Multimodal AI integration concept.
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Multimodal AI: The Next Frontier in Large Language Models

Introduction: The Evolution and Importance of Multimodal AI  Artificial intelligence has evolved beyond text-based models to a more comprehensive approach—Multimodal AI. By combining text, images, audio, and video, it enhances Large Language Models (LLMs), improving automation and decision-making across industries. From Text-Only AI to Multimodal Intelligence  Earlier, LLMs like GPT and BERT relied only on…

A person interacts with a humanoid robot in a modern setting.
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Knowledge Based Agents in AI: A Guide for Developers

1.Introduction  Knowledge-based agents (KBAs) are a fundamental concept in artificial intelligence (AI) systems. These agents are designed to store, retrieve, and utilize structured knowledge to solve problems or make intelligent decisions. By leveraging knowledge representation and inference mechanisms, KBAs are capable of understanding complex scenarios and acting accordingly, making them an essential component of intelligent…