Evolving Excellence: Automated Optimization of LLM-based Agents. - Paul Brookes; Vardan Voskanyan; Rafail Giavrimis; Matthew Truscott; Mina Ilieva; Chrystalla Pavlou; Alexandru Staicu; Manal Adham; Will Evers-Hood; Jingzhi Gong; Kejia Zhang; Matvey Fedoseev; et al. (CoRR, 2025)