A multi-factor framework for identifying efficient bio-based activated carbons, a responsible innovation framework for megaprojects, and an advanced AI model for high-resolution canopy mapping were developed by researchers, showcasing the importance of sustainability in material selection, ethical innovation in megaprojects, and precise monitoring of forest biomass and carbon storage.