Introduction: Bridging the Intent Gap in AI Artificial intelligence—particularly large language models—has rapidly transitioned from experimental research to operational deployment across critical sectors. From automating code generation to assisting in medical and legal analysis, these systems are increasingly embedded in decision-making workflows. Yet, despite their impressive capabilities, a fundamental limitation persists: AI systems excel at…

