Appendix 14: Prompt Toolkit for Machine Coding

Fri, 28 Aug 2026 10:00:00 +0100

These prompts are designed to support the crystallization phase of your AI-powered development process.
They’re reusable, customizable, and should become part of your personal prompt arsenal.

    flowchart TD
    Start([🧊 Crystallization Phase]) --> A{What do you need?}

    A --> B[🧠 File Polishing<br>Cleanup, naming, comments]
    A --> C[🧪 Test Generation<br>pytest unit tests]
    A --> D[📄 Documentation<br>Markdown summaries]
    A --> E[🧹 Complexity Reduction<br>Simplify, remove dead weight]

    B --> F[✅ Ready for Review]
    C --> F
    D --> F
    E --> F

    F --> G[📦 Deploy or Handoff]

    style Start fill:#e1f5fe,stroke:#333
    style A fill:#fff3e0,stroke:#333
    style B fill:#e8f5e9,stroke:#333
    style C fill:#fce4ec,stroke:#333
    style D fill:#f3e5f5,stroke:#333
    style E fill:#fff9c4,stroke:#333
    style F fill:#e0f7fa,stroke:#333
    style G fill:#4caf50,stroke:#333,color:#fff

🧠 File Polishing Prompt

Use when: a file is functionally complete, but needs cleanup and clarity.

Prompt Toolkit on Programmer.ie: Modern AI programming

Appendix 14: Prompt Toolkit for Machine Coding

🧠 File Polishing Prompt