forwarded := false
+				switchNext := false
+				for ev := range base(ctx, current, messages, tools, opts) {
+					if isDelta(ev) {
+						forwarded = true
+					}
+					if ev.Kind == KindError && !forwarded && serverError(ev) && i+1 < len(models) {
+						switchNext = true
+						if onSwitch != nil {
+							onSwitch(current, models[i+1])
+						}
+						break
+					}
+					select {
+					case out <- ev:
+					case <-ctx.Done():
+						return
+					}
+					if ev.Kind == KindMessageEnd || ev.Kind == KindError {
+						return
+					}
+				}
+				if !switchNext {
+					return
+				}
+			}
+		}()
+		return out
+	}
+}
+
+func nonEmpty(in []string) []string {
+	var out []string
+	seen := map[string]bool{}
+	for _, s := range in {
+		s = trimModel(s)
+		if s == "" || seen[s] {
+			continue
+		}
+		seen[s] = true
+		out = append(out, s)
+	}
+	return out
+}
+
+func trimModel(s string) string {
+	for len(s) > 0 && (s[0] == ' ' || s[0] == '\t') {
+		s = s[1:]
+	}
+	for len(s) > 0 && (s[len(s)-1] == ' ' || s[len(s)-1] == '\t') {
+		s = s[:len(s)-1]
+	}
+	return s
+}
+
+func isDelta(ev Event) bool {
+	return ev.Kind == KindTextDelta || ev.Kind == KindReasoningDelta || ev.Kind == KindToolCallDelta
+}
+
+func serverError(ev Event) bool {
+	return ev.HTTPStatus >= 500 && ev.HTTPStatus <= 599
+}

runtime/llm/fallback_test.go

@@ -0,0 +1,74 @@
+package llm
+
+import (
+	"context"
+	"testing"
+)
+
+func TestFallbackSwitchesOn5xxBeforeOutput(t *testing.T) {
+	var switched string
+	base := func(ctx context.Context, model string, messages []Message, tools []ToolDecl, opts StreamOptions) <-chan Event {
+		ch := make(chan Event, 2)
+		go func() {
+			defer close(ch)
+			if model == "primary" {
+				ch <- Event{Kind: KindError, HTTPStatus: 503, ErrorMessage: "provider status 503", Message: Message{Role: RoleAssistant, StopReason: StopError}}
+				return
+			}
+			ch <- Event{Kind: KindTextDelta, Text: "ok"}
+			ch <- Event{Kind: KindMessageEnd, Message: Message{Role: RoleAssistant, Content: "ok", StopReason: StopEnd}}
+		}()
+		return ch
+	}
+	stream := WithFallback(base, []string{"backup"}, func(from, to string) {
+		switched = from + "->" + to
+	})
+	var text string
+	var sawError bool
+	for ev := range stream(context.Background(), "primary", nil, nil, StreamOptions{}) {
+		if ev.Kind == KindTextDelta {
+			text += ev.Text
+		}
+		if ev.Kind == KindError {
+			sawError = true
+		}
+	}
+	if switched != "primary->backup" || text != "ok" || sawError {
+		t.Fatalf("switched %q text %q error %v", switched, text, sawError)
+	}
+}
+
+func TestFallbackStaysAfterFirstDelta(t *testing.T) {
+	calls := 0
+	base := func(ctx context.Context, model string, messages []Message, tools []ToolDecl, opts StreamOptions) <-chan Event {
+		calls++
+		ch := make(chan Event, 2)
+		go func() {
+			defer close(ch)
+			ch <- Event{Kind: KindTextDelta, Text: "partial"}
+			ch <- Event{Kind: KindError, HTTPStatus: 500, Message: Message{Role: RoleAssistant, StopReason: StopError}}
+		}()
+		return ch
+	}
+	stream := WithFallback(base, []string{"backup"}, func(from, to string) {
+		t.Fatal("switched after output")
+	})
+	n := 0
+	for range stream(context.Background(), "primary", nil, nil, StreamOptions{}) {
+		n++
+	}
+	if calls != 1 || n != 2 {
+		t.Fatalf("calls %d events %d", calls, n)
+	}
+}
+
+func TestEmptyFallbackIsIdentity(t *testing.T) {
+	base := func(ctx context.Context, model string, messages []Message, tools []ToolDecl, opts StreamOptions) <-chan Event {
+		ch := make(chan Event)
+		close(ch)
+		return ch
+	}
+	if WithFallback(base, nil, nil) == nil {
+		t.Fatal("nil stream")
+	}
+}

runtime/llm/prepare.go

@@ -0,0 +1,60 @@
+package llm
+
+// PrepareMessages 按 endpoint 整形消息。
+// merge 合并相邻、且不携带工具调用的同角色消息。
+// strict 在此之后把第一条之后的 system 收成 user，再合并，满足严格交替。
+// 工具消息和带 tool_calls 的助手消息保持原样，避免拆开调用与结果。
+func PrepareMessages(msgs []Message, shape string) []Message {
+	switch shape {
+	case "", "merge", "strict":
+	default:
+		return msgs
+	}
+	out := mergeSameRole(msgs)
+	if shape == "strict" {
+		out = foldExtraSystems(out)
+		out = mergeSameRole(out)
+	}
+	return out
+}
+
+func mergeable(m Message) bool {
+	return m.Role != RoleTool && len(m.ToolCalls) == 0 && m.ToolCallID == ""
+}
+
+func mergeSameRole(msgs []Message) []Message {
+	if len(msgs) == 0 {
+		return msgs
+	}
+	out := make([]Message, 0, len(msgs))
+	for _, m := range msgs {
+		if n := len(out); n > 0 && out[n-1].Role == m.Role && mergeable(out[n-1]) && mergeable(m) {
+			if out[n-1].Content != "" && m.Content != "" {
+				out[n-1].Content += "\n\n" + m.Content
+			} else {
+				out[n-1].Content += m.Content
+			}
+			continue
+		}
+		out = append(out, m)
+	}
+	return out
+}
+
+func foldExtraSystems(msgs []Message) []Message {
+	seenSystem := false
+	out := make([]Message, 0, len(msgs))
+	for _, m := range msgs {
+		if m.Role == RoleSystem {
+			if seenSystem {
+				m.Role = RoleUser
+				if m.Content != "" {
+					m.Content = "[system]\n" + m.Content
+				}
+			}
+			seenSystem = true
+		}
+		out = append(out, m)
+	}
+	return out
+}

runtime/llm/prepare_test.go

@@ -0,0 +1,38 @@
+package llm
+
+import "testing"
+
+func TestPrepareMergesAdjacentSystems(t *testing.T) {
+	out := PrepareMessages([]Message{
+		{Role: RoleSystem, Content: "a"},
+		{Role: RoleSystem, Content: "b"},
+		{Role: RoleUser, Content: "hi"},
+	}, "merge")
+	if len(out) != 2 || out[0].Content != "a\n\nb" {
+		t.Fatalf("merged = %#v", out)
+	}
+}
+
+func TestPrepareStrictFoldsLaterSystem(t *testing.T) {
+	out := PrepareMessages([]Message{
+		{Role: RoleSystem, Content: "base"},
+		{Role: RoleUser, Content: "hi"},
+		{Role: RoleSystem, Content: "note"},
+	}, "strict")
+	if len(out) != 2 {
+		t.Fatalf("len = %d %#v", len(out), out)
+	}
+	if out[1].Role != RoleUser || out[1].Content != "hi\n\n[system]\nnote" {
+		t.Fatalf("folded = %#v", out[1])
+	}
+}
+
+func TestPrepareKeepsToolPairs(t *testing.T) {
+	out := PrepareMessages([]Message{
+		{Role: RoleAssistant, Content: "call", ToolCalls: []ToolCall{{ID: "1", Name: "t"}}},
+		{Role: RoleTool, ToolCallID: "1", Content: "ok"},
+	}, "merge")
+	if len(out) != 2 || out[1].Role != RoleTool {
+		t.Fatalf("tools = %#v", out)
+	}
+}

