<ul data-eligibleForWebStory="false"><li>Developing Agentic AI involves transitioning from multimodal to text generation to handle various forms of information.</li><li>Modern knowledge AI agents face complex documents with visual elements, structured data, and multimedia content.</li><li>RAG systems struggle with images, charts, and tables, relying on OCR for conversion but losing details and leading to poor retrieval accuracy.</li><li>The challenges lie in understanding visual semantics, structured data, and cross-modal relationships efficiently in processing documents.</li></ul>

LightRag (Upgraded) + Multimodal RAG Just Revolutionized AI Forever

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