Anycost GAN enables interactive image synthesis and editing by providing a single generator that can operate at varying computational costs through adaptive channel and resolution configurations. It employs sampling-based multi-resolution training, adaptive-channel training, and a generator-conditioned discriminator to maintain visual consistency between lightweight preview modes and full-quality outputs. The system allows users to preview edits at 5x faster speeds before finalizing high-quality results.