The document discusses the urgent need to address global warming caused by human activities, highlighting CO2 emissions and their effects on the environment. It emphasizes the potential of biomass energy as a sustainable alternative to fossil fuels and introduces single-atom catalysts (SACs) as innovative solutions for improving biomass conversion processes. The research aims to develop efficient catalysts that enhance selectivity and reactivity for sustainable production of bio-derived drop-in chemicals and fuels.