Why Model Internals Decide Production Success: A Systems Engineers Deep Deconstruction

Abstract - As a Principal Systems Engineer, the mission here is to deconstruct the operational mechanics that actually determine whether an AI model behaves predictably in production. This is not a feature-list piece; it's an anatomy lesson on the sy...