Rapid and Automated Alloy Design with Graph Neural Network-Powered Large Language Model-Driven Multi-Agent AI The search for new materials with enhanced mechanical properties has previously been constrained by the sheer complexity of the compositional design space. Multi-principal element alloys offer excepti... alloy design artificial intelligence computational materials dislocation dynamics graph neural networks machine learning materials science multi-agent systems