The transition toward cleaner energy sources has intensified as governments, industries, and research organizations seek practical alternatives to conventional fossil fuels. Among the emerging renewable energy options, algae-derived fuels have attracted increasing attention due to their ability to support lower carbon emissions while utilizing renewable biological resources. Continued...