Do Self-Evolving Skills Generalize to Held-Out Tasks?

What this work does

Evaluates whether repeatedly rewritten agent skills transfer beyond the tasks used to evolve them. It focuses on the gap between training-task improvement and genuine held-out generalization across several self-evolving skill methods.