Research tools for reliable autonomy, starting with optical sensing and control.
We study how systems measure, act, and recover when their models are wrong.
- noether-ao: Differentiable adaptive optics with reproducible controller comparisons, sensor noise, delays, and fault injection.
- ProbeBench: Sequential optical calibration under measurement ambiguity, sensor noise, and limited photon budgets.