test-time-evolution

EVOCHAMBER is a training-free, multi-agent test-time evolution framework that enables emergent specialization through collaborative reflection and asymmetric knowledge transfer across individual, team, and population scales, achieving significant improvements on math, code, and reasoning tasks.