Harness Evolution as Learning: Approximation, Generalization, and Optimization Limits of Self-Improving Personal Agents

Zeyu Gan, Zixuan Gong, Yong Liu

As the capabilities of large language models (LLMs) continue to advance, increasing attention is turning to how to translate their abilities into useful behavior. Personal agents b…