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When a conflict arises in a smart city application, such as a neural network forecasting vehicle congestion that would push pollution levels beyond acceptable thresholds, the symbolic aggregator in the Neuro Symbolic Neuro architecture identifies the conflict and directs all networks to converge on a coordinated strategy, such as adjusting traffic signals or advising public transport usage.

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