The document discusses a genetic A* algorithm for pathfinding in grid-based graphs, enabling the discovery of the shortest path between two points even in the presence of obstacles. It analyzes several algorithms, including breadth-first search and Dijkstra's algorithm, and presents a new approach that promotes efficiency in high-density networks. The proposed algorithm demonstrates improved performance in terms of complexity and speed compared to existing methods.