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This overview traces the history of AI philosophy, contrasting symbolic AI with the emergence of connectionist models. Renowned philosopher Hubert Dreyfus challenged symbolic AI's rationalist view, paving the way for the connectionist approach inspired by neural networks. The evolution reflects advancements in technology and philosophical perspectives, shaping our understanding of artificial intelligence.