The problem of real-time optimal guidance is extremely important for successful autonomous missions. In this paper. the last phases of autonomous lunar landing trajectories are addressed. The proposed guidance is based on the Particle Swarm Optimization. https://www.roneverhart.com/Custom-Enve-Melee-2024-p16044/