The three AI stages every leader needs to understand
Eugene Perumal, founder and principal of Valutivity. Most conversations about AI in South African boardrooms skip the most important question: how does this technology actually work? Not in technical detail, but in strategic principle. Understanding the three distinct stages of AI development − machine learning, large language models and the emerging NeuroSymbolic paradigm − is…
