Open access
Physics-grounded multi-agent architecture for traceable, risk-aware human–AI decision support in manufacturing
Danny Hoang
Ryan Matthiessen
Christopher Miller
Nasir Mannan
Ruby ElKharboutly
David Gorsich
Matthew P. Castanier
Farhad Imani
Oct 2026 · Journal of Manufacturing Systems
Digital Transformation in Industry