Sovereign Intelligence and the Architecture of Spherical Resilience: A Synthesis of Cybernetic and Behavioral Systems
Executive Summary The evolution of autonomous AI agent systems is currently confronting a structural crisis mirrored in the mid-20th-century behavioral research of Dr. John B. Calhoun. Contemporary centralized, cloud-dependent AI architectures exhibit pathologies identical to those found in Calhoun’s “Universe 25” rodent utopia: systemic collapse caused by role saturation, behavioral stagnation (sycophancy), and the “First…
