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This paper proposes Adaptive Hybrid PSO (AHPSO), which uses a sigmoid function on swarm diversity to automatically modulate gradient influence during search. Results show it outperforms standard PSO and rivals CMA-ES on certain problem classes, but the advantage is not universal.