KilnSight optimizes industrial wood drying for any species and kiln configuration. A high-fidelity digital twin captures the coupled heat and mass transfer between the heat pump, kiln chamber, and wood moisture-stress behavior — and a multi-agent reinforcement learning policy generates drying schedules that adapt in real time to sensor data.