EVOCHAMBER: Test-Time Co-evolution of Multi-Agent System at Individual, Team, and Population Scales

EVOCHAMBER presents a training-free framework that instantiates test-time evolution at three levels over a coevolving agent pool, distinguishing it from single-agent approaches. It features CODREAM, a post-task protocol for collaborative reflection and asymmetric knowledge routing after team failures or disagreements.