Vlad Zotta

Safety-Constrained Architecture Development: Preregistered Causal Experiments and Bounded Scientific Ledgers for AI Systems

Exploratory AI architecture research gives the same team unusually broad control over benchmark construction, implementation, metric selection, threshold choice, reruns, and interpretation. That concentration of discretion creates opportunities for outcome-driven design changes,...

Safety-Constrained Architecture Development: Preregistered Causal Experiments and Bounded Scientific Ledgers for AI Systems

Exploratory AI architecture research gives the same team unusually broad control over benchmark construction, implementation, metric selection, threshold choice, reruns, and interpretation. That concentration of discretion creates opportunities for outcome-driven design changes,...