Focus on preserving adherent cells and tissue models using biomaterial mechanics, microfluidic vitrification, and non‑contact optical readouts. Quantifies diffusion and hydrogel crosslinking to enable scalable bioprocessing, drug screening, and cell therapy manufacturing.