Code-driven modeling allows me to design precise, parametric CAD models entirely through Python scripting using CadQuery. This approach ensures reproducibility, easy iteration, and full control over geometry, making it ideal for scalable and standards-compliant design. My workflow, built with micromamba for environment consistency, bridges CAD and code to create adaptable, automation-ready components.