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34. Dynamic Tool Generation (ToolFactory)

Mini-Project: ToolFactory

A systematic tool factory that takes a formal specification (name, description, input/output types, test cases), generates code with an LLM, runs all tests, and registers the tool only if every test passes — retrying with error feedback on failure.

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Description

Dynamic Tool Generation (ToolFactory) is a systematic pattern for creating, testing, and deploying new tools at runtime. Unlike Self-Tooling (ad-hoc tool creation), ToolFactory includes a formal pipeline: specification, code generation, testing, documentation, and registration. This ensures generated tools are reliable and well-documented.

How It Works

flowchart TD
    A[Tool Specification] --> B[Code Generation]
    B --> C[Automated Testing]
    C --> D{Tests Pass?}
    D -->|No| B
    D -->|Yes| E[Generate Documentation]
    E --> F[Register in Tool Registry]

    style A fill:#4CAF50,color:#fff
    style C fill:#FF9800,color:#fff
    style F fill:#2196F3,color:#fff