The interview was structured as an in-depth technical discussion designed to assess both theoretical knowledge and practical experience. It included detailed questions on methodologies, problem-solving approaches, and real-world application of technical concepts, as well as an evaluation of analytical reasoning, communication clarity, and the ability to justify technical decisions under professional scrutiny.