Terra Quantum has introduced QMM-Enhanced Error Correction, a hardware-validated, measurement-free method that suppresses quantum errors and improves fidelity on existing processors without architectural changes. Validated on IBM’s superconducting processors, the QMM layer functions as a lightweight, unitary “booster” that enhances fidelity without mid-circuit measurements or added two-qubit gates, offering a powerful alternative to traditional surface codes. A single QMM cycle achieves 73% fidelity, is entirely unitary, and is feedback-free. When combined with a repetition code, logical fidelity increases to 94%, representing a 32% gain achieved without the addition of CX gates. In hybrid workloads such as variational quantum classifiers, QMM reduces training loss by 35% and halves run-to-run performance variance. Simulations show that three QMM layers can achieve error rates comparable to those of a distance-3 surface code, while requiring ten times fewer qubits. QMM is especially relevant in environments where traditional error correction is impractical or cost prohibitive. It addresses core challenges across photonic and analog platforms where mid-circuit measurements are infeasible, cloud-based quantum systems that demand minimal gate depth and latency, and hybrid quantum-classical applications, where even marginal stability gains translate to significant performance benefits. Terra Quantum’s QMM layer introduces a new architectural class for quantum systems. Think of it as a quantum tensor core: a compact, circuit-level module that boosts fidelity and suppresses coherent errors without increasing circuit depth or gate count. With up to 35% error reduction, seamless integration, and no extra two-qubit operations, QMM enables more performance per qubit, per dollar, and watt. For hardware vendors, system integrators, and developers, this provides a clear path toward scalable, fault-tolerant quantum computing without requiring redesign of the stack.