ReCreate: Experience-Driven Framework for Automatic Domain Agent Creation

A new framework called ReCreate proposes an experience-driven approach for automatically creating domain agents, addressing the limitations of current black-box methods that rely solely on final performance metrics. ReCreate leverages agent interaction histories to provide rich signals on causes of success or failure and avenues for improvement. The framework aims to reduce the labor-intensive process of manually designing agents for diverse tasks in industrial applications. By systematically using concrete evidence from past interactions, ReCreate seeks to lower computational costs and enhance adaptability in real-world settings. The approach is detailed in a paper on arXiv (2601.11100v2), highlighting its potential to transform agent creation in the wild.