MENTAL ONE is an end‑to‑end differentiable engine for psychiatric and neurological diagnosis, trajectory prediction, and treatment design. It unifies Semantic State Contraction (SSC), Self‑Organised Criticality (SOC) with a learnable kernel, Renormalisation Group (RG) filtering, Itō processes, and control‑theoretic interventions into a single, vendor‑neutral PyTorch workflow.