HairFastGAN is a method for high-resolution, near real-time performance, and excellent reconstruction hair transfer. It employs a novel architecture operating within the FS latent space of StyleGAN, enhanced recovery methods, and an improved encoder for better alignment, color transfer, and post-processing. In the most challenging cases, it can transfer hair shape and color from one image to another in under a second.