Qihoo-T2X is an efficient Diffusion Transformer architecture designed for text-to-any generation tasks, including text-to-image synthesis. The approach uses proxy-tokenized diffusion to improve computational efficiency while maintaining generation quality. The model was accepted for presentation at ICLR 2025.