The variables are complex inclinations, despite the question's description as eccentricities. Diagonalize the Laplace-Lagrange inclination matrix: let real eigenvectors satisfy , and form . The physical matrix is diagonalizable by positive diagonal symmetrization of a matrix, as shown below.
The matrix exponential solution is
Write with , and define . This gives
The eigenvalues determine nodal precession frequencies, the eigenvectors determine relative inclinations within each secular eigenmode, and the initial complex inclinations determine their amplitudes and phases. The real can have either sign, encoding opposite nodal phases. The zero-frequency mode is a common fixed tilt.

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