docs(agent): add Task2/Task3 architecture and implementation artifacts

docs/bugs/2026-03-08-agent-tool-architecture.md

@@ -0,0 +1,323 @@
+# Agent 模块审查报告 - 工具架构
+
+**日期**: 2026-03-08
+**范围**: `backend/src/core/agent`
+**状态**: 待评估
+
+---
+
+## 🟡 MEDIUM - 工具架构问题
+
+### 1. 未使用 CrewAI 工具模块，工具硬编码
+
+**文件**: 
+- `application/run_service.py:406` - `_execute_backend_tool()`
+- `infrastructure/crewai/runtime.py` - 三阶段流程
+
+**问题**:
+
+当前 agent 只使用了 CrewAI 的 **agent/task 配置模板**（YAML），但**没有使用 CrewAI 的工具系统**：
+
+```
+已用到:
+├── agents.yaml (agent 角色定义)
+└── tasks.yaml (task 定义)
+
+未用到:
+├── @tool 装饰器
+├── BaseTool 类
+└── Tools 工具注册表
+```
+
+**当前实现**：
+```python
+# run_service.py:406
+async def _execute_backend_tool(self, *, tool_name, tool_args, ...):
+    if tool_name != "create_calendar_event":  # 硬编码判断
+        raise ValueError(f"unsupported backend tool: {tool_name}")
+    # 手动执行工具...
+```
+
+**影响**:
+1. 每新增一个工具需要修改 `_execute_backend_tool()` 代码
+2. 无法利用 CrewAI 的工具选择、执行结果处理等能力
+3. 与 CrewAI 集成度低，无法发挥框架优势
+4. 无法将工具描述等prompt信息自动注入agent中
+
+---
+
+## 🟡 MEDIUM - 工具结果存储问题
+
+### 2. 工具结果存储到对象存储的功能未启用
+
+**文件**: 
+- `application/session_state_persistence.py:52` - `persist_tool_result_payload()`
+- `models/agent_chat_message.py` - messages 表
+
+**问题**:
+
+已定义 `persist_tool_result_payload()` 函数，可将工具结果上传到对象存储（MinIO/Supabase Storage），但**该函数未被调用**。
+
+当前实现：
+- 工具结果直接存在数据库 `messages.content` 字段
+- `metadata_json` 中定义了 `storage_bucket`, `storage_path` 等字段，但都是 `None`
+
+```python
+# message_metadata.py:17-27
+class MessageMetadataToolResult(BaseModel):
+    storage_bucket: str | None = None  # 当前未使用
+    storage_path: str | None = None     # 当前未使用
+    payload_sha256: str | None = None  # 当前未使用
+```
+
+**影响**:
+1. 工具结果（尤其是 UI 组件等大数据）存在数据库，增加 DB 负担
+2. 已定义的存储接口未被使用，代码冗余
+3. 无法利用对象存储的 CDN 加速和带宽优势
+
+---
+
+## 🟡 MEDIUM - 工具输出格式问题
+
+### 3. 工具输出不是 UI Schema，前端无法直接渲染
+
+**文件**: 
+- `application/run_service.py:456-479` - `_execute_backend_tool()`
+
+**问题**:
+
+当前 `create_calendar_event` 工具返回的是**非结构化文本**，不是前端可渲染的 UI Schema：
+
+```python
+# run_service.py:456-479
+event_id = str(schedule_item.id)
+ui_card = {
+    "type": "calendar_card.v1",
+    "version": "v1",
+    "data": {...}
+    "actions": [...]
+}
+# ui_card 构建了但没有作为 tool result 返回
+return {"status": "ok", "event_id": event_id}  # 只返回了简单结构
+```
+
+**当前输出**：
+```json
+{
+  "status": "ok",
+  "event_id": "xxx"
+}
+```
+
+**期望输出**（UI Schema）：
+```json
+{
+  "type": "calendar_card.v1",
+  "version": "v1",
+  "data": {
+    "id": "xxx",
+    "title": "会议",
+    "startAt": "2026-03-08T15:00:00Z",
+    ...