runtime/llm/providers.go

@@ -0,0 +1,524 @@
+package llm
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"math/rand"
+	"net/http"
+	"os"
+	"strconv"
+	"strings"
+	"time"
+)
+
+// Thinking levels, from off to max. Unknown values are rejected by NormalizeThinking.
+var ThinkingLevels = []string{"off", "minimal", "low", "medium", "high", "xhigh", "max"}
+
+// NormalizeThinking returns the canonical level. Empty stays empty.
+func NormalizeThinking(level string) (string, error) {
+	if level == "" {
+		return "", nil
+	}
+	level = strings.ToLower(strings.TrimSpace(level))
+	for _, known := range ThinkingLevels {
+		if level == known {
+			return level, nil
+		}
+	}
+	return "", fmt.Errorf("llm: unknown thinking level %q", level)
+}
+
+// OpenAIReasoningEffort maps a thinking level onto OpenAI reasoning_effort.
+// off and empty produce no parameter.
+func OpenAIReasoningEffort(level string) string {
+	switch level {
+	case "minimal":
+		return "minimal"
+	case "low":
+		return "low"
+	case "medium":
+		return "medium"
+	case "high", "xhigh", "max":
+		return "high"
+	default:
+		return ""
+	}
+}
+
+// AnthropicThinkingBudget maps a thinking level onto a token budget.
+// off and empty disable thinking.
+func AnthropicThinkingBudget(level string) int {
+	switch level {
+	case "minimal":
+		return 1024
+	case "low":
+		return 2048
+	case "medium":
+		return 4096
+	case "high":
+		return 8192
+	case "xhigh":
+		return 16384
+	case "max":
+		return 32768
+	default:
+		return 0
+	}
+}
+
+// GoogleThinkingBudget maps a thinking level onto Gemini thinkingBudget.
+func GoogleThinkingBudget(level string) int {
+	switch level {
+	case "minimal", "low":
+		return 1024
+	case "medium":
+		return 4096
+	case "high":
+		return 8192
+	case "xhigh", "max":
+		return 24576
+	default:
+		return 0
+	}
+}
+
+// ModelRef is provider/model with an optional :thinking suffix.
+type ModelRef struct {
+	Provider string
+	Model    string
+	Thinking string
+}
+
+// ParseModelRef accepts "model", "provider/model", and "provider/model:level".
+func ParseModelRef(spec string) (ModelRef, error) {
+	spec = strings.TrimSpace(spec)
+	if spec == "" {
+		return ModelRef{}, fmt.Errorf("llm: empty model ref")
+	}
+	thinking := ""
+	if i := strings.LastIndex(spec, ":"); i >= 0 {
+		thinking = spec[i+1:]
+		spec = spec[:i]
+		norm, err := NormalizeThinking(thinking)
+		if err != nil {
+			return ModelRef{}, err
+		}
+		thinking = norm
+	}
+	provider, model := "", spec
+	if i := strings.Index(spec, "/"); i >= 0 {
+		provider = spec[:i]
+		model = spec[i+1:]
+	}
+	if model == "" {
+		return ModelRef{}, fmt.Errorf("llm: model id missing in %q", spec)
+	}
+	return ModelRef{Provider: provider, Model: model, Thinking: thinking}, nil
+}
+
+// Protocol names the wire format a provider speaks.
+type Protocol string
+
+const (
+	ProtocolOpenAIChat      Protocol = "openai-chat"
+	ProtocolOpenAIResponses Protocol = "openai-responses"
+	ProtocolAnthropic       Protocol = "anthropic"
+	ProtocolGoogle          Protocol = "google"
+	ProtocolAzure           Protocol = "azure"
+)
+
+// Provider is one configured endpoint.
+type Provider struct {
+	Name      string   `json:"name"`
+	Protocol  Protocol `json:"protocol"`
+	BaseURL   string   `json:"baseURL"`
+	APIKeyEnv string   `json:"apiKeyEnv,omitempty"`
+	APIKey    string   `json:"-"`
+}
+
+// Presets are OpenAI-compatible or native endpoints that only need an API key.
+func Presets() []Provider {
+	return []Provider{
+		{Name: "anthropic", Protocol: ProtocolAnthropic, BaseURL: "https://api.anthropic.com", APIKeyEnv: "ANTHROPIC_API_KEY"},
+		{Name: "openai", Protocol: ProtocolOpenAIChat, BaseURL: "https://api.openai.com/v1", APIKeyEnv: "OPENAI_API_KEY"},
+		{Name: "openai-responses", Protocol: ProtocolOpenAIResponses, BaseURL: "https://api.openai.com/v1", APIKeyEnv: "OPENAI_API_KEY"},
+		{Name: "google", Protocol: ProtocolOpenAIChat, BaseURL: "https://generativelanguage.googleapis.com/v1beta/openai", APIKeyEnv: "GEMINI_API_KEY"},
+		{Name: "azure", Protocol: ProtocolAzure, BaseURL: "", APIKeyEnv: "AZURE_OPENAI_API_KEY"},
+		{Name: "deepseek", Protocol: ProtocolOpenAIChat, BaseURL: "https://api.deepseek.com/v1", APIKeyEnv: "DEEPSEEK_API_KEY"},
+		{Name: "minimax", Protocol: ProtocolOpenAIChat, BaseURL: "https://api.minimaxi.com/v1", APIKeyEnv: "MINIMAX_API_KEY"},
+		{Name: "openrouter", Protocol: ProtocolOpenAIChat, BaseURL: "https://openrouter.ai/api/v1", APIKeyEnv: "OPENROUTER_API_KEY"},
+		{Name: "groq", Protocol: ProtocolOpenAIChat, BaseURL: "https://api.groq.com/openai/v1", APIKeyEnv: "GROQ_API_KEY"},
+	}
+}
+
+// modelsFile is the on-disk shape of models.json.
+type modelsFile struct {
+	Providers []Provider `json:"providers"`
+}
+
+// LoadModelsJSON reads custom providers. Missing file yields an empty list.
+func LoadModelsJSON(path string) ([]Provider, error) {
+	raw, err := os.ReadFile(path)
+	if err != nil {
+		if os.IsNotExist(err) {
+			return nil, nil
+		}
+		return nil, err
+	}
+	var file modelsFile
+	if err := json.Unmarshal(raw, &file); err != nil {
+		return nil, err
+	}
+	for i := range file.Providers {
+		if file.Providers[i].APIKey == "" && file.Providers[i].APIKeyEnv != "" {
+			file.Providers[i].APIKey = os.Getenv(file.Providers[i].APIKeyEnv)
+		}
+	}
+	return file.Providers, nil
+}
+
+// Lookup finds a preset or a custom provider by name.
+func Lookup(name string, custom []Provider) (Provider, bool) {
+	for _, p := range custom {
+		if p.Name == name {
+			return p, true
+		}
+	}
+	for _, p := range Presets() {
+		if p.Name == name {
+			if p.APIKey == "" {
+				p.APIKey = os.Getenv(p.APIKeyEnv)
+			}
+			return p, true
+		}
+	}
+	return Provider{}, false
+}
+
+// ClientFor 返回会说该协议的客户端。responses、azure 以及原生 Google
+// 协议当前没有接到客户端上，返回明确错误而不是发到错误的路径。
+func ClientFor(p Provider) (*Client, error) {
+	switch p.Protocol {
+	case ProtocolOpenAIChat:
+		return &Client{BaseURL: p.BaseURL, APIKey: p.APIKey}, nil
+	case ProtocolAnthropic:
+		return &Client{BaseURL: p.BaseURL, APIKey: p.APIKey, Protocol: ProtocolAnthropic}, nil
+	default:
+		return nil, fmt.Errorf("llm: protocol %q is not implemented", p.Protocol)
+	}
+}
+
+func messageContent(m Message) any {
+	if len(m.Images) == 0 {
+		return m.Content
+	}
+	parts := []map[string]any{}
+	if m.Content != "" {
+		parts = append(parts, map[string]any{"type": "text", "text": m.Content})
+	}
+	for _, img := range m.Images {
+		url := img.URL
+		if url == "" && img.Data != "" {
+			mime := img.MIME
+			if mime == "" {
+				mime = "image/png"
+			}
+			url = "data:" + mime + ";base64," + img.Data
+		}
+		parts = append(parts, map[string]any{
+			"type":      "image_url",
+			"image_url": map[string]any{"url": url},
+		})
+	}
+	return parts
+}
+
+// BuildBody returns the JSON body for one native protocol.
+func BuildBody(protocol Protocol, model string, messages []Message, tools []ToolDecl, opts StreamOptions) ([]byte, error) {
+	switch protocol {
+	case ProtocolOpenAIChat, ProtocolAzure:
+		body := map[string]any{
+			"model":    model,
+			"messages": toProviderMessages(messages),
+			"stream":   true,
+		}
+		if opts.MaxTokens > 0 {
+			body["max_tokens"] = opts.MaxTokens
+		}
+		if effort := OpenAIReasoningEffort(opts.ThinkingLevel); effort != "" {
+			body["reasoning_effort"] = effort
+		}
+		if len(tools) > 0 {
+			body["tools"] = toProviderTools(tools)
+		}
+		return json.Marshal(body)
+	case ProtocolOpenAIResponses:
+		body := map[string]any{
+			"model":  model,
+			"input":  responsesInput(messages),
+			"stream": true,
+		}
+		if opts.MaxTokens > 0 {
+			body["max_output_tokens"] = opts.MaxTokens
+		}
+		if effort := OpenAIReasoningEffort(opts.ThinkingLevel); effort != "" {
+			body["reasoning"] = map[string]any{"effort": effort}
+		}
+		return json.Marshal(body)
+	// ProtocolGoogle 只供离线组包（客户端未接）；Anthropic 与线上客户端
+	// 共用 anthropicBody（同一组包，消灭离线/线上两张皮）。
+	case ProtocolAnthropic:
+		return anthropicBody(model, messages, tools, opts)
+	case ProtocolGoogle:
+		body := map[string]any{
+			"contents": googleContents(messages),
+		}
+		if budget := GoogleThinkingBudget(opts.ThinkingLevel); budget > 0 {
+			body["generationConfig"] = map[string]any{
+				"thinkingConfig": map[string]any{"thinkingBudget": budget},
+			}
+		}
+		return json.Marshal(body)
+	default:
+		return nil, fmt.Errorf("llm: unknown protocol %q", protocol)
+	}
+}
+
+func responsesInput(messages []Message) []map[string]any {
+	out := make([]map[string]any, 0, len(messages))
+	for _, m := range messages {
+		role := string(m.Role)
+		if role == "" {
+			role = "user"
+		}
+		out = append(out, map[string]any{
+			"role":    role,
+			"content": messageContent(m),
+		})
+	}
+	return out
+}
+
+func googleContents(messages []Message) []map[string]any {
+	var out []map[string]any
+	for _, m := range messages {
+		if m.Role == RoleSystem {
+			continue
+		}
+		role := "user"
+		if m.Role == RoleAssistant {
+			role = "model"
+		}
+		parts := []map[string]any{}
+		if m.Content != "" {
+			parts = append(parts, map[string]any{"text": m.Content})
+		}
+		for _, img := range m.Images {
+			parts = append(parts, map[string]any{
+				"inlineData": map[string]any{
+					"mimeType": firstNonEmpty(img.MIME, "image/png"),
+					"data":     img.Data,
+				},
+			})
+		}
+		out = append(out, map[string]any{"role": role, "parts": parts})
+	}
+	return out
+}
+
+func firstNonEmpty(a, b string) string {
+	if a != "" {
+		return a
+	}
+	return b
+}
+
+const (
+	retryBaseDelay = 200 * time.Millisecond
+	maxRetryAfter  = 30 * time.Second
+)
+
+// overflowNeedles are substrings that mean the prompt does not fit.
+// Matching is case-insensitive. A bare "context" is not enough.
+var overflowNeedles = []string{
+	"status 413",
+	"payload too large",
+	"context_length_exceeded",
+	"context length",
+	"maximum context",
+	"context window",
+	"prompt is too long",
+	"exceeds the maximum",
+	"exceeds max",
+	"too many tokens",
+	"input is too long",
+	"input length",
+	"tokens exceed",
+	"上下文",
+	"超出最大",
+	"输入过长",
+	"提示过长",
+	"请求过长",
+	"请求体过大",
+}
+
+// ContextOverflow reports provider errors that ask the caller to compact.
+func ContextOverflow(message string) bool {
+	m := strings.ToLower(message)
+	for _, needle := range overflowNeedles {
+		if strings.Contains(m, strings.ToLower(needle)) {
+			return true
+		}
+	}
+	return false
+}
+
+// CapacityLimited reports an in-stream overload that is worth retrying
+// before any delta has been forwarded.
+func CapacityLimited(message string) bool {
+	m := strings.ToLower(message)
+	return strings.Contains(m, "overloaded") || strings.Contains(m, "at capacity") || strings.Contains(m, "too many requests") || strings.Contains(m, "rate limit")
+}
+
+// StatusRetryable is true for timeouts, rate limits, server errors, and 529.
+func StatusRetryable(code int) bool {
+	return code == http.StatusRequestTimeout || code == http.StatusTooManyRequests || code == 529 || code >= 500
+}
+
+// ParseRetryAfter reads a delay in seconds or an HTTP date.
+// The returned duration is capped. ok is false when the header is missing or garbage.
+func ParseRetryAfter(raw string, now time.Time) (time.Duration, bool) {
+	raw = strings.TrimSpace(raw)
+	if raw == "" {
+		return 0, false
+	}
+	if secs, err := strconv.Atoi(raw); err == nil {
+		if secs < 0 {
+			return 0, false
+		}
+		return capRetryAfter(time.Duration(secs) * time.Second), true
+	}
+	when, err := http.ParseTime(raw)
+	if err != nil {
+		return 0, false
+	}
+	d := when.Sub(now)
+	if d < 0 {
+		d = 0
+	}
+	return capRetryAfter(d), true
+}
+
+func capRetryAfter(d time.Duration) time.Duration {
+	if d > maxRetryAfter {
+		return maxRetryAfter
+	}
+	return d
+}
+
+func retryBackoff(extraTry int) time.Duration {
+	if extraTry < 1 {
+		extraTry = 1
+	}
+	shift := extraTry - 1
+	if shift > 4 {
+		shift = 4
+	}
+	delay := retryBaseDelay * time.Duration(1<<uint(shift))
+	jitter := time.Duration(rand.Int63n(int64(delay/2) + 1))
+	return delay + jitter
+}
+
+func forwardedDelta(ev Event) bool {
+	switch ev.Kind {
+	case KindTextDelta, KindReasoningDelta, KindToolCallDelta:
+		return true
+	default:
+		return false
+	}
+}
+
+// WithRetry re-invokes base on a retryable terminal error, up to attempts
+// extra tries. Events are forwarded as they arrive. A retry happens only when
+// no delta has been forwarded yet. onEvent receives auto_retry_start and
+// auto_retry_end. Context-overflow errors are returned immediately.
+// attempts <= 0 disables extra tries.
+func WithRetry(base StreamFunc, attempts int, onEvent func(kind, detail string)) StreamFunc {
+	if attempts < 0 {
+		attempts = 0
+	}
+	return func(ctx context.Context, model string, messages []Message, tools []ToolDecl, opts StreamOptions) <-chan Event {
+		out := make(chan Event)
+		go func() {
+			defer close(out)
+			headerWait := time.Duration(0)
+			useHeader := false
+			for try := 0; try <= attempts; try++ {
+				if try > 0 {
+					delay := retryBackoff(try)
+					if useHeader {
+						delay = headerWait
+					}
+					detail := fmt.Sprintf("attempt %d", try+1)
+					if onEvent != nil {
+						onEvent("auto_retry_start", detail)
+					}
+					select {
+					case <-ctx.Done():
+						emitAbort(out, "", ctx.Err())
+						return
+					case <-time.After(delay):
+					}
+				}
+				useHeader = false
+				forwarded := false
+				var terminal *Event
+				for ev := range base(ctx, model, messages, tools, opts) {
+					if terminal != nil {
+						continue
+					}
+					if ev.Kind == KindError {
+						cp := ev
+						terminal = &cp
+						continue
+					}
+					if forwardedDelta(ev) {
+						forwarded = true
+					}
+					select {
+					case <-ctx.Done():
+						return
+					case out <- ev:
+					}
+					if ev.Kind == KindMessageEnd {
+						if try > 0 && onEvent != nil {
+							onEvent("auto_retry_end", fmt.Sprintf("attempt %d", try+1))
+						}
+						return
+					}
+				}
+				if terminal == nil {
+					return
+				}
+				overflow := ContextOverflow(terminal.ErrorMessage)
+				if forwarded || overflow || !terminal.Retryable || try == attempts {
+					if try > 0 && onEvent != nil {
+						onEvent("auto_retry_end", fmt.Sprintf("attempt %d", try+1))
+					}
+					select {
+					case <-ctx.Done():
+						return
+					case out <- *terminal:
+					}
+					return
+				}
+				if terminal.HasRetryAfter {
+					useHeader = true
+					headerWait = terminal.RetryAfter
+				}
+			}
+		}()
+		return out
+	}
+}

