In this article, we explore the evolution of chatbots—from early rule-based frameworks to today's cutting-edge LLM-powered virtual agents—highlighting the pioneering work of machine learning ...

Until now, software agents "have been difficult to implement, requiring laborious, rule-based programming or highly specific training of machine-learning models," the McKinsey team noted.