+  },
+  "actions": [
+    {"type": "link", "label": "查看详情", "target": "/calendar/events/xxx"}
+  ]
+}
+```
+
+**影响**:
+1. 前端无法直接渲染丰富的 UI 组件
+2. 需要前端手动解析文本再渲染，增加前端工作量
+3. 无法利用 AG-UI 协议的 `ui_schema` 能力
+
+---
+
+## 🟡 MEDIUM - 阶段配置问题
+
+### 4. 三阶段流程参数硬编码，无法为每个阶段配置不同策略
+
+**文件**: 
+- `infrastructure/crewai/runtime.py:190-277` - `CrewAIRuntime.execute()`
+
+**问题**:
+
+当前三阶段流程（intent → execution → organization）是硬编码在 `run_agent_task()` 中的，无法为每个阶段配置不同的参数，如每个阶段可以使用的工具：
+
+```python
+# runtime.py:203-277
+# intent 阶段
+intent_text, intent_usage = _run_stage(
+    litellm_model=litellm_model,
+    api_key=...,
+    llm_config=self._llm_config,  # 同一套配置
+    stage="intent",
+    ...
+)
+
+# execution 阶段（如果有）
+execution_text, execution_usage = _run_stage(
+    litellm_model=litellm_model,
+    api_key=...,
+    llm_config=self._llm_config,  # 同一套配置
+    stage="execution",
+    ...
+)
+
+# organization 阶段
+organization_text, organization_usage = _run_stage(
+    litellm_model=litellm_model,
+    api_key=...,
+    llm_config=self._llm_config,  # 同一套配置
+    stage="organization",
+    ...
+)
+```
+
+**当前限制**：
+1. 无法为 intent 阶段设置只读 LLM（不允许工具调用）
+
+
+**影响**:
+1. 无法精细控制每个阶段的 LLM 行为
+2. 意图识别阶段可能误触发工具调用
+3. 增加不必要的 LLM 调用成本
+4. 降低了架构的灵活性
+
+---
+
+## 🔴 HIGH - Agent Loop 断裂问题
+
+### 5. 工具审批后未继续 Agent Loop
+
+**文件**: 
+- `application/resume_service.py:121-158`
+
+**问题**:
+
+前端审批工具调用后，后端返回 tool result，但**没有继续执行 agent loop**，直接标记 session 为 COMPLETED 结束。
+
+当前流程：
+```python
+# resume_service.py:121-127
+snapshot = self._state_persistence.build_completed_snapshot()
+await session_repository.update_runtime_state(
+    chat_session=chat_session,
+    status=AgentChatSessionStatus.COMPLETED,  # 直接完成
+    state_snapshot=snapshot,
+    ...
+)
+```
+
+缺失的流程：
+```
+1. 接收 tool result
+2. 将 tool result 作为 message 存入上下文
+3. 再次调用 LLM（带 tool result）
+4. 生成最终回复
+5. 标记为 COMPLETED
+```
+
+**影响**:
+1. 用户审批工具后，agent 不会继续生成回复
+2. 整个 agent loop 在工具审批后断裂
+3. 用户体验不完整
+
+---
+
+## 🔴 HIGH - 对话历史和用户上下文架构错误
+
+### 6. 对话历史由前端维护，违反后端架构设计
+
+**文件**: 
+- `application/run_service.py:89-124`
+- `domain/agui_input.py`
+
+**问题**:
+
+当前架构中，**对话历史完全由前端维护并传递**：
+
+```
+前端 → GET /runs/{thread_id}/history → 后端返回历史 messages
+前端 → POST /runs/{thread_id}/run → 前端把 history 放入 run_input.messages 传给后端
+后端 → 只读取 run_input 中的最新 user_input，不读取数据库历史
+```
+
+代码证据 (`run_service.py:89-124`)：
+```python
+async def run(self, *, run_input: RunAgentInput):
+    user_input = extract_latest_user_text(run_input)  # 只取最新用户消息
+    
+    runtime_result = await asyncio.to_thread(
+        runtime.execute,
+        user_input=user_input,  # 只传最新输入
+        system_prompt=system_prompt,
+    )
+```
+
+**影响**:
+1. **高危安全风险**：前端可以篡改对话历史，伪造上下文
+2. **架构违反**：用户上下文和对话历史都应该由后端维护
+3. **数据不一致**：前端可能遗漏或错误处理历史消息
