The Planetary Health Optimization Algorithm balances human development with ecological sustainability, serving the flourishing of the whole community of life on Earth. It is grounded in the planetary boundaries framework of Johan Rockström and colleagues: the nine biophysical thresholds within which humanity can operate safely.