AI agents performing scientific research need memory and reflection, not just execution capability. Knowledge consolidation between runs dramatically improves efficiency and accuracy in computational science workflows.
QMatSuite is a platform that helps AI agents learn from computational materials science experiments by storing findings, retrieving past knowledge, and reflecting on results.