KN for Martians: A First Contact Framework

This document introduces the Kuro Nova (KN) framework using a thought experiment designed for non-human intelligence. It presents KN as a symbolic stabilization function for memory-bearing fields, offering a conceptual and mathematical architecture for modeling symbolic cognition, modular feedback, identity retention, and phase-sensitive symbolic evolution. Originally developed to resolve instability in deep learning and quantum systems, KN is here reimagined as a first-contact cognitive stabilizer - a universal principle for recursive thought, symbolic structure, and coherent self-formation. The paper includes a visual primer and a technical appendix outlining identity stability, loop feedback, and temporal phase drift under modular KN fields.