Cross-Modal Knowledge Distillation for smart agriculture microgrid orchestration in carbon-negative infrastructure

The author encountered challenges building a multi-agent AI system for a carbon-negative smart agriculture microgrid due to conflicting data across different modalities. This led to the realization that cross-modal alignment, rather than individual agent intelligence, was the key problem for orchestrating the system effectively.