SkillForge

flowchart TD
    A[Task Input] --> B[Skill Generator]
    B --> C[Generate Skill Package v0]
    C --> D[Execute Skill in Environment]
    D --> E[Surrogate Verifier]
    E --> F{Tests Pass?}
    F -->|No| G[Generate Failure Diagnostics]
    G --> H[Append Feedback to Context]
    H --> B
    F -->|Yes| I[Ground Truth Oracle]
    I --> J{Oracle Pass?}
    J -->|No| K[Escalate Verifier Tests]
    K --> E
    J -->|Yes| L[Deploy Evolved Skill]
    L --> M[Store in Skill Bank]
    M --> N[Update Memory Tiers]
    N --> O[Adaptive Retrieval Update]
    O --> P{More Tasks?}
    P -->|Yes| A
    P -->|No| Q[Final Skill Portfolio]

    subgraph Co-Evolution Loop
        B
        C
        D
        E
        F
        G
        H
        I
        J
        K
    end

    subgraph Memory and Retrieval
        M
        N
        O
    end

    style A fill:#4CAF50,color:#fff
    style Q fill:#2196F3,color:#fff
    style L fill:#FF9800,color:#fff