Preprint
Jul 2026
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...
Si-Yu Liu, Bo Hu, Beilin Ye et al.
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