This is not an approximation, a surrogate model, or machine learning. It is analytic geometry evaluated exactly on every call. The same inputs always produce the same outputs — no stochastic noise, no training data, no convergence failures. And because analytic evaluation is O(N) instead of O(N³) or worse, what takes an HPC cluster hours takes GDBS milliseconds in your browser.
For those interested in the underlying framework — the geometric derivation and galaxy rotation curve validation are published on Zenodo: https://zenodo.org/communities/dso-framework/. The plasma module is one application of a broader geometric database system.
This derives beta_N ≈ 3 (the Troyon limit) from a 7D geometric framework using delta-W and ShapeMatrix eigenvalue methods — no Grad-Shafranov PDE solver, no HPC cluster, runs entirely client-side in WebAssembly. Covers circular tokamak, shaped tokamak, negative triangularity, stellarator, FRC, and eigenmode configurations. The full 13D version with simulation and coherence analysis runs at getvaultsync.com. Built by a small team in Arkansas. Happy to answer questions about the math.
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