Integrates spectral imaging, handheld spectroscopy, and machine learning to enable in‑situ detection and sanitation monitoring. Uses multi‑mode data fusion to classify biofilms and food freshness and to evaluate plant stress, translating lab analytics into real‑time tools for food safety.