The Auburn Framework: Geometric Constraints on Critical Transitions in Physical Systems (Theoretical & Validation Abstract)

This document presents the Auburn Framework, a geometric risk engine derived from the 3D incompressible Navier-Stokes equations that predicts rupture in seismic and atmospheric systems with 86% blind-test accuracy.Commercial Status: > This preprint contains the theoretical basis and validation data. Operational specifications, parameter calibrations (λd​, weights), and production-ready JSON/Python pipelines are redacted and available only for institutional partnership or licensing. Contact for Full Technical Manuscript: UncleBroFields@proton.me