ColPali is revolutionizing multimodal retrieval, with potential for further enhancement through domain-specific fine-tuning. A recent blog post by vanstriendaniel explores creating a fine-tuning dataset using Alibaba_Qwen's Qwen2-VL-7B-Instruct model. The approach is demonstrated through a Gradio Space that allows users to generate queries from an input document page image. This method aims to improve the effectiveness of Retrieval-Augmented Generation (RAG) systems.