The AI Scientist role at Quandela involves developing and evaluating machine-learning techniques specifically for quantum computing. Key responsibilities include designing and implementing models, enhancing the calibration and performance of quantum systems, and benchmarking various methods against established metrics. Candidates should possess a PhD and three years of experience in machine learning, along with strong programming skills, especially in Python.