Hallucination-Aware AI for Truthful and Aligned SystemsThe rapid development of generative AI systems, particularly large language models (LLMs), has generated both widespread excitement and growing concern. While these systems exhibit remarkable fluency and reasoning capabilities, they remain prone to a critical limitation known as hallucination, the confident production of inaccurate, unverifiable, or fabricated information. This phenomenon underscores a fundamental challenge in the reliability and