Docker 容器化部署
- 提供 Mode A (Alpine musl, ~23MB) 和 Mode B (Distroless glibc, ~87MB)
两种镜像,Docker Compose 一键启动
- build.rs 支持 SKIP_DASHBOARD_BUILD 跳过前端构建
- 国内镜像加速 (npm/apt/apk) 通过 USE_MIRRORS build-arg 控制
安全:Cookie-Based 鉴权系统
- HttpOnly/SameSite=Strict Cookie 会话管理(24h 过期自动清理)
- 登录/登出/验证接口 + 中间件注入
- 前端登录页面 + 退出按钮
- 三层 CORS:localhost 鉴权 / 全放通 bookmarklet / 受保护路由
- 书签脚本 fetch 添加 credentials:'include'
Coordinator 模式 (P2)
- 4 个 meta-tool (delegate_task/check_task/task_stop/synthesize)
- WorkerPool + Semaphore 并发控制 + 超时保护
- 前端协调者模式开关
Hook 系统:UserPromptSubmit 事件 (P2)
- 第 13 个生命周期事件,fire-and-forget 审计
FTS5 全文搜索 (P3)
- agent_sessions_fts + agent_messages_fts 虚拟表
- search_history Agent 工具 + /api/search/history HTTP 接口
- 前端防抖搜索框 + 仅当前会话筛选
工具加载优化 (P3)
- defer_loading 延迟加载 (7 个重型工具)
- is_readonly 只读标记 (9 个查询工具)
- classifier_summary 工具目录供 LLM 按需判断
模型回退策略 (P3)
- LLM_FALLBACK_MODEL 优先回退 + LLM_FALLBACK_CHAIN 链式轮换
- LlmClient model 改为 Arc<RwLock> 支持运行时切换
- 连续 3 次过载后自动切换
压缩记忆桥接 (P3)
- 压缩丢弃消息 → 子代理提取持久记忆 (extract_memories_from_compaction)
git2 依赖修复
- 切换到 vendored-libgit2,消除 OpenSSL 系统依赖
208 lines
7.1 KiB
Markdown
208 lines
7.1 KiB
Markdown
# Agent 架构概览
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AstroResearch 内置了一个基于 **ReAct** (Thought → Action → Observation) 范式的科研智能体引擎 (`src/agent/`),参考 Claude Code 的分层设计。以下对各子系统的架构、数据流和内部逻辑进行完整说明。
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### 整体架构
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```mermaid
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graph TD
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subgraph API["API 层"]
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SSE["SSE /api/chat/agent"]
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Sessions["Session CRUD"]
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Metrics["GET /api/chat/metrics"]
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Audit["GET /api/chat/sessions/:id/audit"]
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AskUser["问答 /api/chat/questions + /api/chat/answer"]
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end
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subgraph Runtime["AgentRuntime — ReAct 引擎"]
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RunTurn["run_turn() 主入口"]
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SP["SystemPrompt 组装器"]
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CtxBuild["Context Builder 上下文构建"]
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ReAct["ReAct 主循环"]
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Streaming["streaming.rs 流式处理"]
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Executor["executor.rs 并行执行"]
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Finalize["finalize.rs 会话收尾"]
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TokenBudget["token_budget.rs"]
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CircuitBreaker["circuit_breaker.rs"]
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end
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subgraph Tools["工具系统 (tools/)"]
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AgentTool["AgentTool trait"]
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Registry["ToolRegistry"]
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FS["filesystem/ (6 工具)"]
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Astro["astro/ (7 工具)"]
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AskUserT["ask_user"]
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SubAgentT["subagent/delegate_research"]
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TeamT["team/ (4 工具)"]
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BG["background (2 工具)"]
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end
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subgraph CrossCutting["横切关注点"]
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Hooks["HookRegistry (13 事件)"]
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Skills["SkillRegistry (两层加载)"]
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Memory["MemoryManager (项目记忆)"]
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Permission["PermissionChecker"]
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FileCache["FileStateCache (Read 去重)"]
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Coordinator["Coordinator Mode (协调者编排)"]
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end
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subgraph DB["持久化"]
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AgentSessions["agent_sessions"]
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AgentMessages["agent_messages"]
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AgentTasks["agent_tasks"]
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AgentAudit["agent_audit_log"]
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end
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SSE --> RunTurn
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RunTurn --> SP
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RunTurn --> CtxBuild --> DB
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RunTurn --> ReAct
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ReAct --> Streaming --> Tools
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ReAct --> Executor --> Tools
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ReAct --> TokenBudget
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ReAct --> CircuitBreaker
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ReAct --> Finalize
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Hooks -.-> ReAct
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Hooks -.-> Tools
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Skills -.-> Tools
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Memory -.-> SP
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Permission -.-> Tools
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FileCache -.-> Tools
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```
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---
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### ReAct 运行循环 (`runtime/`)
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主循环由 `AgentRuntime::run_turn()` 驱动,分为 4 个阶段:
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#### 完整生命周期
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```mermaid
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sequenceDiagram
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participant FE as 前端 SSE
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participant RT as AgentRuntime
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participant DB as SQLite
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participant LLM as LLM API
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participant Tools as ToolRegistry
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FE->>RT: POST /api/chat/agent { question, session_id? }
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Note over RT: Phase 1 — 会话管理
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RT->>DB: create_or_resume_session()
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alt 新会话
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DB-->>RT: session_id = uuid, turn_index = 0
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else 恢复会话
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DB-->>RT: 验证存在 + 计算 turn_index
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end
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RT->>RT: 触发 OnSessionStart hook
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RT->>RT: 触发 UserPromptSubmit hook (用户输入审计)
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RT-->>FE: SSE session { session_id, title }
