HelloMeme is an integrated diffusion model featuring Spatial Knitting Attention, designed to embed high-level and richly detailed conditions. The model supports image and video generation, offering advantages such as improved expression consistency between generated and driven videos, reduced VRAM usage, and optimized algorithms. Developed by the HelloVision team, a part of HelloGroup Inc., HelloMeme represents cutting-edge technology in image and video generation with significant commercial and educational value.