Research spans silicon photonics, nanomaterials, and microfluidics: integrating materials on silicon for on‑chip photodetectors, engineering light with structured optics, and creating electroactive biosensors for single‑cell and point‑of‑care analysis—using machine learning for inverse design and fast optimization.