Symbolic AI, also known as classical AI, is an approach to artificial intelligence that relies on the manipulation of symbols and the use of formal logic to mimic human reasoning. It contrasts with sub-symbolic approaches like neural networks, focusing on explicit knowledge representation and rule-based systems to solve complex problems.