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We establish two-sided Gaussian bounds for the fundamental solution of second-order parabolic operators in non-divergence form under minimal regularity assumptions. Specifically, we show that the upper and lower bounds follow from the local boundedness property and the weak Harnack inequality for the adjoint operator , respectively. This provides a simpler and more direct proof of the Gaussian estimates when the coefficients have Dini mean oscillation in , avoiding the use of normalized adjoint solutions required in previous works.

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