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This work proves a dimension-independent weighted stability theorem for a directed noncommutative analogue of Mantel's theorem, which connects distributed quantum computing with noncommutative extremal combinatorics by identifying local collision probabilities with the weighted multiplicative energy of matrix-space decompositions.