Building TENURE: An enterprise-grade, earned-autonomy decision engine for commerce and industrial workflows powered by Google DeepMind Gemma on AMD ROCm cloud infrastructure. Replaying historical operational decisions to statistically prove alignment and automate high-stakes actions with audit-grade governance.