Drawing on evolutionary game theory, Nobel Prize-winning research on commons governance, and evidence from biology to artificial intelligence, A Unified Theory of Self-Organizing Systems presents a radical reframing: in peer systems with shared environments and repeated interaction, cooperation is the default. Antagonism is the anomaly that requires explanation.