The document explains the Floyd-Warshall algorithm for solving the all-pairs shortest path problem in directed graphs through dynamic programming. It outlines the algorithm's time complexity of O(v^3) and includes a recursive solution that defines the minimum path weight between vertices. Additionally, examples are provided illustrating the computation of shortest-path weights in a matrix format.