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

arXiv:2609.36892v1 Announce Type: new Abstract: 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 bring this question into everyday