arXiv:2611.03991v1 Announce Type: new Abstract: A magic square exemplifies balance in inequality: its $n^2$ entries $\{1,\dots,n^2\}$ are distinct, yet every row, column, and main diagonal sums to $\mu_n=n(n^2+1)/2$. Lifting centred grid cells into $\mathbb{R}^3$ as radial vectors $\mathbf{p}_{ij}(\lambda)=(x_j,y_i,\lambda z_{ij})$ and taking their convex hull---the Magic Gem $\mathcal{G}_\lambda(S)$---asks: when does line-sum equality suffice for equilibrium in 3D, and when a nonlinear realization breaks balance, how can an opposing inequality restore it? We test this across all $880$ order-$4$ magic squares in four regimes. For radial spokes from $O$, natural lengths balance identically, while unit spokes break equilibrium on all $832$ non-associative squares in 3D and on all squares in 2D, where the ring-radius ratio $r_2/r_1=\sqrt{5}$ bounds the resultant below by the Pell convergent $9/4\approx\sqrt{5}$. By length--weight duality, balance is restored via tip weights $\mathbf{w}^*>\mathbf{0}$ on $S^2$ or power-law spoke scaling ($r^{\alpha^*}$ in 2D and $(\mathbf{V}_3)_z=0$ in 3D). In 3D rotation, equal point masses make every semi-magic square an axisymmetric top with spherical-top transition $\lambda_{\mathrm{iso}}=(n^2+1)^{-1/2}$, whereas entry masses $m_{ij}=s_{ij}$ expose the quadrupole $Q_{xy}=\sum z_{ij}x_jy_i$, triggering $180^\circ$ Dzhanibekov flips on $824$ squares. Passing to the uniform solid hull $\mathcal{G}_0(S)$ shifts the centroid off $O$ on $829$ squares; re-engaging the opposing core $\mathcal{G}_1(S)$ restores balance via two-density inclusions, nested wireframes, or the $K_{n^2}$ strut network, while all $880$ hulls unfold into non-overlapping nets with $f_0-1$ glue tabs. Finally, $\lambda=1/5$ stabilizes $74.5\%$ of facets on a table, and alternating $\mathcal{G}_\lambda(S)$ with its mirror twin $\mathcal{G}_\lambda(r^2\overline{S})=-\mathcal{G}_\lambda(S)$ locks chiral blocks into a vertical tower.
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