+4. **无法支持多端同步**：不同前端设备看到的历史可能不同
+5. **Token 浪费**：每次请求都要传递完整历史，增加请求体积
+6. 原来的计划文档写清楚了，后端通过redis来缓存对话历史，并结合数据库读取的回退策略
+
+---
+
+## 🟡 MEDIUM - 多模态输入支持问题
+
+### 7. 不支持图片等多模态输入
+
+**文件**: 
+- `domain/agui_input.py:64-86` - `extract_latest_user_text()`
+- `infrastructure/crewai/runtime.py:121-136` - `_run_stage()`
+- `infrastructure/litellm/client.py`
+
+**问题**:
+
+当前架构**只支持纯文本输入**，图片等多模态内容被丢弃：
+
+代码证据 (`agui_input.py:64-86`)：
+```python
+def extract_latest_user_text(run_input: RunAgentInput) -> str:
+    if isinstance(content, list):
+        for item in content:
+            if getattr(item, "type", None) != "text":
+                continue  # ❌ 跳过非 text 类型（图片被丢弃）
+```
+
+代码证据 (`runtime.py:125`)：
+```python
+messages.append({"role": "user", "content": user_content})  # 只传 str
+```
+
+**影响**:
+1. 用户无法发送图片进行多模态交互
+2. 浪费多模态 LLM 能力
+3. 无法实现"上传图片让 AI 分析"等场景
+
+---
+
+## 🟡 MEDIUM - 缺失语音识别 (ASR) 功能
+
+### 8. 未实现 fun-asr-realtime 语音识别 API 相关路由
+
+**文件**: 
+- 无（功能缺失）
+
+**问题**:
+
+后端**未实现语音识别功能**，无法处理前端传入的音频数据：
+
+当前状态：
+- `dashscope` 只用于 LLM（qwen3.5-flash 等）
+- 没有任何 fun-asr、ASR、audio、transcribe 相关代码
+- v1 路由中无语音/音频相关 API
+
+**影响**:
+1. 用户无法发送语音消息
+2. 无法实现实时语音对话场景
+3. 需要前端自行完成 ASR，增大前端负担
+
+---

docs/plans/2026-03-08-agent-tool-architecture-design.md

@@ -0,0 +1,207 @@
+# Agent Tool Architecture Design
+
+**Date:** 2026-03-08
+**Source:** `docs/bugs/2026-03-08-agent-tool-architecture.md`
+**Scope:** `backend/src/core/agent`
+**Status:** Approved for planning
+
+---
+
+## 1. Objective
+
+修复 Agent 工具架构相关 8 个问题，优先恢复端到端闭环能力（工具审批后继续推理并产出最终回复），并在同版本内补齐工具输出结构化、存储分层、阶段策略解耦、多模态与语音输入能力。
+
+---
+
+## 2. Deliverables
+
+1. 两阶段修复蓝图（Phase 1 + Phase 2）
+2. 统一事件与状态机设计（AG-UI Step 事件 + 审批恢复）
+3. 接口边界与职责重划分（run/resume/runtime/persistence）
+4. 风险与回滚策略
+5. 验收标准（双金路径）
+
+---
+
+## 3. Constraints And Decisions
+
+### 3.1 Release Strategy
+
+- 一次性切换
+- 不做灰度
+- 不做双轨
+- 不留兼容代码
+
+### 3.2 Contract Decisions
+
+- `run` 接口允许破坏性变更：移除前端传完整历史 `messages` 的语义
+- 前端只传本次输入，历史以后端为准
+- Phase 1 不引入 client hint
+- 工具架构在 Phase 1 完整迁移至 CrewAI Tools（非桥接）
+
+### 3.3 AG-UI Event Decisions
+
+- 三阶段固定发 `StepStarted/StepFinished`：`intent`, `execution`, `organization`
+- 等待工具审批不单独新增 step，归属 execution 内部状态
+- 后端只发英文机器名，前端自行文案化
+
+### 3.4 ASR / Multimodal Decisions
+
+- 多模态首版只支持文件上传（不支持 URL）
+- ASR 首版为“录音结束后上传音频 -> 后端同步返回 transcript”
+- 前端将 transcript 回填输入框，再调用 run
+
+---
+
+## 4. Complexity And Risk
+
+- **Complexity:** S2（跨多个核心模块的架构调整）
+- **Risk Tier:** L2（包含高危安全项：前端可篡改历史）
+
+风险驱动原则：先修复闭环与安全问题，再扩展能力面。
+
+---
+
+## 5. Phased Plan
+
+## Phase 1 - Close Loop And Stop Security Bleeding
+
+**Bugs:** #1, #5, #6
+
+### Goals
+
+1. 后端成为历史与上下文唯一事实源
+2. 工具审批后恢复并继续 Agent Loop
+3. 工具执行完整迁移到 CrewAI Tools 注册体系
+
+### Module Boundaries
+
+- `backend/src/core/agent/application/run_service.py`
