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cs.AI2026
Competing at Every Price Point with Agentic Evolution over a Menu of LLMs
Andrew Borthwick
Consider a firm that surveys its competition for a particular agentic task and seeks to offer superior accuracy at every price point. A firm that Pareto-dominated its competitors w…
cs.AI2026
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…