I explained my approach using the Abstract Factory design pattern to ensure the existing framework’s capabilities remain intact while introducing new components. I emphasized a modular transformation strategy where GenAI could assist in identifying the most suitable framework enhancements—balancing innovation with stability. The goal was to evolve the architecture without breaking legacy integrations, while enabling intelligent test generation and adaptive coverage.