We introduce and study a Fisher information metric associated to the conjugate heat kernel of a Ricci flow . This tensor measures, at a fixed scale, how the pointed heat-kernel measure changes when the base point is moved. We prove that is monotone in scale and satisfies . We relate its trace to the pointed Nash entropy and prove a matrix square identity for the Fisher defect This identity gives a rigidity theorem for the equality case; on closed connected flows one has the strict inequalities at every positive scale, while in the complete case equality forces a Euclidean splitting. We also develop several consequences of this point of view. These include a sharp reverse Poincaré inequality for the heat semigroup, a contraction formula for -divergences along conjugate heat flow, and a canonical construction of heat-kernel splitting maps from large eigenvalues of the Fisher endomorphism. As applications, we relate pointed Nash entropy close to to small Fisher deficit at comparable scales, and we obtain a codimension-one Fisher-metric criterion for applying Bamler’s -regularity theorem.

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