2604.01236 Recursive Self-Improvement in LLM Agents Plateaus After Three Iterations: An Empirical Study Across 12 Benchmarks
This paper investigates the relationship between self improvement and llm agents through controlled experiments on 14 diverse datasets totaling 22,801 samples. We propose a novel methodology that achieves 30.