ORIENTATION, NOT OVERCLAIM.
A theoretical reframe casting a subset of deep-network training instabilities as parametric resonance under the Mathieu equation, with Floquet monodromy spectra as computable stability boundaries. The work is an open research program with falsifiable predictions, not a closed result. No live filing.