runtime/llm/providers_test.go

@@ -0,0 +1,241 @@
+package llm
+
+import (
+	"context"
+	"encoding/json"
+	"net/http"
+	"net/http/httptest"
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+	"time"
+)
+
+func TestParseModelRefAndThinking(t *testing.T) {
+	ref, err := ParseModelRef("anthropic/claude-sonnet:high")
+	if err != nil {
+		t.Fatal(err)
+	}
+	if ref.Provider != "anthropic" || ref.Model != "claude-sonnet" || ref.Thinking != "high" {
+		t.Fatalf("%+v", ref)
+	}
+	if _, err := ParseModelRef("openai/gpt:nope"); err == nil {
+		t.Fatal("unknown thinking level must fail")
+	}
+	if AnthropicThinkingBudget("high") != 8192 || OpenAIReasoningEffort("off") != "" {
+		t.Fatal("thinking map")
+	}
+	p, ok := Lookup("groq", nil)
+	if !ok || !strings.Contains(p.BaseURL, "groq") || p.Protocol != ProtocolOpenAIChat {
+		t.Fatalf("preset: %+v", p)
+	}
+}
+
+func TestModelsJSONAndBodies(t *testing.T) {
+	dir := t.TempDir()
+	path := filepath.Join(dir, "models.json")
+	raw := []byte(`{"providers":[{"name":"local","protocol":"openai-chat","baseURL":"http://127.0.0.1:9","apiKeyEnv":"UNUSED_KEY"}]}`)
+	if err := os.WriteFile(path, raw, 0o644); err != nil {
+		t.Fatal(err)
+	}
+	got, err := LoadModelsJSON(path)
+	if err != nil || len(got) != 1 || got[0].Name != "local" {
+		t.Fatalf("%+v %v", got, err)
+	}
+	msgs := []Message{{
+		Role: RoleUser, Content: "see",
+		Images: []Image{{MIME: "image/png", Data: "aaaa"}},
+	}}
+	body, err := BuildBody(ProtocolAnthropic, "claude", append([]Message{{Role: RoleSystem, Content: "sys"}}, msgs...), nil, StreamOptions{ThinkingLevel: "low"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if !strings.Contains(string(body), "budget_tokens") || !strings.Contains(string(body), "base64") {
+		t.Fatalf("anthropic body: %s", body)
+	}
+	gbody, err := BuildBody(ProtocolGoogle, "gemini", msgs, nil, StreamOptions{ThinkingLevel: "max"})
+	if err != nil || !strings.Contains(string(gbody), "inlineData") || !strings.Contains(string(gbody), "thinkingBudget") {
+		t.Fatalf("google: %s %v", gbody, err)
+	}
+	rbody, err := BuildBody(ProtocolOpenAIResponses, "gpt", msgs, nil, StreamOptions{ThinkingLevel: "medium", MaxTokens: 20})
+	if err != nil || !strings.Contains(string(rbody), "max_output_tokens") || !strings.Contains(string(rbody), "image_url") {
+		t.Fatalf("responses: %s %v", rbody, err)
+	}
+	var decoded map[string]any
+	if err := json.Unmarshal(rbody, &decoded); err != nil {
+		t.Fatal(err)
+	}
+}
+
+func TestPresetsAndClientForChatCompletions(t *testing.T) {
+	// google 仍走 OpenAI 兼容端点；anthropic 自 N2 起是原生 Messages 协议。
+	want := map[string]struct {
+		protocol Protocol
+		base     string
+	}{
+		"anthropic": {ProtocolAnthropic, "https://api.anthropic.com"},
+		"google":    {ProtocolOpenAIChat, "https://generativelanguage.googleapis.com/v1beta/openai"},
+	}
+	for _, p := range Presets() {
+		w, ok := want[p.Name]
+		if !ok {
+			continue
+		}
+		if p.Protocol != w.protocol || p.BaseURL != w.base {
+			t.Fatalf("%s preset: %+v", p.Name, p)
+		}
+	}
+	// 原生 anthropic 有真实客户端（审计 N4 关闭）；responses/azure/google 仍 fail-closed。
+	if p, ok := Lookup("anthropic", nil); !ok {
+		t.Fatal("anthropic preset missing")
+	} else if c, err := ClientFor(p); err != nil || c.Protocol != ProtocolAnthropic {
+		t.Fatalf("anthropic ClientFor: %v %+v", err, c)
+	}
+	for _, name := range []string{"openai-responses", "azure"} {
+		p, ok := Lookup(name, nil)
+		if !ok {
+			t.Fatal(name)
+		}
+		if _, err := ClientFor(p); err == nil {
+			t.Fatalf("%s should fail closed", name)
+		}
+	}
+	var path string
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		path = r.URL.Path
+		w.Header().Set("Content-Type", "text/event-stream")
+		_, _ = w.Write([]byte("data: [DONE]\n\n"))
+	}))
+	defer srv.Close()
+	client, err := ClientFor(Provider{Protocol: ProtocolOpenAIChat, BaseURL: srv.URL, APIKey: "k"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	for ev := range client.Stream(context.Background(), "m", []Message{{Role: RoleUser, Content: "hi"}}, nil, StreamOptions{}) {
+		if ev.Kind == KindError {
+			t.Fatal(ev.Err)
+		}
+	}
+	if path != "/chat/completions" {
+		t.Fatalf("path %q", path)
+	}
+}
+
+func TestRetryThenSuccess(t *testing.T) {
+	n := 0
+	base := StreamFunc(func(ctx context.Context, model string, messages []Message, tools []ToolDecl, opts StreamOptions) <-chan Event {
+		out := make(chan Event, 2)
+		n++
+		if n == 1 {
+			out <- Event{Kind: KindError, Retryable: true, ErrorMessage: "429"}
+		} else {
+			out <- Event{Kind: KindTextDelta, Text: "ok"}
+			out <- Event{Kind: KindMessageEnd, Message: Message{Role: RoleAssistant, Content: "ok"}}
+		}
+		close(out)
+		return out
+	})
+	var events []string
+	wrapped := WithRetry(base, 2, func(kind, detail string) { events = append(events, kind) })
+	var texts []string
+	for ev := range wrapped(context.Background(), "m", nil, nil, StreamOptions{}) {
+		if ev.Kind == KindTextDelta {
+			texts = append(texts, ev.Text)
+		}
+	}
+	if len(texts) != 1 || texts[0] != "ok" {
+		t.Fatalf("texts %v calls %d", texts, n)
+	}
+	if len(events) == 0 || events[0] != "auto_retry_start" {
+		t.Fatalf("events %v", events)
+	}
+}
+
+func TestContextOverflowPatterns(t *testing.T) {
+	hits := []string{
+		"provider status 413: payload too large",
+		"context_length_exceeded",
+		"prompt is too long",
+		"input length exceeds the maximum",
+		"maximum context length exceeded",
+		"context length overflow",
+		"too many tokens",
+		"输入过长，请缩短上下文",
+		"请求过长",
+		"超出最大长度",
+	}
+	for _, msg := range hits {
+		if !ContextOverflow(msg) {
+			t.Fatalf("want overflow: %s", msg)
+		}
+	}
+	if ContextOverflow("context cancelled") || ContextOverflow("temporary network error") {
+		t.Fatal("unrelated context text must not count as overflow")
+	}
+}
+
+func TestParseRetryAfter(t *testing.T) {
+	now := time.Date(2026, 10, 3, 12, 0, 0, 0, time.UTC)
+	if d, ok := ParseRetryAfter("2", now); !ok || d != 2*time.Second {
+		t.Fatalf("seconds: %v %v", d, ok)
+	}
+	if d, ok := ParseRetryAfter("not-a-date", now); ok || d != 0 {
+		t.Fatalf("garbage should fail: %v %v", d, ok)
+	}
+	if _, ok := ParseRetryAfter("", now); ok {
+		t.Fatal("empty header")
+	}
+	far := now.Add(2 * time.Hour).Format(http.TimeFormat)
+	if d, ok := ParseRetryAfter(far, now); !ok || d != maxRetryAfter {
+		t.Fatalf("date cap: %v %v", d, ok)
+	}
+	past := now.Add(-time.Minute).Format(http.TimeFormat)
+	if d, ok := ParseRetryAfter(past, now); !ok || d != 0 {
+		t.Fatalf("past date: %v %v", d, ok)
+	}
+}
+
+func TestRetryDoesNotRepeatDeltas(t *testing.T) {
+	n := 0
+	base := StreamFunc(func(ctx context.Context, model string, messages []Message, tools []ToolDecl, opts StreamOptions) <-chan Event {
+		out := make(chan Event, 2)
+		n++
+		out <- Event{Kind: KindTextDelta, Text: "a"}
+		out <- Event{Kind: KindError, Retryable: true, ErrorMessage: "overloaded"}
+		close(out)
+		return out
+	})
+	var texts []string
+	var errors int
+	for ev := range WithRetry(base, 2, nil)(context.Background(), "m", nil, nil, StreamOptions{}) {
+		if ev.Kind == KindTextDelta {
+			texts = append(texts, ev.Text)
+		}
+		if ev.Kind == KindError {
+			errors++
+		}
+	}
+	if n != 1 || len(texts) != 1 || texts[0] != "a" || errors != 1 {
+		t.Fatalf("calls=%d texts=%v errors=%d", n, texts, errors)
+	}
+}
+
+func TestContextOverflowIsNotRetried(t *testing.T) {
+	if !ContextOverflow("maximum context length exceeded") {
+		t.Fatal("expected overflow")
+	}
+	n := 0
+	base := StreamFunc(func(ctx context.Context, model string, messages []Message, tools []ToolDecl, opts StreamOptions) <-chan Event {
+		out := make(chan Event, 1)
+		n++
+		out <- Event{Kind: KindError, Retryable: true, ErrorMessage: "context length overflow"}
+		close(out)
+		return out
+	})
+	for range WithRetry(base, 3, nil)(context.Background(), "m", nil, nil, StreamOptions{}) {
+	}
+	if n != 1 {
+		t.Fatalf("overflow must not retry, calls=%d", n)
+	}
+}

runtime/llm/r2_regression_test.go

@@ -0,0 +1,29 @@
+package llm
+
+import (
+	"context"
+	"strings"
+	"testing"
+)
+
+func TestR2SSEJoinsMultilineData(t *testing.T) {
+	body := strings.Join([]string{
+		`data: {"choices":[{"delta":{"content":"hi"}`,
+		`data: }]}`,
+		``,
+		`data: [DONE]`,
+		``,
+	}, "\n")
+	var got string
+	for ev := range ParseSSE(context.Background(), strings.NewReader(body)) {
+		if ev.Kind == KindTextDelta {
+			got += ev.Text
+		}
+		if ev.Kind == KindError {
+			t.Fatal(ev.Err)
+		}
+	}
+	if got != "hi" {
+		t.Fatalf("joined content %q", got)
+	}
+}

runtime/llm/sse.go

@@ -26,12 +26,19 @@ type sseChoice struct {
 
 type sseChunk struct {
 	Choices []sseChoice `json:"choices"`
-	Usage   *Usage      `json:"usage"`
+	Usage   *usageWire  `json:"usage"`
 	Error   *struct {
 		Message string `json:"message"`
 	} `json:"error"`
 }
 
+type usageWire struct {
+	Usage
+	Details struct {
+		Cached int `json:"cached_tokens"`
+	} `json:"prompt_tokens_details"`
+}
+
 // ParseSSE reads an OpenAI-compatible server-sent event body and emits
 // deltas plus one terminal message_end or error event.
 func ParseSSE(ctx context.Context, r io.Reader) <-chan Event {
@@ -45,26 +52,26 @@ func ParseSSE(ctx context.Context, r io.Reader) <-chan Event {
 
 func emitParsed(ctx context.Context, r io.Reader, out chan<- Event) {
 	var content strings.Builder
+	var reasoning strings.Builder
 	calls := map[int]*ToolCall{}
 	order := []int{}
 	var usage Usage
 	finished := ""
+	sawDone := false
 	sc := bufio.NewScanner(r)
 	sc.Buffer(make([]byte, 0, 64*1024), 4*1024*1024)
-	for sc.Scan() {
+	reader := &sseEventReader{sc: sc}
+	for {
+		data, ok := reader.next()
+		if !ok {
+			break
+		}
 		if ctx.Err() != nil {
 			emitAbort(out, content.String(), ctx.Err())
 			return
 		}
-		line := strings.TrimSpace(sc.Text())
-		if line == "" || strings.HasPrefix(line, ":") {
-			continue
-		}
-		if !strings.HasPrefix(line, "data:") {
-			continue
-		}
-		data := strings.TrimSpace(strings.TrimPrefix(line, "data:"))
 		if data == "[DONE]" {
+			sawDone = true
 			break
 		}
 		var chunk sseChunk
@@ -73,11 +80,16 @@ func emitParsed(ctx context.Context, r io.Reader, out chan<- Event) {
 			return
 		}
 		if chunk.Error != nil && chunk.Error.Message != "" {
-			emitError(out, content.String(), false, chunk.Error.Message)
+			msg := chunk.Error.Message
+			retryable := CapacityLimited(msg) && !ContextOverflow(msg)
+			emitError(out, content.String(), retryable, msg)
 			return
 		}
 		if chunk.Usage != nil {
-			usage = *chunk.Usage
+			usage = chunk.Usage.Usage
+			if chunk.Usage.Details.Cached > 0 {
+				usage.CacheReadTokens = chunk.Usage.Details.Cached
+			}
 		}
 		if len(chunk.Choices) == 0 {
 			continue
@@ -97,8 +109,12 @@ func emitParsed(ctx context.Context, r io.Reader, out chan<- Event) {
 		}
 		// reasoning_content（国产 OpenAI 兼容模型的思考链）与正文分流：
 		// 只作为 reasoning_delta 事件外发，不计入 Message.Content（与 runner
-		// stripThinkBlocks"正文无 think"语义对齐）。
+		// stripThinkBlocks"正文无 think"语义对齐）。同时累计进 reasoning——
+		// 交错思考模型（MiniMax/DeepSeek R1 等）要求历史 assistant 原样带回
+		// 思考内容，丢弃会降低后续轮质量；捕获进 Message.Thinking 随会话
+		// 转录持久化，请求序列化侧按需回放。
 		if choice.Delta.Reasoning != "" {
+			reasoning.WriteString(choice.Delta.Reasoning)
 			select {
 			case <-ctx.Done():
 				emitAbort(out, content.String(), ctx.Err())
@@ -144,7 +160,20 @@ func emitParsed(ctx context.Context, r io.Reader, out chan<- Event) {
 		emitError(out, content.String(), true, err.Error())
 		return
 	}
+	// 取消必须压过正常结束。select 在两个分支都就绪时随机挑选，
+	// 竞态下会把 message_end 发给已经取消的调用方。
+	if ctx.Err() != nil {
+		emitAbort(out, content.String(), ctx.Err())
+		return
+	}
+	// length、空结束原因，或没有 [DONE] 的中断，都不把半截工具调用交给执行层。
+	if !toolFinishExecutable(finished, sawDone) {
+		order = nil
+	}
 	msg := Message{Role: RoleAssistant, Content: content.String(), StopReason: mapFinish(finished, len(order) > 0)}
+	if reasoning.Len() > 0 {
+		msg.Thinking = []ThinkingBlock{{Thinking: reasoning.String()}}
+	}
 	for _, idx := range order {
 		msg.ToolCalls = append(msg.ToolCalls, *calls[idx])
 	}
@@ -154,7 +183,75 @@ func emitParsed(ctx context.Context, r io.Reader, out chan<- Event) {
 	select {
 	case <-ctx.Done():
 		emitAbort(out, content.String(), ctx.Err())
-	case out <- Event{Kind: KindMessageEnd, Message: msg, Usage: usage}:
+	case out <- Event{Kind: KindMessageEnd, Message: msg, Usage: usage, FinishReason: finished}:
+	}
+}
+
+// sseEventReader 按空行切事件，并把同一事件里的多行 data: 用换行拼回。
+// 已经是完整 JSON 的 data 行单独成事件，这样单行流不用空行也能解析。
+type sseEventReader struct {
+	sc    *bufio.Scanner
+	carry string
+}
+
+func (r *sseEventReader) next() (string, bool) {
+	var parts []string
+	nextPiece := func() (string, bool) {
+		if r.carry != "" {
+			piece := r.carry
+			r.carry = ""
+			return piece, true
+		}
+		if !r.sc.Scan() {
+			return "", false
+		}
+		return r.sc.Text(), true
+	}
+	for {
+		line, ok := nextPiece()
+		if !ok {
+			break
+		}
+		if strings.TrimSpace(line) == "" {
+			if len(parts) == 0 {
+				continue
+			}
+			return strings.Join(parts, "\n"), true
+		}
+		trimmed := strings.TrimSpace(line)
+		if strings.HasPrefix(trimmed, ":") {
+			continue
+		}
+		if !strings.HasPrefix(trimmed, "data:") {
+			continue
+		}
+		piece := strings.TrimSpace(strings.TrimPrefix(trimmed, "data:"))
+		if len(parts) > 0 && json.Valid([]byte(strings.Join(parts, "\n"))) {
+			r.carry = line
+			return strings.Join(parts, "\n"), true
+		}
+		parts = append(parts, piece)
+	}
+	if len(parts) > 0 {
+		return strings.Join(parts, "\n"), true
+	}
+	return "", false
+}
+
+// toolFinishExecutable 只在供应商明确以工具调用或正常 stop 结束时执行。
+// length、缺失的结束原因，以及没有 [DONE] 的断开，都视为未完成。
+func toolFinishExecutable(reason string, sawDone bool) bool {
+	switch reason {
+	case "tool_calls", "function_call":
+		return true
+	case "stop":
+		return true
+	case "length":
+		return false
+	case "":
+		return false
+	default:
+		return sawDone && reason != "error" && reason != "content_filter"
 	}
 }
 
