AI Factory

流程图LR %%============================== %%代理AI概念工厂（工具集成流程） %%==============================

subgraph user["User / Business Request"]
    uc["Use Case Input + Context"]
end

subgraph orchestrator["Orchestrator Layer (CrewAI)"]
    p1["Planner Agent"]
    r1["Router Agent"]
    o1["Optimizer Agent"]
    g1["Guard Agent"]
end

subgraph mcp_bus["MCP Tool Bus"]
    m1["Registry Server (ClearML SDK)"]
    m2["Eval Server (ClearML / Eval Scripts)"]
    m3["Deploy Server (ClearML-Serving / Triton / KServe)"]
    m4["Data Server (SQL / DW / Data Lake)"]
    m5["Vector DB Server (Milvus / Qdrant)"]
    m6["Policy Server (Security / Risk / OPA Rules)"]
end

subgraph clearml["ClearML Platform"]
    cl1["Model Registry"]
    cl2["Datasets & Artifacts"]
    cl3["Experiments & Metrics"]
    cl4["Pipelines & Queues"]
    cl5["ClearML-Serving (GPU-based Inference)"]
end

subgraph gpu_cluster["In-House GPU Cluster"]
    gput["Training / Fine-tune Jobs"]
    gpus["Serving Endpoints"]
end

subgraph airflow_sys["Apache Airflow (Ops Scheduler)"]
    af1["Nightly Evals"]
    af2["Dataset Refresh"]
    af3["Canary Promotions"]
    af4["Audit & Governance DAGs"]
end

subgraph output_sys["Outputs / Human Feedback Loop"]
    h1["Evaluation Reports & Dashboards"]
    h2["Model Cards++ / Use Case Cards"]
    h3["Human Approvals & Feedback"]
end

%%==============================
%% Flow Connections
%%==============================
uc --> orchestrator
orchestrator -->|Tool Calls via MCP| mcp_bus
mcp_bus -->|Uses ClearML SDK & APIs| clearml
clearml -->|Runs on Queues| gpu_cluster
gpu_cluster -->|Results + Models| clearml

airflow_sys -->|Schedules ClearML Pipelines| clearml
airflow_sys -->|Triggers MCP (Deploy/Promote)| mcp_bus

clearml -->|Metrics & Lineage| output_sys
output_sys -->|Feedback / KPIs| clearml

orchestrator -->|Governance Queries| m6
g1 -->|Security & Policy Checks| m6

%%==============================
%% Styling
%%==============================
classDef orchestrator fill:#d3e4ff,stroke:#0055aa,stroke-width:1px,color:#000;
classDef mcp fill:#fef3c7,stroke:#b45309,stroke-width:1px,color:#000;
classDef clearml fill:#e0f2fe,stroke:#0284c7,stroke-width:1px,color:#000;
classDef gpu fill:#dcfce7,stroke:#15803d,stroke-width:1px,color:#000;
classDef airflow fill:#f3e8ff,stroke:#7e22ce,stroke-width:1px,color:#000;
classDef output fill:#fee2e2,stroke:#b91c1c,stroke-width:1px,color:#000;

class orchestrator,p1,r1,o1,g1 orchestrator;
class mcp_bus,m1,m2,m3,m4,m5,m6 mcp;
class clearml,cl1,cl2,cl3,cl4,cl5 clearml;
class gpu_cluster,gput,gpus gpu;
class airflow_sys,af1,af2,af3,af4 airflow;
class output_sys,h1,h2,h3 output;