+  - 仅负责本次输入解析、后端上下文组装、触发 runtime
+  - 移除前端历史信任路径
+  - 移除硬编码工具分发
+
+- `backend/src/core/agent/application/resume_service.py`
+  - 审批确认后触发异步续跑，立即返回 `accepted`
+  - 不可在工具执行后直接置 `COMPLETED`
+  - 增加 `approval_request_id` 幂等保护
+
+- `backend/src/core/agent/infrastructure/crewai/runtime.py`
+  - 引入 CrewAI Tools 注册与注入
+  - 按 agent/stage 装配工具集
+  - 三阶段统一发 Step start/end 事件
+
+- `backend/src/core/agent/application/session_state_persistence.py`
+  - 保障审批状态、工具结果、续跑状态一致性落库
+  - 为 Phase 2 元数据扩展保留一致接口
+
+### Runtime Flow (Phase 1)
+
+1. `run` 接收本次输入
+2. 后端读取 Redis/DB 重建历史
+3. 进入 intent/execution/organization 三阶段
+4. execution 中若触发工具审批：进入 `WAITING_APPROVAL`
+5. 前端审批后调用 `resume`
+6. `resume` 异步触发续跑：执行工具 -> 写 tool result -> 继续 loop
+7. 生成最终 assistant 回复并 `RunFinished`
+
+---
+
+## Phase 2 - Capability Completion In Same Version
+
+**Order:** #3 -> #2 -> #4 -> #7 -> #8
+
+### #3 Tool Output As UI Schema v1
+
+- 统一工具输出结构：`type/version/data/actions`
+- 单一版本 `v1`，短期不做多版本并行
+
+### #2 Tool Result Object Storage
+
+- 大 payload 存对象存储
+- DB 仅存摘要、索引、校验信息
+- 启用 `storage_bucket/storage_path/payload_sha256`
+
+### #4 Stage-Level Strategy Decoupling
+
+- intent/execution/organization 支持独立参数与工具策略
+- intent 阶段可配置为只读（禁工具）
+
+### #7 Multimodal Input
+
+- 首版支持图片文件上传输入
+- 不再丢弃非 text 内容
+
+### #8 ASR API
+
+- 新增语音转写 API（同步返回 transcript）
+- 语音转写与 agent run 解耦
+
+---
+
+## 6. Session State And Events
+
+推荐状态机：
+
+`RUNNING -> WAITING_APPROVAL -> RESUMING -> RUNNING -> COMPLETED/FAILED`
+
+关键约束：
+
+- 重复审批请求不得重复执行工具（幂等）
+- `COMPLETED` 仅在 loop 自然结束时设置
+- Step 事件覆盖三阶段完整生命周期
+
+---
+
+## 7. Acceptance Criteria
+
+## 7.1 Golden Path A (No Tool)
+
+用户输入后，完整经历三阶段并产出最终回复；前端收到完整 step 事件与 `RunFinished`。
+
+## 7.2 Golden Path B (Tool + Approval + Resume)
+
+用户触发工具调用，审批后系统异步续跑并最终产出 assistant 回复；会话不在审批后直接结束。
+
+## 7.3 Security Validation
+
+前端即使提交伪造历史字段，也不会影响后端实际上下文。
+
+## 7.4 Event Validation
+
+每轮 run 必须包含 `intent/execution/organization` 的 `StepStarted/StepFinished`。
+
+---
+
+## 8. Risk And Rollback
+
+### High Risk: #6 Context Ownership Migration
+
+- 风险：上下文错绑、历史缺失
+- 控制：会话归属校验 + Redis/DB 一致性读取
+- 回滚：可退到“后端 DB-only 历史重建”
+
+### High Risk: #5 Async Resume Consistency
+
+- 风险：重复审批、状态卡死
+- 控制：审批幂等键 + 状态跃迁约束 + 超时终态
+- 回滚：降级为“仅返回工具结果，不自动续跑”
+
+### Medium Risk: #2 Storage Split Consistency
+
+- 风险：对象存储与 DB 元数据不一致
+- 控制：先对象后元数据 + 失败补偿清理
+- 回滚：临时退回 DB 内联存储
+
+---
+
+## 9. Bug-To-Phase Mapping
+
+- **Phase 1:** #1, #5, #6
+- **Phase 2:** #2, #3, #4, #7, #8
+
+---
+
+## 10. Next Step
+
+进入 implementation planning：将本设计拆解为任务级可执行计划（文件、测试、命令、验收证据）。

docs/plans/2026-03-08-agent-tool-architecture-implementation-plan.md

@@ -0,0 +1,447 @@
+# Agent Tool Architecture Implementation Plan
+
+> **For Claude:** REQUIRED SUB-SKILL: Use superpowers:executing-plans to implement this plan task-by-task.
