Evolving Together, Failing Apart: The Skill-Policy Co-evolution Trap in Self-Improving Agents.

arXiv:2610.20845v1 Announce Type: new Abstract: Skill-policy co-evolution, in which an agent's policy model and its skill bank improve each other during training, is a promising paradigm for self-improving agents. Current evaluations score the co-evolved polic