The three AI stages every leader needs to understand

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…

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