Moebius is a newly introduced image inpainting framework that operates with a lightweight 0.2 billion parameters. Despite its compact size, the model achieves performance levels comparable to much larger 10 billion-parameter systems. This development offers a highly efficient and accessible solution for high-quality image restoration.