@@ -164,7 +261,9 @@ func mapFinish(reason string, hasTools bool) StopReason {
 		return StopToolCalls
 	case "content_filter", "error":
 		return StopError
-	case "stop", "length", "":
+	case "length":
+		return StopEnd
+	case "stop", "":
 		if hasTools {
 			return StopToolCalls
 		}

runtime/llm/sse_test.go

@@ -38,6 +38,29 @@ func TestParseSSETextAndUsage(t *testing.T) {
 	if end.Usage.TotalTokens != 5 {
 		t.Fatalf("usage %#v", end.Usage)
 	}
+	if end.FinishReason != "stop" {
+		t.Fatalf("finish reason %q, want stop", end.FinishReason)
+	}
+}
+
+func TestParseSSEFinishReasonLengthKeepsStopEnd(t *testing.T) {
+	body := strings.Join([]string{
+		`data: {"choices":[{"delta":{"content":"半"},"finish_reason":"length"}]}`,
+		`data: [DONE]`,
+		"",
+	}, "\n")
+	var end Event
+	for ev := range ParseSSE(context.Background(), strings.NewReader(body)) {
+		if ev.Kind == KindMessageEnd {
+			end = ev
+		}
+	}
+	if end.FinishReason != "length" {
+		t.Fatalf("finish reason %q, want length", end.FinishReason)
+	}
+	if end.Message.StopReason != StopEnd {
+		t.Fatalf("stop reason %s, want end so existing callers stay unchanged", end.Message.StopReason)
+	}
 }
 
 func TestParseSSEToolCallIncrements(t *testing.T) {
@@ -70,6 +93,51 @@ func TestParseSSEToolCallIncrements(t *testing.T) {
 	}
 }
 
+func TestParseSSELengthDropsUnfinishedToolCall(t *testing.T) {
+	body := strings.Join([]string{
+		`data: {"choices":[{"delta":{"tool_calls":[{"index":0,"id":"call_1","function":{"name":"read_file","arguments":"{\"path\":"}}]}}]}`,
+		`data: {"choices":[{"delta":{},"finish_reason":"length"}]}`,
+		`data: [DONE]`,
+		"",
+	}, "\n")
+	var end Event
+	for ev := range ParseSSE(context.Background(), strings.NewReader(body)) {
+		if ev.Kind == KindMessageEnd {
+			end = ev
+		}
+	}
+	if end.Message.StopReason != StopEnd || len(end.Message.ToolCalls) != 0 {
+		t.Fatalf("truncated tool call must not be executable: %#v", end.Message)
+	}
+	if end.FinishReason != "length" {
+		t.Fatalf("finish %q", end.FinishReason)
+	}
+}
+
+func TestParseSSEUncleanEndDropsToolCall(t *testing.T) {
+	body := `data: {"choices":[{"delta":{"tool_calls":[{"index":0,"id":"call_1","function":{"name":"read_file","arguments":"{\"path\":"}}]}}]}`
+	var end Event
+	for ev := range ParseSSE(context.Background(), strings.NewReader(body)) {
+		if ev.Kind == KindMessageEnd {
+			end = ev
+		}
+	}
+	if end.Kind != KindMessageEnd || end.Message.StopReason != StopEnd || len(end.Message.ToolCalls) != 0 {
+		t.Fatalf("unclean stream must not execute tools: %#v", end)
+	}
+}
+
+func TestParseSSECapacityErrorIsRetryable(t *testing.T) {
+	body := "data: {\"error\":{\"message\":\"server is at capacity\"}}\n\n"
+	var got Event
+	for ev := range ParseSSE(context.Background(), strings.NewReader(body)) {
+		got = ev
+	}
+	if got.Kind != KindError || !got.Retryable || !CapacityLimited(got.ErrorMessage) {
+		t.Fatalf("event %#v", got)
+	}
+}
+
 func TestParseSSEMalformedIsError(t *testing.T) {
 	body := "data: {not-json}\n\n"
 	var got Event

runtime/llm/testdata/anthropic/01-tool-use.sse

@@ -0,0 +1,20 @@
+event: message_start
+data: {"type":"message_start","message":{"id":"msg_01","type":"message","role":"assistant","model":"claude-fixture","usage":{"input_tokens":88,"cache_read_input_tokens":0,"cache_creation_input_tokens":0}}}
+
+event: content_block_start
+data: {"type":"content_block_start","index":0,"content_block":{"type":"tool_use","id":"toolu_01ABC","name":"read_file"}}
+
+event: content_block_delta
+data: {"type":"content_block_delta","index":0,"delta":{"type":"input_json_delta","partial_json":"{\"path\":"}}
+
+event: content_block_delta
+data: {"type":"content_block_delta","index":0,"delta":{"type":"input_json_delta","partial_json":"\"main.go\"}"}}
+
+event: content_block_stop
+data: {"type":"content_block_stop","index":0}
+
+event: message_delta
+data: {"type":"message_delta","delta":{"stop_reason":"tool_use"},"usage":{"output_tokens":31}}
+
+event: message_stop
+data: {"type":"message_stop"}

runtime/llm/testdata/anthropic/02-thinking-text.sse

@@ -0,0 +1,29 @@
+event: message_start
+data: {"type":"message_start","message":{"id":"msg_02","type":"message","role":"assistant","model":"claude-fixture","usage":{"input_tokens":142,"cache_read_input_tokens":60,"cache_creation_input_tokens":0}}}
+
+event: content_block_start
+data: {"type":"content_block_start","index":0,"content_block":{"type":"thinking","thinking":""}}
+
+event: content_block_delta
+data: {"type":"content_block_delta","index":0,"delta":{"type":"thinking_delta","thinking":"用户问 main.go，工具已返回。"}}
+
+event: content_block_delta
+data: {"type":"content_block_delta","index":0,"delta":{"type":"signature_delta","signature":"EqoBCkgIARABGAIiQA"}}
+
+event: content_block_stop
+data: {"type":"content_block_stop","index":0}
+
+event: content_block_start
+data: {"type":"content_block_start","index":1,"content_block":{"type":"text","text":""}}
+
+event: content_block_delta
+data: {"type":"content_block_delta","index":1,"delta":{"type":"text_delta","text":"查到了，main.go 一共 42 行。"}}
+
+event: content_block_stop
+data: {"type":"content_block_stop","index":1}
+
+event: message_delta
+data: {"type":"message_delta","delta":{"stop_reason":"end_turn"},"usage":{"output_tokens":57}}
+
+event: message_stop
+data: {"type":"message_stop"}

runtime/llm/testdata/anthropic/03-text.sse

@@ -0,0 +1,17 @@
+event: message_start
+data: {"type":"message_start","message":{"id":"msg_03","type":"message","role":"assistant","model":"claude-fixture","usage":{"input_tokens":201}}}
+
+event: content_block_start
+data: {"type":"content_block_start","index":0,"content_block":{"type":"text","text":""}}
+
+event: content_block_delta
+data: {"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"42 行。"}}
+
+event: content_block_stop
+data: {"type":"content_block_stop","index":0}
+
+event: message_delta
+data: {"type":"message_delta","delta":{"stop_reason":"end_turn"},"usage":{"output_tokens":9}}
+
+event: message_stop
+data: {"type":"message_stop"}

runtime/llm/think_replay_test.go

@@ -0,0 +1,45 @@
+package llm
+
+import (
+	"strings"
+	"testing"
+)
+
+// 交错思考模型（MiniMax 等）要求历史 assistant 原样带回思考内容：
+// SSE 把 reasoning_content 捕获进 Message.Thinking；序列化把它作为
+// <think> 前缀回放。没有思考块的消息保持零改动。
+func TestReasoningCaptureAndReplay(t *testing.T) {
+	// 回放侧。
+	msgs := []Message{
+		{Role: RoleUser, Content: "总结"},
+		{Role: RoleAssistant, Content: "结论。", Thinking: []ThinkingBlock{{Thinking: "先读材料。"}}},
+		{Role: RoleAssistant, Content: "没有思考的轮次。"},
+	}
+	out := toProviderMessages(msgs)
+	if got := out[1]["content"].(string); !strings.HasPrefix(got, "<think>\n先读材料。\n</think>") || !strings.HasSuffix(got, "结论。") {
+		t.Fatalf("assistant replay malformed: %q", got)
+	}
+	if got := out[2]["content"].(string); got != "没有思考的轮次。" {
+		t.Fatalf("non-thinking assistant must be untouched: %q", got)
+	}
+	if _, ok := out[0]["tool_calls"]; ok {
+		t.Fatal("user messages carry no tool_calls")
+	}
+	// 捕获侧：直接构造 SSE 流。
+	sse := "data: {\"choices\":[{\"delta\":{\"reasoning_content\":\"思考\"}}]}\n\n" +
+		"data: {\"choices\":[{\"delta\":{\"content\":\"正文\"}}]}\n\n" +
+		"data: {\"choices\":[{\"delta\":{},\"finish_reason\":\"stop\"}]}\n\n" +
+		"data: [DONE]\n\n"
+	var end Event
+	for ev := range ParseSSE(t.Context(), strings.NewReader(sse)) {
+		if ev.Kind == KindMessageEnd {
+			end = ev
+		}
+	}
+	if end.Message.Content != "正文" {
+		t.Fatalf("content polluted by reasoning: %q", end.Message.Content)
+	}
+	if len(end.Message.Thinking) != 1 || end.Message.Thinking[0].Thinking != "思考" {
+		t.Fatalf("reasoning not captured: %+v", end.Message.Thinking)
+	}
+}

runtime/llm/types.go

@@ -3,6 +3,7 @@ package llm
 import (
 	"context"
 	"encoding/json"
+	"time"
 )
 
 // Role is a transcript role carried into the provider request.
@@ -48,10 +49,24 @@ type Message struct {
 	Role       Role       `json:"role"`
 	Content    string     `json:"content,omitempty"`
 	Name       string     `json:"name,omitempty"`
+	Images     []Image    `json:"images,omitempty"`
 	ToolCallID string     `json:"tool_call_id,omitempty"`
 	ToolCalls  []ToolCall `json:"tool_calls,omitempty"`
-	StopReason StopReason `json:"stop_reason,omitempty"`
-	IsError    bool       `json:"is_error,omitempty"`
+	// Thinking 是思考块：Anthropic 原生路径含签名、在请求里原样往返；
+	// OpenAI 兼容路径由 SSE 的 reasoning_content 捕获（不含签名），随会话
+	// 转录持久化，请求序列化时按 <think> 块回放（见 client.go replayThink）。
+	Thinking   []ThinkingBlock `json:"thinking,omitempty"`
+	StopReason StopReason      `json:"stop_reason,omitempty"`
+	IsError    bool            `json:"is_error,omitempty"`
+}
+
+// ThinkingBlock 是一块 Anthropic 思考内容。Redacted 为真时 Data 是不透明
+// 密文（redacted_thinking），往返时原样回送。
+type ThinkingBlock struct {
+	Thinking  string `json:"thinking,omitempty"`
+	Signature string `json:"signature,omitempty"`
+	Redacted  bool   `json:"redacted,omitempty"`
+	Data      string `json:"data,omitempty"`
 }
 
 // ToolDecl is the JSON-schema declaration sent to the provider.
@@ -61,11 +76,26 @@ type ToolDecl struct {
 	Parameters  json.RawMessage `json:"parameters"`
 }
 
-// Usage counts tokens reported by the provider. Zero means the provider omitted usage.
+// Image is one picture attached to a user message.
+type Image struct {
+	MIME string `json:"mime,omitempty"`
+	URL  string `json:"url,omitempty"`
+	Data string `json:"data,omitempty"`
+}
+
+// Usage counts tokens. On one provider response, PromptTokens, CompletionTokens
+// and TotalTokens are that request. On a loop Result they are the billing sum
+// across requests; Last* is only the latest request, for context observation.
+// Zero means the provider omitted usage.
 type Usage struct {
-	PromptTokens     int `json:"prompt_tokens"`
-	CompletionTokens int `json:"completion_tokens"`
-	TotalTokens      int `json:"total_tokens"`
+	PromptTokens         int `json:"prompt_tokens"`
+	CompletionTokens     int `json:"completion_tokens"`
+	TotalTokens          int `json:"total_tokens"`
+	CacheReadTokens      int `json:"cache_read_tokens,omitempty"`
+	CacheWriteTokens     int `json:"cache_write_tokens,omitempty"`
+	LastPromptTokens     int `json:"last_prompt_tokens,omitempty"`
+	LastCompletionTokens int `json:"last_completion_tokens,omitempty"`
+	LastTotalTokens      int `json:"last_total_tokens,omitempty"`
 }
 
 // Event is one streamed update. Failures are KindError plus a final assistant
@@ -80,9 +110,18 @@ type Event struct {
 	ArgumentsDelta string
 	Message        Message
 	Usage          Usage
-	Err            error
-	Retryable      bool
-	ErrorMessage   string
+	// FinishReason 是供应商原始结束原因（stop、length、tool_calls 等）。
+	// 空表示这条事件不携带结束原因。StopReason 的映射不受此字段影响。
+	FinishReason string
+	Err          error
+	Retryable    bool
+	ErrorMessage string
+	// HTTPStatus 是提供方的 HTTP 状态。0 表示这条错误不是 HTTP 响应。
+	HTTPStatus int
+	// RetryAfter is the provider's requested wait. HasRetryAfter distinguishes
+	// a real zero from a missing or unparseable header.
+	RetryAfter    time.Duration
+	HasRetryAfter bool
 }
 
 // StreamOptions tunes one provider request.
@@ -90,6 +129,11 @@ type StreamOptions struct {
 	MaxTokens int
 	APIBase   string
 	APIKey    string
+	// ThinkingLevel is off, minimal, low, medium, high, xhigh, or max.
+	// Empty leaves the provider default unchanged.
+	ThinkingLevel string
+	// MessageShape is merge, strict, or empty. Empty leaves the transcript unchanged.
+	MessageShape string
 }
 
