Complete the square in the quadratic form:
The real invertible linear transformation
sets , , , giving . The same transformation gives
Its signature is . By Sylvester's law of inertia no real invertible change of variables can turn this second form into a sum of three positive squares.
The trace of a square matrix is . Expanding a product and interchanging its finite sums gives
Hence every commutator has trace zero. Taking the trace of gives . Over the complex numbers, with , this forces
For that value, choose , or any commuting pair. For every nonzero the trace contradiction proves nonexistence. The finite matrix size is essential to this trace argument.
Differentiate the eigenvalue equation along the assumed smooth normalized eigenbranch:
Since is real symmetric, . Multiplying the differentiated equation by and using cancels the terms containing :
Thus the finite-dimensional Hellmann–Feynman theorem gives
Equivalently, differentiating the normalization gives and eliminates those terms from the derivative of . The proof needs the smooth eigenbranch assumed in the question; the smallest eigenvalue need not be differentiable at an arbitrary crossing without that assumption.

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