M. Karlsen

Standard geometric priors in autonomous scattering experiments systematically misassign nanoparticle morphology and size, a failure mode resolved here by embedding real-time ML-potential relaxation directly into the live data-collection loop.

Water release during metal oxide reduction is controlled by the evolution of nanopore structures, fundamentally altering our understanding of redox kinetics.