The visual for the Marginal and Conditional of 2 dimensional gaussians has the same variance
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mak2508 commented
In this figure, we see the same variance value for sigma_Y and sigma_(Y|X), no matter the value of X. While in principle this could happen, I think this is generally not true based on the formulas for the marginal and conditional variances, and could lead to misinterpretation.