During implementation, we build and integrate the solution across multiple layers. This includes developing user interfaces, training and fine-tuning AI models, setting up inference engines, and implementing retrieval-augmented generation systems. Additional elements such as agent framework setup, prompt engineering, and API integration ensure that every component works seamlessly together.