Methodological Foundations of Adaptive Axis Systems in Human–AI Coupling

Adaptive Axis Systems – Methodological OverviewThis short methodological paper introduces the concept of adaptive axis systems for reflexive human–AI collaboration. The framework integrates human reflection and machine adaptability through axis-based reasoning and an internal order-keeper layer that maintains coherence and governance compliance. It contributes to the field of adaptive and reflexive AI methodologies by formalizing dynamic stability and auditability within a single conceptual architecture..