The Universal Quantum Transformer (UQT) introduces a new quantum-native computing architecture that enhances mathematical reasoning capabilities beyond classical neural networks, achieving deterministic generalization and significant computational efficiency. This innovation has been successfully tested on current IBM Quantum computers, indicating its practical applicability in artificial intelligence.