En bref — A compact snapshot of the landscape around Linear Normal Models (LNMs) and Linear Mixed Models (LMMs) in 2025, emphasizing robustness, numerical rigor, and cross-disciplinary applicability. This article surveys foundations, diagnostics, practical deployments, and future directions where numerical precision, symbolic reasoning, and modular design meet data-driven insight. In a world where data complexity …