A big fan of Sean Luke's Essentials of Metaheuristics, so I picked up a physical copy for the office. If you want an introductory cookbook of gradient-free algorithms, this is a great way to go. Free online at: cs.gmu.edu/~sean/book/m...
Just got back from #AAMAS2025. Great conference! Highly recommended! Very high density of cool material!