+
+**Goal:** 修复 agent 工具架构 8 个问题，先恢复端到端闭环与安全正确性，再补齐 UI Schema、对象存储、阶段解耦、多模态与 ASR。
+
+**Architecture:** 采用两阶段落地。Phase 1 先完成后端上下文主控、CrewAI Tools 完整迁移、审批后异步续跑闭环；Phase 2 按 `#3 -> #2 -> #4 -> #7 -> #8` 逐项扩展能力。所有变更遵循 AG-UI 事件流语义，三阶段固定发送 StepStarted/StepFinished。
+
+**Tech Stack:** FastAPI, Pydantic, CrewAI, LiteLLM, Redis, Postgres, MinIO/Supabase Storage, pytest
+
+---
+
+### Task 1: 锁定 Phase 1 契约（移除前端历史语义）
+
+**Files:**
+- Modify: `backend/src/core/agent/domain/agui_input.py`
+- Modify: `backend/src/core/agent/application/run_service.py`
+- Modify: `backend/src/v1/agent/schemas.py`
+- Test: `backend/tests/unit/core/agent/test_run_resume_service.py`
+
+**Step 1: Write the failing test**
+
+```python
+def test_run_ignores_client_history_messages(fake_run_input_with_messages):
+    result = service.run(run_input=fake_run_input_with_messages)
+    assert result.used_context_source == "backend"
+```
+
+**Step 2: Run test to verify it fails**
+
+Run: `cd backend && uv run pytest tests/unit/core/agent/test_run_resume_service.py -k ignores_client_history -v`
+Expected: FAIL，当前实现仍读取/依赖前端 history。
+
+**Step 3: Write minimal implementation**
+
+```python
+# run_service.py
+user_input = extract_latest_user_text(run_input)
+history = await load_context_from_backend_sources(session_id)
+```
+
+**Step 4: Run test to verify it passes**
+
+Run: `cd backend && uv run pytest tests/unit/core/agent/test_run_resume_service.py -k ignores_client_history -v`
+Expected: PASS
+
+**Step 5: Commit**
+
+```bash
+git add backend/src/core/agent/domain/agui_input.py backend/src/core/agent/application/run_service.py backend/src/v1/agent/schemas.py backend/tests/unit/core/agent/test_run_resume_service.py
+git commit -m "refactor(agent): make backend own conversation context"
+```
+
+### Task 2: CrewAI Tools 完整迁移（替换硬编码分发）
+
+**Files:**
+- Create: `backend/src/core/agent/infrastructure/crewai/tools_registry.py`
+- Create: `backend/src/core/agent/infrastructure/crewai/tools/create_calendar_event_tool.py`
+- Modify: `backend/src/core/agent/infrastructure/crewai/runtime.py`
+- Modify: `backend/src/core/agent/application/run_service.py`
+- Test: `backend/tests/unit/core/agent/test_crewai_runtime.py`
+
+**Step 1: Write the failing test**
+
+```python
+def test_runtime_uses_registered_crewai_tools():
+    runtime = build_runtime_with_registry(["create_calendar_event"])
+    result = runtime.execute(user_input="帮我创建日历事件", system_prompt="x")
+    assert result.tool_calls[0].tool_name == "create_calendar_event"
+```
+
+**Step 2: Run test to verify it fails**
+
+Run: `cd backend && uv run pytest tests/unit/core/agent/test_crewai_runtime.py -k registered_crewai_tools -v`
+Expected: FAIL，当前路径仍是 run_service 硬编码。
+
+**Step 3: Write minimal implementation**
+
+```python
+# tools_registry.py
+TOOLS = {"create_calendar_event": CreateCalendarEventTool()}
+
+def tools_for_stage(stage: str) -> list[BaseTool]:
+    return STAGE_TOOL_MAP.get(stage, [])
+```
+
+**Step 4: Run test to verify it passes**
+
+Run: `cd backend && uv run pytest tests/unit/core/agent/test_crewai_runtime.py -k registered_crewai_tools -v`
+Expected: PASS
+
+**Step 5: Commit**
+
+```bash
+git add backend/src/core/agent/infrastructure/crewai/tools_registry.py backend/src/core/agent/infrastructure/crewai/tools/create_calendar_event_tool.py backend/src/core/agent/infrastructure/crewai/runtime.py backend/src/core/agent/application/run_service.py backend/tests/unit/core/agent/test_crewai_runtime.py
+git commit -m "feat(agent): migrate backend tools to crewai tool registry"
+```
+
+### Task 3: 修复审批后异步续跑闭环（#5）
+
+**Files:**
+- Modify: `backend/src/core/agent/application/resume_service.py`
+- Modify: `backend/src/core/agent/infrastructure/queue/tasks.py`
+- Modify: `backend/src/core/agent/application/session_state_persistence.py`
+- Test: `backend/tests/integration/core/agent/test_queue_run_resume.py`
+
+**Step 1: Write the failing test**
+
+```python
+def test_resume_triggers_async_loop_until_final_assistant_message(client):
+    response = client.post("/v1/agent/runs/{id}/resume", json={"approve": True})
+    assert response.status_code == 202
+    assert eventually_has_final_assistant_message(id)
+```
+
+**Step 2: Run test to verify it fails**
+
+Run: `cd backend && uv run pytest tests/integration/core/agent/test_queue_run_resume.py -k triggers_async_loop -v`
+Expected: FAIL，当前审批后直接完成。
+
+**Step 3: Write minimal implementation**
+
+```python
+# resume_service.py
+await mark_session_resuming(...)