 // StreamFunc is the provider boundary. It must return a channel that is closed

runtime/loop_budget_test.go

@@ -0,0 +1,339 @@
+package runtime
+
+import (
+	"context"
+	"encoding/json"
+	"strings"
+	"sync"
+	"testing"
+	"time"
+
+	"agent-native/runtime/llm"
+	"agent-native/runtime/tools"
+)
+
+// usageScript 产出带 usage 的固定回合，用于预算测试。
+func usageScript(usage llm.Usage, turns ...llm.Message) llm.StreamFunc {
+	var i int
+	return func(ctx context.Context, model string, messages []llm.Message, decls []llm.ToolDecl, opts llm.StreamOptions) <-chan llm.Event {
+		ch := make(chan llm.Event, 4)
+		go func() {
+			defer close(ch)
+			if i >= len(turns) {
+				ch <- llm.Event{Kind: llm.KindMessageEnd, Message: llm.Message{Role: llm.RoleAssistant, Content: "done", StopReason: llm.StopEnd}, Usage: usage}
+				return
+			}
+			msg := turns[i]
+			i++
+			ch <- llm.Event{Kind: llm.KindMessageEnd, Message: msg, Usage: usage}
+		}()
+		return ch
+	}
+}
+
+func TestLoopBudgetToolCallCap(t *testing.T) {
+	dir := t.TempDir()
+	reg := tools.WorkspaceTools(dir)
+	sawBudgetEvent := false
+	res, err := Run(context.Background(), Config{
+		Model:  "fake",
+		Tools:  reg,
+		Budget: &Budget{MaxToolCalls: 1},
+		OnEvent: func(ev Event) {
+			if ev.Type == "budget_exceeded" {
+				sawBudgetEvent = true
+			}
+		},
+		Stream: usageScript(llm.Usage{},
+			llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+				ID: "c1", Name: "list_dir", Arguments: `{}`,
+			}}},
+			llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{
+				{ID: "c2", Name: "list_dir", Arguments: `{}`},
+				{ID: "c3", Name: "list_dir", Arguments: `{}`},
+			}},
+			llm.Message{Role: llm.RoleAssistant, Content: "never", StopReason: llm.StopEnd},
+		),
+	}, llm.Message{Role: llm.RoleUser, Content: "loop tools"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if res.StopReason != llm.StopError || res.Err == nil || !strings.Contains(res.Err.Error(), "budget_exceeded") {
+		t.Fatalf("want budget_exceeded stop, got stop=%s err=%v", res.StopReason, res.Err)
+	}
+	if !strings.Contains(res.Err.Error(), "tool calls") {
+		t.Fatalf("want tool-call budget reason, got %v", res.Err)
+	}
+	if !sawBudgetEvent {
+		t.Fatal("expected budget_exceeded event")
+	}
+	// 第一批执行 1 次；第二批超限，两条合成错误结果，不执行。
+	toolResults := 0
+	skipped := 0
+	for _, m := range res.Messages {
+		if m.Role != llm.RoleTool {
+			continue
+		}
+		toolResults++
+		if m.IsError && m.Content == toolBudgetSkipContent {
+			skipped++
+		}
+	}
+	if toolResults != 3 || skipped != 2 {
+		t.Fatalf("expected 3 tool results including 2 skipped, got results=%d skipped=%d", toolResults, skipped)
+	}
+	assertToolCallsPaired(t, res.Messages)
+}
+
+func assertToolCallsPaired(t *testing.T, messages []llm.Message) {
+	t.Helper()
+	pending := map[string]string{}
+	for _, m := range messages {
+		if m.Role == llm.RoleAssistant {
+			for _, call := range m.ToolCalls {
+				if _, ok := pending[call.ID]; ok {
+					t.Fatalf("duplicate tool call id %s", call.ID)
+				}
+				pending[call.ID] = call.Name
+			}
+		}
+		if m.Role == llm.RoleTool {
+			name, ok := pending[m.ToolCallID]
+			if !ok {
+				t.Fatalf("tool result %s has no matching call", m.ToolCallID)
+			}
+			if name != m.Name {
+				t.Fatalf("tool result %s name %q != call %q", m.ToolCallID, m.Name, name)
+			}
+			delete(pending, m.ToolCallID)
+		}
+	}
+	if len(pending) != 0 {
+		t.Fatalf("unpaired tool calls: %v", pending)
+	}
+}
+
+type pauseTool struct{}
+
+func (pauseTool) Name() string        { return "pause" }
+func (pauseTool) Description() string { return "slow tool" }
+func (pauseTool) Parameters() json.RawMessage {
+	return json.RawMessage(`{"type":"object","properties":{}}`)
+}
+func (pauseTool) Execute(context.Context, json.RawMessage) (tools.Result, error) {
+	time.Sleep(40 * time.Millisecond)
+	return tools.Result{Content: "ok"}, nil
+}
+
+func TestParallelHostCallbacksAreSerial(t *testing.T) {
+	reg := tools.NewRegistry(t.TempDir())
+	reg.Register(pauseTool{})
+	var mu sync.Mutex
+	inFlight, maxInFlight := 0, 0
+	enter := func() {
+		mu.Lock()
+		inFlight++
+		if inFlight > maxInFlight {
+			maxInFlight = inFlight
+		}
+		mu.Unlock()
+		time.Sleep(20 * time.Millisecond)
+		mu.Lock()
+		inFlight--
+		mu.Unlock()
+	}
+	_, err := Run(context.Background(), Config{
+		Model:         "fake",
+		Tools:         reg,
+		ToolExecution: ExecParallel,
+		OnEvent: func(Event) {
+			enter()
+		},
+		BeforeTool: func(llm.ToolCall) error {
+			enter()
+			return nil
+		},
+		AfterTool: func(llm.ToolCall, llm.Message) {
+			enter()
+		},
+		Stream: usageScript(llm.Usage{},
+			llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{
+				{ID: "a", Name: "pause", Arguments: `{}`},
+				{ID: "b", Name: "pause", Arguments: `{}`},
+			}},
+			llm.Message{Role: llm.RoleAssistant, Content: "done", StopReason: llm.StopEnd},
+		),
+	}, llm.Message{Role: llm.RoleUser, Content: "go"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if maxInFlight != 1 {
+		t.Fatalf("host callbacks overlapped: max in flight %d", maxInFlight)
+	}
+}
+
+func TestLoopBudgetPromptTokens(t *testing.T) {
+	res, err := Run(context.Background(), Config{
+		Model:  "fake",
+		Budget: &Budget{MaxPromptTokens: 10},
+		Stream: usageScript(llm.Usage{PromptTokens: 500, TotalTokens: 600},
+			llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+				ID: "c1", Name: "list_dir", Arguments: `{}`,
+			}}},
+			llm.Message{Role: llm.RoleAssistant, Content: "never", StopReason: llm.StopEnd},
+		),
+	}, llm.Message{Role: llm.RoleUser, Content: "go"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if res.Err == nil || !strings.Contains(res.Err.Error(), "prompt tokens") {
+		t.Fatalf("want prompt-token budget stop, got err=%v", res.Err)
+	}
+	if res.Usage.PromptTokens != 500 {
+		t.Fatalf("usage should be reported on budget stop, got %d", res.Usage.PromptTokens)
+	}
+}
+
+func TestLoopUsageSplitsLastRequestFromCumulative(t *testing.T) {
+	res, err := Run(context.Background(), Config{
+		Model:  "fake",
+		Tools:  tools.WorkspaceTools(t.TempDir()),
+		Budget: &Budget{MaxPromptTokens: 10},
+		Stream: usageScript(llm.Usage{PromptTokens: 6, CompletionTokens: 1, TotalTokens: 7},
+			llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+				ID: "c1", Name: "list_dir", Arguments: `{}`,
+			}}},
+			llm.Message{Role: llm.RoleAssistant, Content: "ok", StopReason: llm.StopEnd},
+		),
+	}, llm.Message{Role: llm.RoleUser, Content: "go"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if res.Err != nil || res.Text != "ok" {
+		t.Fatalf("last request stays under the window: err=%v text=%q", res.Err, res.Text)
+	}
+	if res.Usage.PromptTokens != 12 || res.Usage.LastPromptTokens != 6 {
+		t.Fatalf("billing sum %d last %d", res.Usage.PromptTokens, res.Usage.LastPromptTokens)
+	}
+}
+
+func TestLoopRejectsIncompleteToolCall(t *testing.T) {
+	tool := &countingTool{name: "list_dir"}
+	reg := tools.NewRegistry(t.TempDir())
+	reg.Register(tool)
+	res, err := Run(context.Background(), Config{
+		Model: "fake",
+		Tools: reg,
+		Stream: script(llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+			ID: "c1", Name: "list_dir", Arguments: `{"path":`,
+		}}}, llm.Message{Role: llm.RoleAssistant, Content: "stopped", StopReason: llm.StopEnd}),
+	}, llm.Message{Role: llm.RoleUser, Content: "go"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if tool.calls != 0 {
+		t.Fatalf("incomplete call executed %d times", tool.calls)
+	}
+	var paired bool
+	for _, m := range res.Messages {
+		if m.Role == llm.RoleTool && m.ToolCallID == "c1" && m.IsError {
+			paired = true
+		}
+	}
+	if !paired {
+		t.Fatal("expected a paired error result")
+	}
+}
+
+func TestLoopBudgetDeadline(t *testing.T) {
+	res, err := Run(context.Background(), Config{
+		Model:  "fake",
+		Budget: &Budget{Deadline: time.Now().Add(-time.Second)},
+		Stream: usageScript(llm.Usage{}, llm.Message{Role: llm.RoleAssistant, Content: "never", StopReason: llm.StopEnd}),
+	}, llm.Message{Role: llm.RoleUser, Content: "go"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if res.Err == nil || !strings.Contains(res.Err.Error(), "deadline") {
+		t.Fatalf("want deadline budget stop, got err=%v", res.Err)
+	}
+}
+
+func TestLoopBudgetNotHitCompletesNormally(t *testing.T) {
+	res, err := Run(context.Background(), Config{
+		Model:  "fake",
+		Budget: &Budget{MaxPromptTokens: 10_000, MaxToolCalls: 10},
+		Stream: usageScript(llm.Usage{PromptTokens: 50},
+			llm.Message{Role: llm.RoleAssistant, Content: "ok", StopReason: llm.StopEnd}),
+	}, llm.Message{Role: llm.RoleUser, Content: "go"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if res.Err != nil || res.Text != "ok" {
+		t.Fatalf("clean run should finish, got err=%v text=%q", res.Err, res.Text)
+	}
+}
+
+// blockingTool 阻塞到 ctx 取消，验证取消传播到工具执行层。
+type blockingTool struct{ canceled chan struct{} }
+
+func (b *blockingTool) Name() string        { return "block_forever" }
+func (b *blockingTool) Description() string { return "blocks until context cancel" }
+func (b *blockingTool) Parameters() json.RawMessage {
+	return json.RawMessage(`{"type":"object","properties":{}}`)
+}
+
+func (b *blockingTool) Execute(ctx context.Context, args json.RawMessage) (tools.Result, error) {
+	<-ctx.Done()
+	close(b.canceled)
+	return tools.Result{Content: "canceled", IsError: true}, ctx.Err()
+}
+
+func TestLoopCancelPropagatesToTool(t *testing.T) {
+	bt := &blockingTool{canceled: make(chan struct{})}
+	reg := tools.NewRegistry(t.TempDir())
+	reg.Register(bt)
+	ctx, cancel := context.WithCancel(context.Background())
+
+	firstCall := true
+	stream := func(ctx context.Context, model string, messages []llm.Message, decls []llm.ToolDecl, opts llm.StreamOptions) <-chan llm.Event {
+		ch := make(chan llm.Event, 4)
+		go func() {
+			defer close(ch)
+			if firstCall {
+				firstCall = false
+				ch <- llm.Event{Kind: llm.KindMessageEnd, Message: llm.Message{
+					Role: llm.RoleAssistant, StopReason: llm.StopToolCalls,
+					ToolCalls: []llm.ToolCall{{ID: "c1", Name: "block_forever", Arguments: `{}`}},
+				}}
+				return
+			}
+			// 工具返回后的下一轮：等取消或超时兜底。
+			select {
+			case <-ctx.Done():
+				ch <- llm.Event{Kind: llm.KindError, Err: ctx.Err(), Message: llm.Message{StopReason: llm.StopAborted}}
+			case <-time.After(3 * time.Second):
+				ch <- llm.Event{Kind: llm.KindMessageEnd, Message: llm.Message{Role: llm.RoleAssistant, Content: "done", StopReason: llm.StopEnd}}
+			}
+		}()
+		return ch
+	}
+
+	go func() {
+		time.Sleep(100 * time.Millisecond)
+		cancel()
+	}()
+	res, err := Run(ctx, Config{Model: "fake", Tools: reg, Stream: stream},
+		llm.Message{Role: llm.RoleUser, Content: "block"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	select {
+	case <-bt.canceled:
+	case <-time.After(2 * time.Second):
+		t.Fatal("tool context was not canceled")
+	}
+	if res.StopReason != llm.StopAborted && res.Err == nil {
+		t.Fatalf("expected aborted stop, got %+v", res)
+	}
+}

runtime/loop_cache_contract_test.go

@@ -0,0 +1,70 @@
+package runtime
+
+import (
+	"context"
+	"encoding/json"
+	"strings"
+	"testing"
+
+	"agent-native/runtime/llm"
+	"agent-native/runtime/tools"
+)
+
+// ---- N2 WP1：前缀稳定契约（缓存友好的机器钉住：同一注册序列 → 逐字节确定）----
+
+type contractTool struct {
+	name, desc string
+	deferred   bool
+}
+
+func (t contractTool) Name() string                { return t.name }
+func (t contractTool) Description() string         { return t.desc }
+func (t contractTool) Parameters() json.RawMessage { return json.RawMessage(`{"type":"object","properties":{}}`) }
+func (t contractTool) Execute(_ context.Context, _ json.RawMessage) (tools.Result, error) {
+	return tools.Result{Content: "ok"}, nil
+}
+func (t contractTool) Exposure() string {
+	if t.deferred {
+		return tools.ExposureDeferred
+	}
+	return tools.ExposureDirect
+}
+
+func buildContractRegistry() *tools.Registry {
+	reg := tools.NewRegistry("")
+	reg.Register(contractTool{name: "read_file", desc: "读文件"})
+	reg.Register(contractTool{name: "write_file", desc: "写文件"})
+	reg.Register(contractTool{name: "grep", desc: "搜索", deferred: true})
+	return reg
+}
+
+func TestSystemTextDeterministicAcrossIdenticalBuilds(t *testing.T) {
+	a := systemText(Config{SystemPrompt: "sys", Tools: buildContractRegistry()})
+	b := systemText(Config{SystemPrompt: "sys", Tools: buildContractRegistry()})
+	if a != b {
+		t.Fatalf("同一注册序列的系统文本必须逐字节一致：\n%q\nvs\n%q", a, b)
+	}
+	// 契约内容：直接工具全在清单内且按注册序；deferred 工具不进入清单。
+	idx := strings.Index(a, "read_file")
+	if idx < 0 || strings.Index(a, "write_file") < idx {
+		t.Fatalf("直接工具须按注册序出现：%q", a)
+	}
+	if strings.Contains(a, "grep") {
+		t.Fatalf("deferred 工具不得出现在系统文本：%q", a)
+	}
+	// 元工具注入位置确定（tool_search/call_tool 存在且在 Decls 中）。
+	decls := buildContractRegistry().Decls()
+	names := []string{}
+	for _, d := range decls {
+		names = append(names, d.Name)
+	}
+	if len(names) != 4 || names[0] != "read_file" || names[1] != "write_file" {
+		t.Fatalf("Decls 顺序契约：%v", names)
+	}
+	if names[2] != "tool_search" && names[3] != "tool_search" {
+		if names[2] != "call_tool" && names[3] != "call_tool" {
+			t.Fatalf("元工具缺失：%v", names)
+		}
+	}
+	var _ = llm.ToolDecl{} // 保持导入面稳定
+}

