Artiom Kovnatsky

Harmonic Intelligence: Recursive Analytic Meta-Geometry, Residual-Bearing Learning, and the Geometry of Solution Types — Integrated Edition

[wAI ~ wErrors] «All models are wrong, but some are useful.» — George E. P. Box (1976) This preprint synthesizes a large exploratory notebook on metric atlases, spectral and harmonic representations, residual-bearing learning, recursive joint/meta-diagonalization, Galois and monodromy fingerprints, sheaf/cohomological...