Understanding Heuristics, Search Algorithms, and Logic in AI

Before neural networks dominated the industry, classical symbolic AI relied heavily on search trees, logic programming, and heuristic search algorithms. This analysis walks through A* search, minimax optimization with alpha-beta pruning, and the resolution theorem prover. Understanding these structures remains crucial for implementing efficient constraints and hybrid architectures in modern autonomous agents.