runtime/loop_guardrails_test.go

@@ -0,0 +1,168 @@
+package runtime
+
+import (
+	"context"
+	"strings"
+	"testing"
+
+	"agent-native/runtime/guardrails"
+	"agent-native/runtime/hooks"
+	"agent-native/runtime/llm"
+	"agent-native/runtime/tools"
+)
+
+// TestInputGuardrailDenySkipsLoop：输入护栏 deny 时不进循环、不调模型，
+// 以理由直接收尾；原文已进转录（留痕）。
+func TestInputGuardrailDenySkipsLoop(t *testing.T) {
+	calls := 0
+	bus := hooks.New()
+	guardrails.Register(bus, guardrails.Set{
+		Input: func(ctx context.Context, text string) guardrails.Verdict {
+			return guardrails.Verdict{Decision: hooks.Deny, Reason: "含敏感指令"}
+		},
+	}, guardrails.Scope{Entry: true})
+	res, err := Run(context.Background(), Config{
+		Model: "fake",
+		Hooks: bus,
+		Stream: func(ctx context.Context, model string, messages []llm.Message, decls []llm.ToolDecl, opts llm.StreamOptions) <-chan llm.Event {
+			calls++
+			ch := make(chan llm.Event, 1)
+			ch <- llm.Event{Kind: llm.KindMessageEnd, Message: llm.Message{Role: llm.RoleAssistant, Content: "ok", StopReason: llm.StopEnd}}
+			close(ch)
+			return ch
+		},
+	}, llm.Message{Role: llm.RoleUser, Content: "bad input"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if calls != 0 {
+		t.Fatalf("model called %d times after input deny", calls)
+	}
+	if res.Text != "含敏感指令" {
+		t.Fatalf("result text = %q", res.Text)
+	}
+	if !strings.Contains(transcriptText(res.Messages), "bad input") {
+		t.Fatal("original input missing from transcript")
+	}
+}
+
+// TestInputGuardrailModifyAppendsRewrite：modify 时改写内容追加为新的用户消息，
+// 模型最终看到的是改写后的输入；原文保留在转录里。
+func TestInputGuardrailModifyAppendsRewrite(t *testing.T) {
+	var saw string
+	bus := hooks.New()
+	guardrails.Register(bus, guardrails.Set{
+		Input: func(ctx context.Context, text string) guardrails.Verdict {
+			return guardrails.Verdict{Decision: hooks.Modify, Replacement: "改写后的输入"}
+		},
+	}, guardrails.Scope{Entry: true})
+	_, err := Run(context.Background(), Config{
+		Model: "fake",
+		Hooks: bus,
+		Stream: func(ctx context.Context, model string, messages []llm.Message, decls []llm.ToolDecl, opts llm.StreamOptions) <-chan llm.Event {
+			saw = transcriptText(messages)
+			ch := make(chan llm.Event, 1)
+			ch <- llm.Event{Kind: llm.KindMessageEnd, Message: llm.Message{Role: llm.RoleAssistant, Content: "ok", StopReason: llm.StopEnd}}
+			close(ch)
+			return ch
+		},
+	}, llm.Message{Role: llm.RoleUser, Content: "原始输入"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if !strings.Contains(saw, "原始输入") || !strings.Contains(saw, "改写后的输入") {
+		t.Fatalf("request messages = %q", saw)
+	}
+}
+
+// TestOutputGuardrailDenyContinuesThenCaps：输出护栏 deny 视同续跑，
+// 理由进转录；达内核续跑上限后收尾。
+func TestOutputGuardrailDenyContinuesThenCaps(t *testing.T) {
+	calls := 0
+	bus := hooks.New()
+	guardrails.Register(bus, guardrails.Set{
+		Output: func(ctx context.Context, text string) guardrails.Verdict {
+			return guardrails.Verdict{Decision: hooks.Deny, Reason: "缺少来源标注"}
+		},
+	}, guardrails.Scope{Final: true})
+	res, err := Run(context.Background(), Config{
+		Model:    "fake",
+		MaxTurns: 8,
+		Hooks:    bus,
+		Stream: script(
+			llm.Message{Role: llm.RoleAssistant, Content: "v1", StopReason: llm.StopEnd},
+			llm.Message{Role: llm.RoleAssistant, Content: "v2", StopReason: llm.StopEnd},
+			llm.Message{Role: llm.RoleAssistant, Content: "v3", StopReason: llm.StopEnd},
+			llm.Message{Role: llm.RoleAssistant, Content: "v4", StopReason: llm.StopEnd},
+		),
+	}, llm.Message{Role: llm.RoleUser, Content: "go"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	_ = calls
+	if strings.Count(transcriptText(res.Messages), "缺少来源标注") != 3 {
+		t.Fatalf("reason count = %s", transcriptText(res.Messages))
+	}
+	if res.Text != "v4" {
+		t.Fatalf("final text = %q", res.Text)
+	}
+}
+
+// TestToolGuardrailDenyPairsResult：工具护栏 deny 写配对错误结果且不执行工具。
+func TestToolGuardrailDenyPairsResult(t *testing.T) {
+	hits := 0
+	reg := tools.NewRegistry(t.TempDir())
+	reg.Register(hitTool{hits: &hits})
+	bus := hooks.New()
+	guardrails.Register(bus, guardrails.Set{
+		Tool: func(ctx context.Context, name, args string) guardrails.Verdict {
+			return guardrails.Verdict{Decision: hooks.Deny, Reason: "护栏禁用"}
+		},
+	}, guardrails.Scope{})
+	res, err := Run(context.Background(), Config{
+		Model: "fake",
+		Tools: reg,
+		Hooks: bus,
+		Stream: script(
+			llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+				ID: "c1", Name: "echo", Arguments: `{}`,
+			}}},
+			llm.Message{Role: llm.RoleAssistant, Content: "done", StopReason: llm.StopEnd},
+		),
+	}, llm.Message{Role: llm.RoleUser, Content: "go"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if hits != 0 {
+		t.Fatalf("tool executed %d times", hits)
+	}
+	paired := false
+	for _, m := range res.Messages {
+		if m.Role == llm.RoleTool && m.ToolCallID == "c1" && m.IsError && m.Content == "护栏禁用" {
+			paired = true
+		}
+	}
+	if !paired {
+		t.Fatalf("missing paired result: %s", transcriptText(res.Messages))
+	}
+}
+
+// TestSubRunScopeSkipsInputOutput：子代理 run（Entry/Final=false）注册同名护栏也不触发。
+func TestSubRunScopeSkipsInputOutput(t *testing.T) {
+	bus := hooks.New()
+	guardrails.Register(bus, guardrails.Set{
+		Input:  func(ctx context.Context, text string) guardrails.Verdict { return guardrails.Verdict{Decision: hooks.Deny, Reason: "x"} },
+		Output: func(ctx context.Context, text string) guardrails.Verdict { return guardrails.Verdict{Decision: hooks.Deny, Reason: "y"} },
+	}, guardrails.Scope{})
+	res, err := Run(context.Background(), Config{
+		Model: "fake",
+		Hooks: bus,
+		Stream: script(llm.Message{Role: llm.RoleAssistant, Content: "ok", StopReason: llm.StopEnd}),
+	}, llm.Message{Role: llm.RoleUser, Content: "go"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if res.Text != "ok" {
+		t.Fatalf("sub-scope run text = %q", res.Text)
+	}
+}

runtime/loop_harness_test.go

@@ -0,0 +1,371 @@
+package runtime
+
+import (
+	"context"
+	"encoding/json"
+	"errors"
+	"path/filepath"
+	"strings"
+	"sync"
+	"testing"
+
+	"agent-native/runtime/llm"
+	"agent-native/runtime/session"
+	"agent-native/runtime/tools"
+)
+
+func TestLoopStopContinuesUntilCap(t *testing.T) {
+	var calls int
+	res, err := Run(context.Background(), Config{
+		Model:    "fake",
+		MaxTurns: 8,
+		Stream: script(
+			llm.Message{Role: llm.RoleAssistant, Content: "forged-claim", StopReason: llm.StopEnd},
+			llm.Message{Role: llm.RoleAssistant, Content: "forged-claim", StopReason: llm.StopEnd},
+			llm.Message{Role: llm.RoleAssistant, Content: "forged-claim", StopReason: llm.StopEnd},
+			llm.Message{Role: llm.RoleAssistant, Content: "forged-claim", StopReason: llm.StopEnd},
+		),
+		Stop: func(last llm.Message, info StopInfo) StopDecision {
+			calls++
+			if info.Continuations != calls-1 {
+				t.Errorf("continuations = %d, want %d", info.Continuations, calls-1)
+			}
+			return StopDecision{Continue: true, Replacement: "已作废", Reason: "再试", Notice: "到顶了"}
+		},
+	}, llm.Message{Role: llm.RoleUser, Content: "go"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if calls != 4 {
+		t.Fatalf("stop calls = %d, want 4", calls)
+	}
+	if res.Err != nil || res.Notice != "到顶了" {
+		t.Fatalf("notice %q err %v", res.Notice, res.Err)
+	}
+	// N6（N3 WP1）：assistant 不再被改写——替换文只以 user 消息出现，
+	// 内存与转录一致。
+	forged, notes := 0, 0
+	for _, m := range res.Messages {
+		if m.Role == llm.RoleAssistant && m.Content == "forged-claim" {
+			forged++
+		}
+		if m.Role == llm.RoleUser && m.Content == "已作废" {
+			notes++
+		}
+	}
+	if forged != 4 || notes != 3 {
+		t.Fatalf("forged=%d notes=%d transcript=%s", forged, notes, transcriptText(res.Messages))
+	}
+	if strings.Count(transcriptText(res.Messages), "再试") != 3 {
+		t.Fatalf("reasons = %s", transcriptText(res.Messages))
+	}
+}
+
+func TestLoopBeforeToolRejectPairsResult(t *testing.T) {
+	hits := 0
+	reg := tools.NewRegistry(t.TempDir())
+	reg.Register(hitTool{hits: &hits})
+	var seen llm.Message
+	res, err := Run(context.Background(), Config{
+		Model: "fake",
+		Tools: reg,
+		Stream: script(
+			llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+				ID: "c1", Name: "echo", Arguments: `{}`,
+			}}},
+			llm.Message{Role: llm.RoleAssistant, Content: "done", StopReason: llm.StopEnd},
+		),
+		BeforeTool: func(call llm.ToolCall) error {
+			return errors.New("不允许")
+		},
+		AfterTool: func(call llm.ToolCall, msg llm.Message) {
+			seen = msg
+		},
+	}, llm.Message{Role: llm.RoleUser, Content: "go"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if hits != 0 {
+		t.Fatalf("tool executed %d times", hits)
+	}
+	if !seen.IsError || seen.Content != "不允许" || seen.ToolCallID != "c1" {
+		t.Fatalf("after = %#v", seen)
+	}
+	paired := false
+	for _, m := range res.Messages {
+		if m.Role == llm.RoleTool && m.ToolCallID == "c1" && m.IsError && m.Content == "不允许" {
+			paired = true
+		}
+	}
+	if !paired {
+		t.Fatalf("missing paired tool result: %s", transcriptText(res.Messages))
+	}
+}
+
+func TestLoopRemindersStayOutOfSession(t *testing.T) {
+	path := filepath.Join(t.TempDir(), "transcript.jsonl")
+	st, err := session.Open(path)
+	if err != nil {
+		t.Fatal(err)
+	}
+	var saw bool
+	_, err = Run(context.Background(), Config{
+		Model:   "fake",
+		Session: st,
+		Stream: func(ctx context.Context, model string, messages []llm.Message, decls []llm.ToolDecl, opts llm.StreamOptions) <-chan llm.Event {
+			for _, m := range messages {
+				if strings.Contains(m.Content, "<system-reminder>") && strings.Contains(m.Content, "先核对交付物") {
+					saw = true
+				}
+			}
+			ch := make(chan llm.Event, 1)
+			ch <- llm.Event{Kind: llm.KindMessageEnd, Message: llm.Message{Role: llm.RoleAssistant, Content: "ok", StopReason: llm.StopEnd}}
+			close(ch)
+			return ch
+		},
+		Reminders: func(turn int) []string {
+			if turn != 0 {
+				t.Errorf("turn %d", turn)
+			}
+			return []string{"先核对交付物"}
+		},
+	}, llm.Message{Role: llm.RoleUser, Content: "ping"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if !saw {
+		t.Fatal("reminder missing from the provider request")
+	}
+	loaded, err := st.Load()
+	if err != nil {
+		t.Fatal(err)
+	}
+	if strings.Contains(transcriptText(loaded), "先核对交付物") {
+		t.Fatalf("reminder persisted: %#v", loaded)
+	}
+}
+
+func TestLoopRepeatGuardFiresAndCaps(t *testing.T) {
+	var mu sync.Mutex
+	var requests []string
+	turns := make([]llm.Message, 0, 13)
+	for i := 0; i < 12; i++ {
+		args := `{"b":1,"a":2}`
+		if i%2 == 1 {
+			args = `{"a":2,"b":1}`
+		}
+		turns = append(turns, llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+			ID: "c", Name: "echo", Arguments: args,
+		}}})
+	}
+	turns = append(turns, llm.Message{Role: llm.RoleAssistant, Content: "done", StopReason: llm.StopEnd})
+	var i int
+	stream := func(ctx context.Context, model string, messages []llm.Message, decls []llm.ToolDecl, opts llm.StreamOptions) <-chan llm.Event {
+		mu.Lock()
+		requests = append(requests, transcriptText(messages))
+		n := i
+		i++
+		mu.Unlock()
+		ch := make(chan llm.Event, 1)
+		msg := turns[len(turns)-1]
+		if n < len(turns) {
+			msg = turns[n]
+		}
+		ch <- llm.Event{Kind: llm.KindMessageEnd, Message: msg}
+		close(ch)
+		return ch
+	}
+	res, err := Run(context.Background(), Config{
+		Model:       "fake",
+		MaxTurns:    20,
+		RepeatGuard: true,
+		Stream:      stream,
+	}, llm.Message{Role: llm.RoleUser, Content: "go"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if res.Text != "done" {
+		t.Fatalf("text %q", res.Text)
+	}
+	reminders := 0
+	for _, req := range requests {
+		reminders += strings.Count(req, repeatReminderText)
+	}
+	if reminders != 3 {
+		t.Fatalf("reminders = %d, want 3; requests=%d", reminders, len(requests))
+	}
+	if strings.Contains(transcriptText(res.Messages), repeatReminderText) {
+		t.Fatal("repeat reminder was written into the transcript")
+	}
+	if !strings.Contains(requests[3], repeatReminderText) {
+		t.Fatal("first reminder should arrive on the request after the third identical call")
+	}
+}
+
+func TestLoopContinueOnLengthCaps(t *testing.T) {
+	var requests []string
+	var n int
+	stream := func(ctx context.Context, model string, messages []llm.Message, decls []llm.ToolDecl, opts llm.StreamOptions) <-chan llm.Event {
+		requests = append(requests, transcriptText(messages))
+		n++
+		ch := make(chan llm.Event, 1)
+		ch <- llm.Event{
+			Kind:         llm.KindMessageEnd,
+			FinishReason: "length",
+			Message:      llm.Message{Role: llm.RoleAssistant, Content: "part", StopReason: llm.StopEnd},
+		}
+		close(ch)
+		return ch
+	}
+	res, err := Run(context.Background(), Config{
+		Model:            "fake",
+		MaxTurns:         8,
+		ContinueOnLength: true,
+		Stream:           stream,
+	}, llm.Message{Role: llm.RoleUser, Content: "go"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if res.Err == nil || !strings.Contains(res.Err.Error(), "length continuation exceeded") {
+		t.Fatalf("err = %v", res.Err)
+	}
+	if n != 4 {
+		t.Fatalf("model calls = %d, want 4", n)
+	}
+	if len(res.Messages) == 0 || !strings.Contains(transcriptText(res.Messages), "part") {
+		t.Fatal("truncated transcript was dropped")
+	}
+	if strings.Contains(transcriptText(res.Messages), lengthContinuePrompt) {
+		t.Fatal("continuation prompt was persisted")
+	}
+	prompts := 0
+	for _, req := range requests {
+		prompts += strings.Count(req, lengthContinuePrompt)
+	}
+	if prompts != 3 {
+		t.Fatalf("continuation prompts = %d, want 3", prompts)
+	}
+}
+
+func TestLoopContinueOnLengthUnlimited(t *testing.T) {
+	var n int
+	stream := func(ctx context.Context, model string, messages []llm.Message, decls []llm.ToolDecl, opts llm.StreamOptions) <-chan llm.Event {
+		n++
+		ch := make(chan llm.Event, 1)
+		finish := "length"
+		text := "part"
+		if n >= 5 {
+			finish = "stop"
+			text = "done"
+		}
+		ch <- llm.Event{
+			Kind:         llm.KindMessageEnd,
+			FinishReason: finish,
+			Message:      llm.Message{Role: llm.RoleAssistant, Content: text, StopReason: llm.StopEnd},
+		}
+		close(ch)
+		return ch
+	}
+	res, err := Run(context.Background(), Config{
+		Model:                  "fake",
+		MaxTurns:               8,
+		ContinueOnLength:       true,
+		MaxLengthContinuations: -1,
+		Stream:                 stream,
+	}, llm.Message{Role: llm.RoleUser, Content: "go"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if res.Err != nil {
+		t.Fatalf("err = %v", res.Err)
+	}
+	if n != 5 {
+		t.Fatalf("model calls = %d, want 5", n)
+	}
+	if res.Text != "done" {
+		t.Fatalf("text = %q", res.Text)
+	}
+}
+
+func TestLoopHistorySkipsGeneratedSystem(t *testing.T) {
+	var first string
+	_, err := Run(context.Background(), Config{
+		Model:        "fake",
+		SystemPrompt: "LEAK",
+		History: []llm.Message{
+			{Role: llm.RoleSystem, Content: "FROM_HISTORY"},
+			{Role: llm.RoleUser, Content: "earlier"},
+		},
+		Stream: func(ctx context.Context, model string, messages []llm.Message, decls []llm.ToolDecl, opts llm.StreamOptions) <-chan llm.Event {
+			if len(messages) > 0 {
+				first = messages[0].Content
+			}
+			ch := make(chan llm.Event, 1)
+			ch <- llm.Event{Kind: llm.KindMessageEnd, Message: llm.Message{Role: llm.RoleAssistant, Content: "ok", StopReason: llm.StopEnd}}
+			close(ch)
+			return ch
+		},
+	}, llm.Message{Role: llm.RoleUser, Content: "now"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if first != "FROM_HISTORY" || strings.Contains(first, "LEAK") {
+		t.Fatalf("system = %q", first)
+	}
+}
+
+func TestLoopUnknownToolFallsThrough(t *testing.T) {
+	res, err := Run(context.Background(), Config{
+		Model: "fake",
+		UnknownTool: func(call llm.ToolCall) tools.Result {
+			return tools.Result{Content: "via " + call.Name}
+		},
+		Stream: script(
+			llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+				ID: "c1", Name: "make_report", Arguments: `{}`,
+			}}},
+			llm.Message{Role: llm.RoleAssistant, Content: "done", StopReason: llm.StopEnd},
+		),
+	}, llm.Message{Role: llm.RoleUser, Content: "go"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	found := false
+	for _, m := range res.Messages {
+		if m.Role == llm.RoleTool && m.Content == "via make_report" && !m.IsError {
+			found = true
+		}
+	}
+	if !found {
+		t.Fatalf("unknown tool was not delegated: %s", transcriptText(res.Messages))
+	}
+}
+
+func TestLoopTurnCapKeepsTranscript(t *testing.T) {
+	res, err := Run(context.Background(), Config{
+		Model:    "fake",
+		MaxTurns: 1,
+		Stream: script(llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+			ID: "c1", Name: "missing", Arguments: `{}`,
+		}}}),
+	}, llm.Message{Role: llm.RoleUser, Content: "ping"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if res.Err == nil || !strings.Contains(res.Err.Error(), "max turns exceeded") {
+		t.Fatalf("err = %v", res.Err)
+	}
+	if !strings.Contains(transcriptText(res.Messages), "ping") {
+		t.Fatalf("transcript dropped: %s", transcriptText(res.Messages))
+	}
+}
+
+type hitTool struct{ hits *int }
+
+func (h hitTool) Name() string                { return "echo" }
+func (h hitTool) Description() string         { return "echo" }
+func (h hitTool) Parameters() json.RawMessage { return json.RawMessage(`{"type":"object"}`) }
+func (h hitTool) Execute(context.Context, json.RawMessage) (tools.Result, error) {
+	*h.hits++
+	return tools.Result{Content: "ran"}, nil
+}

