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This lecture covers the concept of shortest path, focusing on finding the path with the fewest edges and minimum cost. It discusses weighted shortest paths, Hamiltonian paths, and different algorithms for solving shortest path problems. The lecture also explores negative cost cycles and the implications of using every vertex at most once in pathfinding algorithms.