An integrated discovery engine that pairs a first-of-its-kind optogenetic screening platform with novel chemistry tools and machine learning. Light-controlled activation of cellular stress and aging pathways generates high-throughput, high-fidelity datasets; AI models trained on those datasets propose molecules, which are then validated experimentally and fed back into the platform.