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AI has been a buzzword for the past decade due to its disruptive effect in various sectors, but there has been a slow adoption of AI in power systems. This could be due to the skepticism of engineers, as most AI solutions act as black boxes. AI was first coined by John McCarthy in 1955, who defined it as the ability to precisely describe any aspect of learning or intelligence. This article explores the need to explain AI in order to gain trust from engineers and increase adoption of AI in power systems.