Digital character animation automated generation techniques are described that are implemented by an animation generation system via a computing device. These techniques enable the animation generation system to generate an animation of a digital character automatically and without user intervention responsive to a user input of a target action such that the digital character is capable of performing a complex set of actions in a precise and realistic manner within an environment contained within digital content, e.g., an animation as part of a digital video.