Thanks for taking the time to share your experience. We’re glad to hear the process felt positive, responsive, and supportive. We also appreciate the level of detail you shared about the different stages of the interview process for our future candidates. As much as we believe in sharing what we learn in AI with the world, it’s always great to meet people who share the same mindset. Insights like these can genuinely help others better understand the process and prepare for the different stages of the interview. We put a lot of thought into creating an interview experience that reflects how our teams work day to day, combining machine learning foundations, software engineering practices, and structured problem solving. Our aim is to give future candidates a clearer sense of what to expect in the role, through assignments that mirror real research workflows and allow for depth and ownership. We know the process can be demanding across multiple areas, and we really appreciate the time and effort our candidates invest at each stage.