runtime/loop_hooks_lifecycle_test.go

@@ -0,0 +1,253 @@
+package runtime
+
+import (
+	"context"
+	"strings"
+	"testing"
+
+	"agent-native/runtime/hooks"
+	"agent-native/runtime/llm"
+	"agent-native/runtime/tools"
+)
+
+type eventRecorder struct {
+	seen []hooks.Event
+}
+
+func (r *eventRecorder) handler(c hooks.Call) hooks.Outcome {
+	r.seen = append(r.seen, c.Event)
+	return hooks.Outcome{}
+}
+
+func (r *eventRecorder) has(ev hooks.Event) bool {
+	for _, e := range r.seen {
+		if e == ev {
+			return true
+		}
+	}
+	return false
+}
+
+// TestHookLifecycleOrder 断言一次带工具调用的 run 的事件顺序为
+// SessionStart → UserPromptSubmit → PreToolUse → PostToolUse →
+// PostToolBatch → Stop → SessionEnd。
+func TestHookLifecycleOrder(t *testing.T) {
+	rec := &eventRecorder{}
+	bus := hooks.New()
+	bus.On(rec.handler)
+	hits := 0
+	reg := tools.NewRegistry(t.TempDir())
+	reg.Register(hitTool{hits: &hits})
+	_, err := Run(context.Background(), Config{
+		Model: "fake",
+		Tools: reg,
+		Hooks: bus,
+		Stream: script(
+			llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+				ID: "c1", Name: "echo", Arguments: `{}`,
+			}}},
+			llm.Message{Role: llm.RoleAssistant, Content: "done", StopReason: llm.StopEnd},
+		),
+	}, llm.Message{Role: llm.RoleUser, Content: "go"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	want := []hooks.Event{hooks.SessionStart, hooks.UserPromptSubmit, hooks.PreToolUse,
+		hooks.PostToolUse, hooks.PostToolBatch, hooks.Stop, hooks.SessionEnd}
+	if len(rec.seen) != len(want) {
+		t.Fatalf("events = %v, want %v", rec.seen, want)
+	}
+	for i := range want {
+		if rec.seen[i] != want[i] {
+			t.Fatalf("events = %v, want %v", rec.seen, want)
+		}
+	}
+}
+
+// TestHookUserPromptSubmitCarriesText 断言 UserPromptSubmit 事件带用户输入正文。
+func TestHookUserPromptSubmitCarriesText(t *testing.T) {
+	var got string
+	bus := hooks.New()
+	bus.On(func(c hooks.Call) hooks.Outcome {
+		if c.Event == hooks.UserPromptSubmit {
+			got = c.LastText
+		}
+		return hooks.Outcome{}
+	})
+	_, err := Run(context.Background(), Config{
+		Model: "fake",
+		Hooks: bus,
+		Stream: script(llm.Message{Role: llm.RoleAssistant, Content: "ok", StopReason: llm.StopEnd}),
+	}, llm.Message{Role: llm.RoleUser, Content: "ping"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if got != "ping" {
+		t.Fatalf("UserPromptSubmit text = %q", got)
+	}
+}
+
+// TestAskPortAllowProceeds：ask 决策经宿主裁决放行后工具照常执行。
+func TestAskPortAllowProceeds(t *testing.T) {
+	hits := 0
+	reg := tools.NewRegistry(t.TempDir())
+	reg.Register(hitTool{hits: &hits})
+	bus := hooks.New()
+	bus.On(func(c hooks.Call) hooks.Outcome {
+		if c.Event == hooks.PreToolUse {
+			return hooks.Outcome{Decision: hooks.Ask, Reason: "需要确认"}
+		}
+		return hooks.Outcome{}
+	})
+	sawRequest := false
+	bus.On(func(c hooks.Call) hooks.Outcome {
+		if c.Event == hooks.PermissionRequest {
+			sawRequest = true
+		}
+		return hooks.Outcome{}
+	})
+	res, err := Run(context.Background(), Config{
+		Model: "fake",
+		Tools: reg,
+		Hooks: bus,
+		PermissionAsk: func(ctx context.Context, call llm.ToolCall) AskVerdict {
+			return AskVerdict{Allow: true}
+		},
+		Stream: script(
+			llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+				ID: "c1", Name: "echo", Arguments: `{}`,
+			}}},
+			llm.Message{Role: llm.RoleAssistant, Content: "done", StopReason: llm.StopEnd},
+		),
+	}, llm.Message{Role: llm.RoleUser, Content: "go"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if hits != 1 {
+		t.Fatalf("tool executed %d times, want 1", hits)
+	}
+	if !sawRequest {
+		t.Fatal("PermissionRequest event missing")
+	}
+	if !strings.Contains(transcriptText(res.Messages), "ran") {
+		t.Fatalf("tool result missing: %s", transcriptText(res.Messages))
+	}
+}
+
+// TestAskPortDenyPairsResult：宿主拒绝时写配对错误结果，理由取宿主理由。
+func TestAskPortDenyPairsResult(t *testing.T) {
+	hits := 0
+	reg := tools.NewRegistry(t.TempDir())
+	reg.Register(hitTool{hits: &hits})
+	bus := hooks.New()
+	bus.On(func(c hooks.Call) hooks.Outcome {
+		if c.Event == hooks.PreToolUse {
+			return hooks.Outcome{Decision: hooks.Ask, Reason: "需要确认"}
+		}
+		return hooks.Outcome{}
+	})
+	res, err := Run(context.Background(), Config{
+		Model: "fake",
+		Tools: reg,
+		Hooks: bus,
+		PermissionAsk: func(ctx context.Context, call llm.ToolCall) AskVerdict {
+			return AskVerdict{Allow: false, Reason: "用户拒绝"}
+		},
+		Stream: script(
+			llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+				ID: "c1", Name: "echo", Arguments: `{}`,
+			}}},
+			llm.Message{Role: llm.RoleAssistant, Content: "done", StopReason: llm.StopEnd},
+		),
+	}, llm.Message{Role: llm.RoleUser, Content: "go"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if hits != 0 {
+		t.Fatalf("tool executed %d times, want 0", hits)
+	}
+	paired := false
+	for _, m := range res.Messages {
+		if m.Role == llm.RoleTool && m.ToolCallID == "c1" && m.IsError && m.Content == "用户拒绝" {
+			paired = true
+		}
+	}
+	if !paired {
+		t.Fatalf("missing paired deny result: %s", transcriptText(res.Messages))
+	}
+}
+
+// TestAskWithoutPortKeepsLegacyReject：没有裁决端口时 ask 仍按拒绝处理（旧行为）。
+func TestAskWithoutPortKeepsLegacyReject(t *testing.T) {
+	hits := 0
+	reg := tools.NewRegistry(t.TempDir())
+	reg.Register(hitTool{hits: &hits})
+	bus := hooks.New()
+	bus.On(func(c hooks.Call) hooks.Outcome {
+		if c.Event == hooks.PreToolUse {
+			return hooks.Outcome{Decision: hooks.Ask, Reason: "需要确认"}
+		}
+		return hooks.Outcome{}
+	})
+	res, err := Run(context.Background(), Config{
+		Model: "fake",
+		Tools: reg,
+		Hooks: bus,
+		Stream: script(
+			llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls, ToolCalls: []llm.ToolCall{{
+				ID: "c1", Name: "echo", Arguments: `{}`,
+			}}},
+			llm.Message{Role: llm.RoleAssistant, Content: "done", StopReason: llm.StopEnd},
+		),
+	}, llm.Message{Role: llm.RoleUser, Content: "go"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if hits != 0 {
+		t.Fatalf("tool executed %d times, want 0", hits)
+	}
+	paired := false
+	for _, m := range res.Messages {
+		if m.Role == llm.RoleTool && m.ToolCallID == "c1" && m.IsError && m.Content == "需要确认" {
+			paired = true
+		}
+	}
+	if !paired {
+		t.Fatalf("missing paired ask-reject result: %s", transcriptText(res.Messages))
+	}
+}
+
+// TestStopContinuationFlagVisible：续跑后 Stop 事件的 Continuations 计数对下游可见。
+func TestStopContinuationFlagVisible(t *testing.T) {
+	var counts []int
+	bus := hooks.New()
+	bus.On(func(c hooks.Call) hooks.Outcome {
+		if c.Event == hooks.Stop {
+			counts = append(counts, c.Continuations)
+			return hooks.Outcome{Decision: hooks.Block, Reason: "再试"}
+		}
+		return hooks.Outcome{}
+	})
+	_, err := Run(context.Background(), Config{
+		Model:    "fake",
+		MaxTurns: 8,
+		Hooks:    bus,
+		Stream: script(
+			llm.Message{Role: llm.RoleAssistant, Content: "a", StopReason: llm.StopEnd},
+			llm.Message{Role: llm.RoleAssistant, Content: "a", StopReason: llm.StopEnd},
+			llm.Message{Role: llm.RoleAssistant, Content: "a", StopReason: llm.StopEnd},
+			llm.Message{Role: llm.RoleAssistant, Content: "a", StopReason: llm.StopEnd},
+		),
+	}, llm.Message{Role: llm.RoleUser, Content: "go"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(counts) != 4 {
+		t.Fatalf("stop events = %v", counts)
+	}
+	for i, c := range counts {
+		if c != i {
+			t.Fatalf("stop continuations = %v, want 0,1,2,3", counts)
+		}
+	}
+}

