数据分析层(新增 services/{spectrum,timeseries,analysis}):
- 光谱参数提取 parameters.rs:LAMOST/SDSS/APOGEE/DESI FITS header 跨源归一化读取
Teff/logg/[Fe/H]/RV 及 ASPCAP 20+ 元素丰度,rayon 并发批量提取
- 谱线测量 lines.rs:内置真空/空气波长谱线表,窗口内极值搜索 + 梯形法积分 EW + FWHM,支持自定义谱线
- 交叉相关测速 cross_correlate.rs:对数波长重采样对齐,内置 Pickles 模板按光谱型插值,
CCF 峰值位置提取 RV 及不确定度
- 周期搜索 periodicity.rs:Lomb-Scargle 周期图(含 FAP 误报概率)+ BLS 凌星检测 + 相位折叠
- 变星分类 classification.rs:振幅/偏度/峰度/过零率/eta 等统计特征 + 规则分类(RR Lyrae/Cepheid/食双星/AGN 等)
- SED 拟合 sed.rs:多波段测光黑体模型拟合,输出 T_eff/半径/消光 A_V/光度及不确定度
- 运动学 kinematics.rs:视差+自行+RV → 银河系 UVW 空间速度,含移动星群成员概率(Banyan Σ 简化版)
- 化学丰度 chemistry.rs:[α/Fe] vs [Fe/H] 计算,厚盘/薄盘/晕星族判别
- 观测规划 observability.rs:目标升落时间/airmass/月相影响/曝光时间估算
- 赫罗图 hr_diagram.rs:Gaia TAP CMD 查询,新增 GET /api/analysis/hr-diagram 端点
数据获取层:
- JWST:clients/mast/jwst.rs 封装 MAST Portal 锥形检索 + JwstSpectrumFetcher(NIRSpec/MIRI 光谱)
- X 射线:clients/heasarc 封装 HEASARC TAP(ADQL)+ XMM-Newton/Chandra 光谱 fetcher
- 图像 cutout:SDSS SkyServer/STScI DSS/Pan-STARRS 三源 cutout + 发现图(Finding Chart)生成
- Source 枚举新增 Jwst/Xmm/Chandra 并注册 ObservationRegistry,前端 SOURCE_THEME 与筛选器同步三源
Agent 工具集(24→35):
- 新增 9 个分析工具:get_spectrum_parameters / measure_spectral_lines / measure_radial_velocity /
find_period / classify_variable_star / fit_sed / analyze_kinematics / analyze_abundance_pattern / plan_observation
- batch_process:批量样本"查询→下载→分析→报告"流水线,并发控制防数据源速率限制
- literature_monitor:按 ADS 查询式/时间窗/最低引用数检查最新文献
定时文献同步:
- sync_queries 表新增 is_scheduled 列(migration 20260713)
- 新增 POST /sync/queries/:id/schedule 端点
- 服务启动时拉起每小时调度器,对 is_scheduled=1 的检索配置静默执行 ADS(entdate 增量)/arXiv 增量同步
- search_history 工具收敛至 services/search::search_agent_history,消除 FTS 查询逻辑重复
其他:
- plotting skill 由占位填充为完整科研绘图规范:光谱/光变/折叠曲线/CMD/SED/[α/Fe]/周期图/Mollweide/发现图 9 类 matplotlib 模板
- 删除死代码 streaming_executor.rs(929 行,仅剩 mod 声明引用,无调用方)
- 新增 docs/roadmap-research-features.md 科研功能路线图及实现状态
216 lines
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Markdown
216 lines
7.6 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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> **架构演进**:2026-08 起,ReAct 循环的唯一实现在 `src/agent/engine.rs`
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> (`ReactEngine`,主代理/子代理/队友以不同注入组合复用);
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> `AgentRuntime` 按会话缓存复用(`SessionRuntimeRegistry`);
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> turn/compaction 生命周期与上下文快照落在 `agent_events` 事件日志。
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> 详见 [dsh-alignment.md](dsh-alignment.md)。
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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 — 会话级编排"]
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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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Engine["ReactEngine 统一循环(engine.rs)"]
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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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SessionReg["SessionRuntimeRegistry 会话级缓存"]
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EventLog["agent_events 事件日志"]
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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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