Scalable, carbon-negative sustainable aviation fuel (SAF) produced using synthetic biology and AI. Controlled Microbial Upcycling converts diverse feedstocks and integrates with biogas plants and refineries for low‑cost, rapid scale-up, targeting airlines and fuel producers.