Solve for real .
Note that every term on the left is nonnegative. For real , and , and multiplying the first by the positive constant preserves that. So the left-hand side is a sum of two nonnegative quantities.
Use the zero-sum principle for nonnegatives. A sum of nonnegative numbers equals only when every term is . Here that forces i.e. and simultaneously.
Spot the contradiction. A single number cannot be both and , so no real satisfies both conditions. The equation therefore has no real solution.
Confirm algebraically by expanding. and , so the equation becomes
Check the discriminant of the expanded form. , which independently confirms there is no real root. The margin is small, which is exactly why the structural argument in the earlier steps is safer than decimal arithmetic here.
Read the practical meaning. This is the residual of a least-squares fit: the minimum of occurs at with value . The best compromise between and is , but the sum never actually reaches zero.
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