runtime/loop_otel_n3_test.go

@@ -0,0 +1,112 @@
+package runtime
+
+import (
+	"context"
+	"strings"
+	"sync"
+	"testing"
+
+	"agent-native/runtime/llm"
+	"agent-native/runtime/tools"
+)
+
+// ---- N3 WP4：循环 span 形态（名称后缀、关联、usage）----
+
+type capturedSpan struct {
+	name    string
+	traceID string
+	spanID  string
+	parent  string
+	attrs   map[string]string
+}
+
+type spanRecorder struct {
+	mu    sync.Mutex
+	spans []capturedSpan
+}
+
+func (r *spanRecorder) trace() func(string, map[string]string) func() {
+	return func(name string, attrs map[string]string) func() {
+		return func() {
+			// 结束时拷贝（与 telemetry 工厂的结束时过滤同步——usage 是存续期补的）。
+			sp := capturedSpan{name: name, attrs: map[string]string{}}
+			for k, v := range attrs {
+				sp.attrs[k] = v
+			}
+			r.mu.Lock()
+			defer r.mu.Unlock()
+			sp.traceID = sp.attrs["_trace_id"]
+			sp.spanID = sp.attrs["_span_id"]
+			sp.parent = sp.attrs["_parent_span_id"]
+			r.spans = append(r.spans, sp)
+		}
+	}
+}
+
+func TestLoopSpansFollowGenAIConvention(t *testing.T) {
+	rec := &spanRecorder{}
+	reg := tools.NewRegistry(t.TempDir())
+	reg.Register(&countingTool{name: "read_file"})
+	res, err := Run(context.Background(), Config{
+		Model: "claude-x", Tools: reg, MaxTurns: 3, Trace: rec.trace(),
+		ProviderName: "anthropic", AgentName: "writer",
+		Stream: script(
+			llm.Message{Role: llm.RoleAssistant, StopReason: llm.StopToolCalls,
+				ToolCalls: []llm.ToolCall{{ID: "c1", Name: "read_file", Arguments: `{}`}}},
+			llm.Message{Role: llm.RoleAssistant, Content: "done", StopReason: llm.StopEnd},
+		),
+	}, llm.Message{Role: llm.RoleUser, Content: "go"})
+	if err != nil {
+		t.Fatal(err)
+	}
+	_ = res
+	rec.mu.Lock()
+	defer rec.mu.Unlock()
+	if len(rec.spans) < 4 {
+		t.Fatalf("span 数 = %d（invoke_agent + 2×chat + execute_tool）：%+v", len(rec.spans), rec.spans)
+	}
+	var root capturedSpan
+	byName := map[string][]capturedSpan{}
+	for _, sp := range rec.spans {
+		switch {
+		case strings.HasPrefix(sp.name, "invoke_agent "):
+			byName["invoke"] = append(byName["invoke"], sp)
+		case strings.HasPrefix(sp.name, "chat "):
+			byName["chat"] = append(byName["chat"], sp)
+		case strings.HasPrefix(sp.name, "execute_tool "):
+			byName["tool"] = append(byName["tool"], sp)
+		default:
+			t.Fatalf("span 名不合约定：%q", sp.name)
+		}
+	}
+	if len(byName["invoke"]) != 1 || byName["invoke"][0].name != "invoke_agent writer" {
+		t.Fatalf("invoke_agent span：%+v", byName["invoke"])
+	}
+	root = byName["invoke"][0]
+	if root.attrs["gen_ai.system"] != "anthropic" || root.attrs["gen_ai.agent.name"] != "writer" ||
+		root.attrs["gen_ai.request.model"] != "claude-x" {
+		t.Fatalf("根属性：%+v", root.attrs)
+	}
+	if len(byName["chat"]) != 2 {
+		t.Fatalf("chat span 数：%+v", byName["chat"])
+	}
+	for _, sp := range byName["chat"] {
+		if sp.name != "chat claude-x" {
+			t.Fatalf("chat span 名：%q", sp.name)
+		}
+		if sp.traceID != root.traceID || sp.parent != root.spanID {
+			t.Fatalf("关联断裂：trace=%q parent=%q 根=%q/%q", sp.traceID, sp.parent, root.traceID, root.spanID)
+		}
+		if sp.attrs["gen_ai.request.model"] != "claude-x" ||
+			sp.attrs["gen_ai.usage.input_tokens"] == "" || sp.attrs["gen_ai.usage.output_tokens"] == "" {
+			t.Fatalf("chat 属性/usage：%+v", sp.attrs)
+		}
+	}
+	if len(byName["tool"]) != 1 || byName["tool"][0].name != "execute_tool read_file" {
+		t.Fatalf("tool span：%+v", byName["tool"])
+	}
+	tool := byName["tool"][0]
+	if tool.attrs["gen_ai.tool.name"] != "read_file" || tool.traceID != root.traceID || tool.parent != root.spanID {
+		t.Fatalf("tool 属性/关联：%+v", tool)
+	}
+}

runtime/mcp/ask.go

@@ -0,0 +1,38 @@
+package mcp
+
+import "context"
+
+type askKey struct{}
+
+// WithAsk 把当前回合的 AskUser 放进上下文。MCP 返回 input_required 时使用它。
+func WithAsk(ctx context.Context, fn func(context.Context, string) (string, error)) context.Context {
+	return context.WithValue(ctx, askKey{}, fn)
+}
+
+func askFrom(ctx context.Context) func(context.Context, string) (string, error) {
+	if ctx == nil {
+		return nil
+	}
+	fn, _ := ctx.Value(askKey{}).(func(context.Context, string) (string, error))
+	return fn
+}
+
+// inputQuestion 提取需要用户输入的问题。两条路径：
+// 2026-07-28 协议级 resultType="input_required"（问题取文本块）；
+// 旧版服务端的内容块 input_required（向后兼容）。
+func inputQuestion(res callToolResult, negotiated string) (string, bool) {
+	if res.ResultType == "input_required" && SupportsResultType(negotiated) {
+		for _, blk := range res.Content {
+			if blk.Type == "text" && blk.Text != "" {
+				return blk.Text, true
+			}
+		}
+		return "", true
+	}
+	for _, blk := range res.Content {
+		if blk.Type == "input_required" {
+			return blk.Text, true
+		}
+	}
+	return "", false
+}

runtime/mcp/fakeserver.go

@@ -0,0 +1,178 @@
+package mcp
+
+// 本文件是跨测试二进制复用的最小 MCP fake server（stdio JSON-RPC）。
+// 测试以「自身可执行文件 + AGENT_NATIVE_TEST_MCP_STDIO=1」re-exec 方式拉起，
+// 供真实传输链路测试使用；非测试代码不得调用。
+
+import (
+	"bufio"
+	"encoding/json"
+	"os"
+	"time"
+)
+
+// RunFakeServer 在 stdin/stdout 上运行最小 MCP server（echo / boom / 未知方法），
+// 直到 stdin 关闭。测试二进制在 TestMain 的 re-exec 分支调用。
+func RunFakeServer() {
+	scanner := bufio.NewScanner(os.Stdin)
+	scanner.Buffer(make([]byte, 1<<20), 1<<20)
+	w := bufio.NewWriter(os.Stdout)
+	defer w.Flush()
+	for scanner.Scan() {
+		var req rpcRequest
+		if err := json.Unmarshal(scanner.Bytes(), &req); err != nil {
+			continue
+		}
+		if req.ID == 0 {
+			continue // 通知帧
+		}
+		resp := fakeServerHandle(req)
+		body, _ := json.Marshal(resp)
+		w.Write(body)
+		w.WriteByte('\n')
+		w.Flush()
+	}
+}
+
+func fakeServerHandle(req rpcRequest) rpcResponse {
+	respond := func(result any) rpcResponse {
+		raw, _ := json.Marshal(result)
+		return rpcResponse{JSONRPC: "2.0", ID: &req.ID, Result: raw}
+	}
+	fail := func(code int, msg string) rpcResponse {
+		return rpcResponse{JSONRPC: "2.0", ID: &req.ID, Error: &rpcError{Code: code, Message: msg}}
+	}
+	switch req.Method {
+	case "initialize":
+		// 协商：取(客户端请求, 自身上限)的较小者（ISO 日期字典序可比）；
+		// AGENT_NATIVE_TEST_MCP_VERSION 可压低上限以测回落路径。
+		own := ProtocolVersion
+		if v := os.Getenv("AGENT_NATIVE_TEST_MCP_VERSION"); v != "" {
+			own = v
+		}
+		negotiated := own
+		var p initializeParams
+		if req.Params != nil {
+			raw, _ := json.Marshal(req.Params)
+			_ = json.Unmarshal(raw, &p)
+			if p.ProtocolVersion != "" && p.ProtocolVersion < negotiated {
+				negotiated = p.ProtocolVersion
+			}
+		}
+		return respond(initializeResult{
+			ProtocolVersion: negotiated,
+			ServerInfo:      clientInfo{Name: "fake-mcp", Version: "0"},
+		})
+	case "tools/list":
+		return respond(toolsListResult{Tools: fakeServerTools()})
+	case "tools/call":
+		var p callToolParams
+		if req.Params != nil {
+			raw, _ := json.Marshal(req.Params)
+			_ = json.Unmarshal(raw, &p)
+		}
+		switch p.Name {
+		case "echo":
+			var args struct {
+				Text string `json:"text"`
+			}
+			_ = json.Unmarshal(p.Arguments, &args)
+			return respond(callToolResult{Content: []contentBlock{{Type: "text", Text: "echo: " + args.Text}}})
+		case "boom":
+			return respond(callToolResult{
+				Content: []contentBlock{{Type: "text", Text: "boom failed"}},
+				IsError: true,
+			})
+		case "slow":
+			time.Sleep(2 * time.Second)
+			return respond(callToolResult{Content: []contentBlock{{Type: "text", Text: "slow done"}}})
+		case "need_input":
+			// 2026-07-28 协议级 input_required：tasks/update 投递后重试得终结果。
+			if input, ok := fakeTaskInputs()["task-1"]; ok {
+				fakeTaskInputs()["task-1"] = ""
+				return respond(callToolResult{Content: []contentBlock{{Type: "text", Text: "答案已收到: " + input}}})
+			}
+			return respond(callToolResult{
+				Content:    []contentBlock{{Type: "text", Text: "要答案"}},
+				ResultType: "input_required",
+				TaskID:     "task-1",
+			})
+		case "legacy_ask":
+			return respond(callToolResult{Content: []contentBlock{{Type: "input_required", Text: "选一个颜色"}}})
+		default:
+			return fail(-32602, "unknown tool "+p.Name)
+		}
+	case "tasks/update":
+		var p struct {
+			TaskID string `json:"taskId"`
+			Input  string `json:"input"`
+		}
+		if req.Params != nil {
+			raw, _ := json.Marshal(req.Params)
+			_ = json.Unmarshal(raw, &p)
+		}
+		fakeTaskInputs()[p.TaskID] = p.Input
+		return respond(map[string]any{"ok": true})
+	case "tasks/get":
+		var p struct {
+			TaskID string `json:"taskId"`
+		}
+		if req.Params != nil {
+			raw, _ := json.Marshal(req.Params)
+			_ = json.Unmarshal(raw, &p)
+		}
+		return respond(taskResult{TaskID: p.TaskID, Status: "running"})
+	case "tasks/cancel":
+		var p struct {
+			TaskID string `json:"taskId"`
+		}
+		if req.Params != nil {
+			raw, _ := json.Marshal(req.Params)
+			_ = json.Unmarshal(raw, &p)
+		}
+		delete(fakeTaskInputs(), p.TaskID)
+		return respond(map[string]any{"ok": true})
+	default:
+		return fail(-32601, "method not found: "+req.Method)
+	}
+}
+
+// fakeTaskInputs 是 need_input 工具的任务输入存储（进程内）。
+func fakeTaskInputs() map[string]string {
+	return taskInputStore
+}
+
+var taskInputStore = map[string]string{}
+
+func fakeServerTools() []toolInfo {
+	return []toolInfo{
+		{
+			Name:        "echo",
+			Description: "Echo the text back",
+			InputSchema: json.RawMessage(`{"type":"object","required":["text"],"properties":{"text":{"type":"string"}}}`),
+		},
+		{
+			Name:        "boom",
+			Description: "Always fails",
+			InputSchema: json.RawMessage(`{"type":"object","properties":{}}`),
+		},
+		{
+			Name:        "slow",
+			Description: "Responds after a delay",
+			InputSchema: json.RawMessage(`{"type":"object","properties":{}}`),
+		},
+		{
+			Name:        "need_input",
+			Description: "Requires user input (2026-07-28 resultType)",
+			InputSchema: json.RawMessage(`{"type":"object","properties":{}}`),
+		},
+		{
+			Name:        "legacy_ask",
+			Description: "Requires user input (legacy content block)",
+			// 故意无 InputSchema：触发 manager 的合成默认 schema 路径。
+		},
+	}
+}
+
+// FakeServerEnv 是拉起 fake server 的环境变量名。
+const FakeServerEnv = "AGENT_NATIVE_TEST_MCP_STDIO"