Progress guarantees refer to formal assurances in algorithm design and optimization that an algorithm will make measurable progress toward a solution within a certain number of steps or iterations. These guarantees are crucial for understanding the efficiency and reliability of algorithms, especially in complex systems where convergence speed and computational resources are critical considerations.