Multi-agent teams stop adding agents by default: estimate the backbone's competence first, and a strong model saves 36% of tokens
Multi-agent collaboration is now sized by how competent the backbone is on the current query: 93.81% average across six benchmarks, and on higher-competence backbones average accuracy rises from 87.22 to 89.97 while token cost per query drops 36.26%.