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opt 协调者模式 (coordinator_mode: true)
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RT->>RT: run_coordinator_turn() → CoordinatorAgent
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Note over RT: Coordinator 委托 Worker → 合成结果
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end
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Note over RT: Phase 2 — 上下文构建
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RT->>RT: build_initial_context()
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RT->>RT: ① 组装 SystemPrompt (静态 section + 记忆注入)
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RT->>DB: ② 加载历史消息 load_history_for_llm()
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RT->>DB: ③ 恢复未完成任务 (agent_tasks)
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RT->>RT: ④ 检查压缩/清理上下文
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RT->>DB: ⑤ 保存用户消息
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RT->>RT: ⑥ 运行 PreToolUse hooks 过滤
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Note over RT: Phase 3 — ReAct 循环
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loop 每步迭代 (step ≤ max_steps)
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RT->>LLM: chat_stream(messages + tool_defs)
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LLM-->>RT: ReasoningDelta / TextDelta / ToolCallsComplete
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RT-->>FE: SSE thought / text_delta / tool_call
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alt 无工具调用 → 最终答案
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RT->>DB: 保存 assistant 消息
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RT-->>FE: SSE text_delta → usage → done
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Note over RT: break 循环
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else 有工具调用
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RT->>RT: 检查 token 预算 + 熔断器
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RT->>RT: validate_and_prepare() — 去重 + 过滤
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RT->>Tools: execute_parallel() — 并行执行
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Tools-->>RT: (tool_call_id, name, output)
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RT-->>FE: SSE tool_result { tool_call_id, name, output }
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RT->>DB: 保存 tool 消息 + 审计日志
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RT->>RT: 运行 PostToolUse hooks
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RT->>RT: 检测压缩需求 (auto_compact)
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end
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RT->>RT: 检测循环终止条件
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end
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Note over RT: Phase 4 — 会话收尾
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RT->>DB: 更新 turn_count + updated_at
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RT->>DB: calculate_and_persist_metrics()
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RT->>RT: 运行 OnSessionStop hook
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RT-->>FE: SSE done
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```
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#### 并行工具执行模型
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```mermaid
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sequenceDiagram
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participant ReAct as ReAct 循环
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participant Val as validate_and_prepare
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participant Exec as execute_parallel
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participant T1 as Tool A
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participant T2 as Tool B
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participant FE as 前端 SSE
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ReAct->>Val: LLM 返回 [tool_call_a, tool_call_b]
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Val->>Val: 去重检测 + 权限验证
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Val-->>ReAct: prepared_calls[] + has_duplicate 标志
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ReAct->>FE: 发送 tool_call SSE (逐一)
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ReAct->>Exec: 启动 execute_parallel()
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par 并行执行
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Exec->>T1: tool_a.execute(args_a)
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Exec->>T2: tool_b.execute(args_b)
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end
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T1-->>Exec: ToolOutput { content, is_error }
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Exec-->>FE: SSE tool_result (立即推送)
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T2-->>Exec: ToolOutput { content, is_error }
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Exec-->>FE: SSE tool_result (立即推送)
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Exec-->>ReAct: Vec<(tool_call_id, name, args, output, cancelled)>
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ReAct->>ReAct: PostToolUse hooks + 审计日志 + 持久化
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```
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- **并发上限**:由 `max_concurrent_tools` 环境变量控制,默认不限制
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- **Sibling Abort**:仅 `causes_sibling_abort() = true` 的工具(如 `download_paper`)能在出错时中断兄弟任务
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- **InterruptBehavior**:`Block` 工具(如 `ask_user`)不可被用户取消;`Cancel` 工具可在取消信号时中断
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- **超时控制**:每个工具有独立超时,默认 120s(`AGENT_TOOL_TIMEOUT_SECS`)
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---
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### Coordinator Mode(协调者模式, P2)
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```mermaid
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graph TD
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User["用户请求"] --> API["POST /api/chat/agent\n{ coordinator_mode: true }"]
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API --> RT["AgentRuntime::run_coordinator_turn()"]
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RT --> CA["CoordinatorAgent (仅元工具)"]
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CA --> Tool["delegate_task / check_task / task_stop / synthesize"]
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Tool --> WP["WorkerPool (Semaphore 并发控制)"]
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WP --> W1["Worker 1 (SubAgentRunner)"]
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WP --> W2["Worker 2 (SubAgentRunner)"]
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WP --> W3["Worker N (SubAgentRunner)"]
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W1 --> Synth["synthesize 收集结果"]
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W2 --> Synth
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W3 --> Synth
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Synth --> Answer["最终答案"]
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```
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Coordinator 仅拥有 4 个元工具,将实际研究工作委托给拥有完整工具访问权限的 Worker 子代理。Worker 通过 `SubAgentRunner` + `Semaphore` 实现并发控制(默认最大 4 并发)。
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- **委托 → 检查 → 合成** 三步工作流
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- 前端通过 `coordinator_mode: true` 字段启用
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- 源码: `src/agent/coordinator/{agent,tools,worker,mod}.rs`
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---
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