Spacecraft autonomy refers to the capability of a spacecraft to perform tasks and make decisions without human intervention, essential for deep space missions where communication delays are significant. This involves advanced artificial intelligence and machine learning algorithms to handle navigation, data analysis, and system management in real-time.