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#| label: atlas-functions
# ===========================================================================
# PART 1: Quadratic feature helpers
# ---------------------------------------------------------------------------
# These functions implement the d=2 specialization of the general quadratic
# feature map. For general d, phi(xi) would have choose(d+1, 2) components.
# For d=2 it has exactly 3: (xi1^2,...
