一個建到一半的
多代理人作業系統

graph TB
  H["🧑 5. Human Layer
Halu + 合夥人
判斷不外包"]
  A["🤖 4. Agent Layer
7 個專業 Agent + CEO router"]
  E["📊 3. Eval Layer
本季最高優先補強"]
  T["🛠️ 2. Tool Layer
API Gateway + MCP + 3 大協作 Skill"]
  C["📚 1. Context Layer
Obsidian KB 1,400+ 檔 / 四件式編譯"]

  H ==>|驗收| A
  A -->|跑| E
  A -->|呼叫| T
  T -->|讀寫| C
  E -.->|失敗→補強| C
  E -.->|失敗→修| A

  classDef human fill:#1a2540,stroke:#7ee787,stroke-width:2px,color:#eef6ff;
  classDef agent fill:#1a2540,stroke:#58a6ff,stroke-width:2px,color:#eef6ff;
  classDef eval fill:#1a2540,stroke:#ff7b72,stroke-width:2px,color:#eef6ff;
  classDef tool fill:#1a2540,stroke:#c297ff,stroke-width:2px,color:#eef6ff;
  classDef context fill:#1a2540,stroke:#f5c451,stroke-width:2px,color:#eef6ff;
  class H human;
  class A agent;
  class E eval;
  class T tool;
  class C context;
    

graph LR
  R[("📄 法規全文.md
Raw · 不動")]
  C["⚡ 工程速查.md
Compiled · Agent 引用首選"]
  F["⚠️ 常見錯誤.md
Failure cases"]
  G["📖 Agent 引用指南.md
When / How to cite"]
  CL["✅ 送審 Checklist.md
Operational"]

  R -->|Halu/合夥人審| C
  R --> F
  C --> G
  C --> CL
  F -.->|更新| C

  style R fill:#1a2540,stroke:#9fb3d1,stroke-width:2px,color:#eef6ff
  style C fill:#1a2540,stroke:#f5c451,stroke-width:2px,color:#eef6ff
  style F fill:#1a2540,stroke:#ff7b72,stroke-width:2px,color:#eef6ff
  style G fill:#1a2540,stroke:#58a6ff,stroke-width:2px,color:#eef6ff
  style CL fill:#1a2540,stroke:#7ee787,stroke-width:2px,color:#eef6ff
    

graph LR
  T["📥 任務 Input"] --> WC["🔒 Stable Core
目標 / 驗收 / 護欄"]
  T --> WS["⚡ Adaptive Shell
策略 / 順序 / 來源"]
  WC --> EX["執行"]
  WS --> EX
  EX --> O["📤 Output"]
  O -->|驗收| EV["📊 Eval"]
  EV -->|失敗| FL["💾 Failure Memory"]
  EV -->|成功| KB["📚 KB 沉澱"]
  FL --> WS
  KB --> WS
  FL -.->|累積| GEN["🧬 Workflow Genealogy"]
  GEN -.->|跨任務遷移| WS

  style T fill:#1a2540,stroke:#9fb3d1,stroke-width:2px,color:#eef6ff
  style WC fill:#1a2540,stroke:#ff7b72,stroke-width:3px,color:#eef6ff
  style WS fill:#1a2540,stroke:#58a6ff,stroke-width:2px,color:#eef6ff
  style EX fill:#1a2540,stroke:#c297ff,stroke-width:2px,color:#eef6ff
  style O fill:#1a2540,stroke:#7ee787,stroke-width:2px,color:#eef6ff
  style EV fill:#1a2540,stroke:#f5c451,stroke-width:2px,color:#eef6ff
  style FL fill:#1a2540,stroke:#ff7b72,stroke-width:2px,color:#eef6ff
  style KB fill:#1a2540,stroke:#7ee787,stroke-width:2px,color:#eef6ff
  style GEN fill:#1a2540,stroke:#f5c451,stroke-width:3px,color:#eef6ff
    

graph LR
  L0["L0
純執行"] --> L1["L1
批次"]
  L1 --> L2["L2
條件分支"]
  L2 --> L3["⭐ L3
自我迭代
(本季目標)"]
  L3 --> L4["L4
Resume from
Interrupt"]
  L4 --> L5["L5
自演化"]

  style L0 fill:#1a2540,stroke:#9fb3d1,stroke-width:2px,color:#eef6ff
  style L1 fill:#1a2540,stroke:#9fb3d1,stroke-width:2px,color:#eef6ff
  style L2 fill:#1a2540,stroke:#58a6ff,stroke-width:2px,color:#eef6ff
  style L3 fill:#1a2540,stroke:#f5c451,stroke-width:3px,color:#eef6ff
  style L4 fill:#1a2540,stroke:#c297ff,stroke-width:2px,color:#eef6ff
  style L5 fill:#1a2540,stroke:#7ee787,stroke-width:2px,color:#eef6ff
    

sequenceDiagram
    participant H as Halu (Human)
    participant CEO as CEO Agent
    participant P as Procurement Agent
    participant A as Audit Log
    participant I as Inbox

    H->>CEO: 派任務「比較 3 家供應商」
    CEO->>A: 寫 spawn_log {runId}.json
    CEO->>I: 寫 handoff packet {taskId}.json
    Note over A,I: 第 1 條：CEO 真的呼叫了
    CEO->>P: sessions_spawn
    P->>I: 寫 {taskId}_ack.json
    Note over I: 第 2 條：P 真的收到
    P->>P: 執行任務
    P->>P: 寫 daily/{date}.md (產出紀錄)
    Note over P: 第 3 條：P 真的做了
    P-->>CEO: 完成 + artifact path
    CEO-->>H: 彙整回報

    Note over H,P: 三方對驗：audit_log + inbox_ack + daily_note 都對得起來 = 真實協作
    

graph LR
  IN[📥 任務輸入] --> OUT[🤖 Agent 產出]
  OUT --> IBX[📦 Inbox 暫存]
  IBX --> REV{審核閘門}
  REV -->|✓ 通過| VLT[📚 主 KB]
  REV -->|✗ 退回| IBX
  VLT --> LOOP[🔄 LOOP 再餵 Agent]
  LOOP -.->|搜尋索引| OUT
  LOOP -.->|Skill 模板| OUT
  LOOP -.->|Memory 偏好| OUT

  style IN fill:#1a2540,stroke:#9fb3d1,stroke-width:2px,color:#eef6ff
  style OUT fill:#1a2540,stroke:#58a6ff,stroke-width:2px,color:#eef6ff
  style IBX fill:#1a2540,stroke:#f5c451,stroke-width:2px,color:#eef6ff
  style REV fill:#1a2540,stroke:#ff7b72,stroke-width:3px,color:#eef6ff
  style VLT fill:#1a2540,stroke:#7ee787,stroke-width:3px,color:#eef6ff
  style LOOP fill:#1a2540,stroke:#c297ff,stroke-width:2px,color:#eef6ff