Quantum AI Report

The convergence of Quantum with AI

Fermilab SQMS Center

The Superconducting Quantum Materials and Systems (SQMS) Center is a U.S. Department of Energy National Quantum Information Science Research Center led by Fermi National Accelerator Laboratory, launched in 2020 with about $115 million in DOE funding over its first five years. Its research combines superconducting qubits, materials science, and cryogenic engineering, using techniques such as niobium superconducting radio-frequency cavities and 3D transmons to extend qubit coherence times; related work applies cavity-based superconducting devices as quantum sensors, including axion dark matter searches. It is a multi-institution consortium of national laboratories, universities, and industry partners rather than a commercial company.

AI-written profile · not yet reviewed · 3 October 2026

Headquarters
Batavia, Illinois, USA
Founded
2020
Status
Private

Coverage

Fermilab SQMS Center Identifies Microscopic Origins of Qubit Performance Variance Across Superconducting Transmons

Researchers at Fermilab's SQMS Center have traced significant variation in superconducting transmon coherence times to nanometre-scale differences in fabrication geometry and the presence of surface oxides. These microscopic features were associated with up to twofold swings in qubit performance. The resulting materials-level data is intended to feed device models and automated qubit calibration pipelines.

OutlookPlausible

ML-driven calibration pipelines could ingest these fabrication geometry and oxide signatures to flag low-coherence qubits early and adjust tuning strategies before standard characterization, reducing calibration overhead on multi-qubit devices.