+await enqueue_resume_task(...)
+return ResumeAccepted(...)
+```
+
+**Step 4: Run test to verify it passes**
+
+Run: `cd backend && uv run pytest tests/integration/core/agent/test_queue_run_resume.py -k triggers_async_loop -v`
+Expected: PASS
+
+**Step 5: Commit**
+
+```bash
+git add backend/src/core/agent/application/resume_service.py backend/src/core/agent/infrastructure/queue/tasks.py backend/src/core/agent/application/session_state_persistence.py backend/tests/integration/core/agent/test_queue_run_resume.py
+git commit -m "fix(agent): continue agent loop asynchronously after tool approval"
+```
+
+### Task 4: 三阶段 Step 事件完整化（intent/execution/organization）
+
+**Files:**
+- Modify: `backend/src/core/agent/infrastructure/crewai/runtime.py`
+- Modify: `backend/src/core/agent/infrastructure/agui/bridge.py`
+- Test: `backend/tests/unit/core/agent/test_agui_bridge.py`
+- Test: `backend/tests/integration/v1/agent/test_sse_flow_live.py`
+
+**Step 1: Write the failing test**
+
+```python
+def test_each_stage_emits_step_started_and_finished():
+    events = collect_events_from_run(...)
+    assert has_step_pair(events, "intent")
+    assert has_step_pair(events, "execution")
+    assert has_step_pair(events, "organization")
+```
+
+**Step 2: Run test to verify it fails**
+
+Run: `cd backend && uv run pytest tests/integration/v1/agent/test_sse_flow_live.py -k emits_step_started_and_finished -v`
+Expected: FAIL，至少一个阶段事件缺失。
+
+**Step 3: Write minimal implementation**
+
+```python
+emit_step_started(stage)
+stage_output = run_stage(stage)
+emit_step_finished(stage)
+```
+
+**Step 4: Run test to verify it passes**
+
+Run: `cd backend && uv run pytest tests/integration/v1/agent/test_sse_flow_live.py -k emits_step_started_and_finished -v`
+Expected: PASS
+
+**Step 5: Commit**
+
+```bash
+git add backend/src/core/agent/infrastructure/crewai/runtime.py backend/src/core/agent/infrastructure/agui/bridge.py backend/tests/unit/core/agent/test_agui_bridge.py backend/tests/integration/v1/agent/test_sse_flow_live.py
+git commit -m "feat(agent): emit ag-ui step events for three-stage flow"
+```
+
+### Task 5: 工具输出统一为 UI Schema v1（#3）
+
+**Files:**
+- Modify: `backend/src/core/agent/infrastructure/crewai/tools/create_calendar_event_tool.py`
+- Modify: `backend/src/core/agent/domain/message_metadata.py`
+- Test: `backend/tests/unit/core/agent/test_run_resume_service.py`
+
+**Step 1: Write the failing test**
+
+```python
+def test_calendar_tool_returns_ui_schema_v1():
+    result = run_calendar_tool(...)
