1. Continuous software releases
Package exa-AMD updates for MLIP relaxation, beyond-ternary motif libraries, AGA integration, disorder generation, and agentic workflow hooks.
Outlook
Next-stage priorities
The next stage turns released workflows into reusable community capability, versioned data, and trustworthy AI-managed scientific workflow control.
Forward plan
Outlook and next steps
2. Versioned scientific data
Release curated multicomponent motifs, generated prototypes, selected relaxed structures, hull metadata, and thermodynamic data products with clear provenance.
3. Agentic scientific workflow control
Demonstrate a bounded AI co-pilot that recommends calculations, monitors failures, manages HPC resources, and preserves human-controlled validation gates.
4. Application-driven validation
Use magnetic-materials searches, R-Mn-B-derived systems, and synthesis-pathway demonstrations to show that the workflows answer real materials questions.