LiteGUI is a new framework for building lightweight GUI agents through a two-stage post-training process. It addresses the challenges of GUI interaction with a guided distillation and dual-level reinforcement learning approach. The framework includes a data generation pipeline and a corresponding dataset, Lite-Dataset, to support training and evaluation of GUI agents.