Why MoE
Noetic tasks span science, code, finance, formal reasoning, language, and operational control. Sparse experts offer a path to specialization without monolithic activation cost.
Routing discipline
The router carries balancing and regularization objectives. Expert collapse is a measurable failure mode, not an implementation detail to ignore.
Scale profile
The Sovereign and Frontier configurations describe the released architecture families. Parameter counts, active compute, and evaluation evidence are kept explicit so capability claims remain tied to measured behavior.
