VARGPT-v1.1 is a powerful multimodal model that enhances visual understanding and generation capabilities through iterative instruction tuning and reinforcement learning. It includes extensive code releases for training, inference, and evaluation, as well as a comprehensive structure for multimodal tasks such as image captioning and visual question answering. The model's checkpoints and datasets are available on Hugging Face, facilitating further research and application development.