The equation provided is \[ | \mathbf{a} \times \mathbf{b} |^2 + | \mathbf{a} \cdot \mathbf{b} |^2 = 256. \] By utilizing the properties of cross and dot products, we can rewrite this as: \[ | \mathbf{a} \times \mathbf{b} |^2 = | \mathbf{a} |^2 | \mathbf{b} |^2 \sin^2 \theta \quad \text{and} \quad | \mathbf{a} \cdot \mathbf{b} |^2 = | \mathbf{a} |^2 | \mathbf{b} |^2 \cos^2 \theta. \] Substituting these into the original equation yields: \[ | \mathbf{a} |^2 | \mathbf{b} |^2 (\sin^2 \theta + \cos^2 \theta) = 256. \] Given that $\sin^2 \theta + \cos^2 \theta = 1$, the equation simplifies to: \[ | \mathbf{a} |^2 | \mathbf{b} |^2 = 256. \] With the information that $| \mathbf{b} | = 8$, we can substitute this value: \[ | \mathbf{a} |^2 (8)^2 = 256 \quad \Rightarrow \quad | \mathbf{a} |^2 \times 64 = 256 \quad \Rightarrow \quad | \mathbf{a} |^2 = 4 \quad \Rightarrow \quad | \mathbf{a} | = 2. \] Therefore, both Assertion (A) and Reason (R) are correct, with Reason providing a valid explanation for Assertion.