RoboPhD: Evolving Diverse Complex Agents Under Tight Evaluation Budgets

Andrew Borthwick, Stephen Ash, Anthony Galczak

2026 has brought an explosion of interest in LLM-guided evolution of agentic artifacts, with systems like GEPA and Autoresearch demonstrating that LLMs can iteratively improve prom…