Co-Evolving Agents: Learning from Failures as Hard Negatives

Yeonsung Jung, Trilok Padhi, Sina Shaham +4

The rapid progress of large foundation models has accelerated the development of task-specialized agents across diverse domains. However, the effectiveness of agents remains tightl…