+    assert result["type"] == "calendar_card.v1"
+    assert result["version"] == "v1"
+```
+
+**Step 2: Run test to verify it fails**
+
+Run: `cd backend && uv run pytest tests/unit/core/agent/test_run_resume_service.py -k returns_ui_schema_v1 -v`
+Expected: FAIL，当前返回简单 status/event_id。
+
+**Step 3: Write minimal implementation**
+
+```python
+return {
+    "type": "calendar_card.v1",
+    "version": "v1",
+    "data": {...},
+    "actions": [...],
+}
+```
+
+**Step 4: Run test to verify it passes**
+
+Run: `cd backend && uv run pytest tests/unit/core/agent/test_run_resume_service.py -k returns_ui_schema_v1 -v`
+Expected: PASS
+
+**Step 5: Commit**
+
+```bash
+git add backend/src/core/agent/infrastructure/crewai/tools/create_calendar_event_tool.py backend/src/core/agent/domain/message_metadata.py backend/tests/unit/core/agent/test_run_resume_service.py
+git commit -m "feat(agent): return tool results as ui schema v1"
+```
+
+### Task 6: 工具结果对象存储（#2）
+
+**Files:**
+- Modify: `backend/src/core/agent/application/session_state_persistence.py`
+- Modify: `backend/src/core/agent/domain/message_metadata.py`
+- Test: `backend/tests/integration/core/agent/test_session_message_persistence.py`
+
+**Step 1: Write the failing test**
+
+```python
+def test_large_tool_payload_persisted_to_object_storage():
+    meta = persist_large_tool_result(...)
+    assert meta.storage_bucket is not None
+    assert meta.storage_path is not None
+```
+
+**Step 2: Run test to verify it fails**
+
+Run: `cd backend && uv run pytest tests/integration/core/agent/test_session_message_persistence.py -k object_storage -v`
+Expected: FAIL，当前 metadata 为空。
+
+**Step 3: Write minimal implementation**
+
+```python
+payload_ref = await persist_tool_result_payload(...)
+metadata.storage_bucket = payload_ref.bucket
+metadata.storage_path = payload_ref.path
+metadata.payload_sha256 = payload_ref.sha256
+```
+
+**Step 4: Run test to verify it passes**
+
+Run: `cd backend && uv run pytest tests/integration/core/agent/test_session_message_persistence.py -k object_storage -v`
+Expected: PASS
+
+**Step 5: Commit**
+
+```bash
+git add backend/src/core/agent/application/session_state_persistence.py backend/src/core/agent/domain/message_metadata.py backend/tests/integration/core/agent/test_session_message_persistence.py
+git commit -m "feat(agent): persist large tool results to object storage"
+```
+
+### Task 7: 三阶段参数解耦（#4）
+
+**Files:**
+- Modify: `backend/src/core/agent/infrastructure/crewai/runtime.py`
+- Modify: `backend/src/core/agent/infrastructure/config/resolver.py`
+- Test: `backend/tests/unit/core/agent/test_config_resolver.py`
+- Test: `backend/tests/unit/core/agent/test_crewai_runtime.py`
+
+**Step 1: Write the failing test**
+
+```python
+def test_intent_stage_can_disable_tools():
+    cfg = load_stage_config(intent_tools=[])
+    result = run_intent_stage(cfg)
+    assert result.tool_calls == []
+```
+
+**Step 2: Run test to verify it fails**
+
+Run: `cd backend && uv run pytest tests/unit/core/agent/test_crewai_runtime.py -k intent_stage_can_disable_tools -v`
+Expected: FAIL，当前三阶段共享同一 llm/tools 配置。
+
+**Step 3: Write minimal implementation**
+
+```python
+stage_cfg = config.for_stage(stage)
+run_stage(..., llm_config=stage_cfg.llm, tools=stage_cfg.tools)
+```
+
+**Step 4: Run test to verify it passes**
+
+Run: `cd backend && uv run pytest tests/unit/core/agent/test_crewai_runtime.py -k intent_stage_can_disable_tools -v`
+Expected: PASS
+
+**Step 5: Commit**
+
+```bash
+git add backend/src/core/agent/infrastructure/crewai/runtime.py backend/src/core/agent/infrastructure/config/resolver.py backend/tests/unit/core/agent/test_config_resolver.py backend/tests/unit/core/agent/test_crewai_runtime.py
+git commit -m "refactor(agent): decouple llm and tool strategy by stage"
+```
+
+### Task 8: 多模态图片输入（文件上传）支持（#7）
+
+**Files:**
+- Modify: `backend/src/core/agent/domain/agui_input.py`
+- Modify: `backend/src/core/agent/infrastructure/crewai/runtime.py`
