Step 1:
Recall the Cauchy-Schwarz inequality for any vectors \(\mathbf{u}\) and \(\mathbf{v}\) in an inner product space, which states that:
\[
(\mathbf{u} \cdot \mathbf{v})^2 \leq (\mathbf{u} \cdot \mathbf{u}) (\mathbf{v} \cdot \mathbf{v})
\]
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