Beilin Ye

Harnessing agent memory to build lifelong AI partners for materials scientists

It is argued that a lifelong AI partner for materials science can be designed around persistent memory rather than around a particular agent implementation, and a self-evolving memory framework is introduced that stores scientific experience as inspectable facts and executable skills so that observations, failure bound...