Introduction Artificial intelligence (AI) has undergone profound transformations since the early development of rule-based systems. Understanding the historical evolution towards today’s autonomous AI agents equips decision-makers to recognize both the vast opportunities and substantial responsibilities ahead. The following overview delineates AI’s trajectory—from symbolic logic systems