Research at the interface of algorithms and hardware for superconducting qubits: gate and coupling design, adiabatic and chemistry simulations, noise-aware modeling and benchmarking. Builds open-source quantum machine learning tools and automated pipelines, applying quantum/AI to industrial optimization and robotics.