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Research

I’m interested in QuantumAGI as a long-term possibility: how quantum systems could contribute to general intelligence, and how AI could change the way we develop and use quantum computation.

Agents for Science

Building and evaluating agents that work with scientific knowledge, conduct investigations, and connect their conclusions to evidence.

From a question to a checked result

  1. Ask a question

    The agent turns a research question into a plan.

  2. Use scientific tools

    It runs calculations in a virtual laboratory and revises as results return.

  3. Check the conclusion

    A separate check compares the result with independent evidence.

How can agents contribute to scientific research and produce conclusions we can check?

Quantum-Harbor · QIQCBenchRead paperExplore QIQCBench demosOriginal figure

Quantum Computing

Quantum algorithms for learning and inference, differential equations, phase estimation, and rare-event discovery.

Computing through open-system evolution

  1. Encode the problem

    The problem sets the initial quantum state.

  2. Compute with dissipation

    Engineered couplings release energy to a cold environment and steer the state toward a target.

  3. Read out the answer

    Measuring the final state recovers the solution.

How can quantum algorithms improve learning, inference, and scientific computation?

Dissipative quantum algorithmsRead paperOriginal figure

Learning Quantum Systems

Learning states and dynamics from limited measurements, using locality, graphical structure, and the observables we care about.

From local observations to a model

  1. Unknown interactions

    Couplings and dissipation inside the system are hidden.

  2. Measure locally

    A probe runs short experiments on small patches; each observation narrows the uncertainty.

  3. Infer the dynamics

    The local evidence combines into a model of couplings and dissipation.

What can restricted observations identify without full tomography?

Learning local quantum dynamicsRead paperOriginal figure

All publications & preprints