+- Modify: `backend/src/core/agent/infrastructure/litellm/client.py`
+- Test: `backend/tests/unit/core/agent/test_litellm_client.py`
+
+**Step 1: Write the failing test**
+
+```python
+def test_image_content_block_is_preserved_for_llm():
+    payload = build_multimodal_payload(text="分析图片", image_file="a.png")
+    assert payload_contains_image_block(payload)
+```
+
+**Step 2: Run test to verify it fails**
+
+Run: `cd backend && uv run pytest tests/unit/core/agent/test_litellm_client.py -k image_content_block_is_preserved -v`
+Expected: FAIL，当前非 text 被丢弃。
+
+**Step 3: Write minimal implementation**
+
+```python
+if item.type == "image":
+    blocks.append({"type": "image_url", "image_url": {"url": signed_file_url}})
+```
+
+**Step 4: Run test to verify it passes**
+
+Run: `cd backend && uv run pytest tests/unit/core/agent/test_litellm_client.py -k image_content_block_is_preserved -v`
+Expected: PASS
+
+**Step 5: Commit**
+
+```bash
+git add backend/src/core/agent/domain/agui_input.py backend/src/core/agent/infrastructure/crewai/runtime.py backend/src/core/agent/infrastructure/litellm/client.py backend/tests/unit/core/agent/test_litellm_client.py
+git commit -m "feat(agent): support multimodal image input blocks"
+```
+
+### Task 9: 新增 ASR 同步转写 API（#8）
+
+**Files:**
+- Create: `backend/src/v1/agent/asr_router.py`
+- Modify: `backend/src/v1/agent/router.py`
+- Create: `backend/src/v1/agent/asr_service.py`
+- Create: `backend/src/v1/agent/asr_schemas.py`
+- Test: `backend/tests/integration/v1/agent/test_routes.py`
+
+**Step 1: Write the failing test**
+
+```python
+def test_asr_transcribe_returns_sync_transcript(client, wav_file):
+    resp = client.post("/v1/agent/asr/transcribe", files={"audio": wav_file})
+    assert resp.status_code == 200
+    assert resp.json()["transcript"]
+```
+
+**Step 2: Run test to verify it fails**
+
+Run: `cd backend && uv run pytest tests/integration/v1/agent/test_routes.py -k asr_transcribe_returns_sync_transcript -v`
+Expected: FAIL，当前无路由。
+
+**Step 3: Write minimal implementation**
+
+```python
+@router.post("/asr/transcribe")
+async def transcribe(audio: UploadFile) -> AsrTranscribeResponse:
+    text = await asr_service.transcribe(audio)
+    return AsrTranscribeResponse(transcript=text)
+```
+
+**Step 4: Run test to verify it passes**
+
+Run: `cd backend && uv run pytest tests/integration/v1/agent/test_routes.py -k asr_transcribe_returns_sync_transcript -v`
+Expected: PASS
+
+**Step 5: Commit**
+
+```bash
+git add backend/src/v1/agent/asr_router.py backend/src/v1/agent/router.py backend/src/v1/agent/asr_service.py backend/src/v1/agent/asr_schemas.py backend/tests/integration/v1/agent/test_routes.py
+git commit -m "feat(agent): add synchronous asr transcription endpoint"
+```
+
+### Task 10: 全量验证与文档对齐
+
+**Files:**
+- Modify: `docs/runtime/runtime-route.md`
+- Modify: `docs/bugs/2026-03-08-agent-tool-architecture.md` (状态回填)
+
+**Step 1: Run targeted unit suite**
+
+Run: `cd backend && uv run pytest tests/unit/core/agent -v`
+Expected: PASS
+
+**Step 2: Run targeted integration suite**
+
+Run: `cd backend && uv run pytest tests/integration/core/agent tests/integration/v1/agent -v`
+Expected: PASS
+
+**Step 3: Run e2e smoke for agent flow**
+
+Run: `cd backend && uv run pytest tests/e2e -k "agent or mobile_health" -v`
+Expected: PASS 或明确记录跳过原因
+
+**Step 4: Run quality gates**
+
+Run: `cd backend && uv run ruff check src tests && uv run basedpyright`
+Expected: PASS
+
+**Step 5: Final commit**
+
+```bash
+git add docs/runtime/runtime-route.md docs/bugs/2026-03-08-agent-tool-architecture.md
+git commit -m "docs(agent): align runtime docs with new tool architecture"
+```
+
+---
+
+## Verification Evidence Requirements
+
+实施完成时必须输出：
+
+1. 双金路径验证结果（无工具 + 工具审批后续跑）
+2. 三阶段 StepStarted/StepFinished 事件日志片段
+3. 安全验证结果（前端 history 篡改无效）
+4. ASR 同步转写接口请求/响应样例
+5. 关键命令输出摘要（pytest/ruff/basedpyright）
+
+---
+
+## Notes
+
+- 本计划不包含兼容逻辑保留。
+- 本计划采用一次性切换。
+- 若实施中出现 S2 -> S3 范围升级，先暂停并更新计划，再继续执行。