Building a unified knowledge base for multi-modal models is the secret weapon that separates high-performing AI systems from average ones. If you’re an AI engineer, machine learning researcher, or tech leader working with complex data types like text, images, and audio, you know the struggle of getting these different formats to work together smoothly.