Competence, Not Accuracy: A Diagnostic for Reference-Free Judge Gates in Skill Optimization

Chenle Chen, Yangbo Wei, Chao Yao +4

Text-space skill optimization adapts a frozen agent by evolving a natural-language skill document, accepting each candidate through a validation gate. Existing gates rely on verifi…