AutoStudio is a multi-turn interactive image generation framework based on large language models. It generates high-quality images through three agents working in conjunction with a diffusion-based agent. This technology has made significant progress in multi-theme consistency, improving the quality and consistency of image generation with parallel UNet structures and theme initialization generation methods.