Exclusion-Reshaped Preparation Contextuality in E8 Neural-Geometric Encoding — E8 Intelligence Research

E8 ANALYSIS PIPELINE — derived from: Quantum SCOUT E8 geometry reveals that exclusion-driven dequantization reshapes preparation contextuality not merely as a computational boundary effect but as a geometric transition in how neural-bridge encoding operates along the E8 lattice: anisotropic conditions disclosed by NGUT-01 manifest as asymmetric exclusion signatures across specific E8 node clusters, producing a redefined operational manifestation of preparation contextuality where information structure within the lattice is reshaped fundamentally — not merely bounded — by exclusion rather than simply constrained, establishing that exclusion geometry writes new encoding rules for quantum-to-classical transition boundaries within E8 storage. E8 NODES: Original finding: "Exclusion reshapes the operational manifestation of preparation contextuality" Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com