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A cybernetic runtime environment for AI agent swarms. Utilizes the topological geometry of the K4 Algebra of Four-Fold Distinction, Hamiltonian path navigation, and algebraic metrics to enforce structural coherence and self-correction across scale-invariant agent devolutions.