Biofuels are seen as a cleaner alternative to fossil fuels for transportation. Different generations of biofuels, like algal-based fuels and CO2-to-fuels, are being developed to reduce greenhouse gas emissions. Nanoparticles are being used to improve biofuel production. These advancements could lead to a more sustainable energy future and help combat climate change.