The document discusses the 8-puzzle problem and the A* algorithm. The 8-puzzle problem involves a 3x3 grid with 8 numbered tiles and 1 blank space that can be moved. The A* algorithm maintains a tree of paths from the initial to final state, extending the paths one step at a time until the final state is reached. It is complete and optimal but depends on the accuracy of the heuristic used to estimate costs.