Symbolic AI — Symbolic AI is an older approach that builds intelligence from explicit rules and logic written by people. It dominated AI research for decades before machine learning took over. It is easy to explain but struggles with messy real-world data. Some researchers now combine it with neural networks.

Added October 21, 2026