Physics & Spacepreprint2026-08-31

The Morgan Cadenza Engine: A Phase-Separated Substrate Architecture for Persistent Embodied Machine Minds

Open access0 citations

Abstract

We propose a substrate architecture for a persistent embodied machine mind that resolves the stability–plasticity dilemma architecturally rather than algorithmically: by assigning the stable and plastic regimes of learning to two distinct phases of matter. A solid photonic core —trained network weights physically etched as nanostructures in fused silica, computing passivelyas light propagates through them — provides the stable, durable, portable identity ("the directory"). A surrounding living gel phase — biological or biomimetic neurons suspended in aconductive, perfusable hydrogel — provides plasticity, ongoing learning, and embodied sensing.Writes from gel to core are mediated by a privileged, non-conscious consolidation gate (the only holder of the "pen"), preventing self-curation of identity. Transduction between the phases uses the one carrier to which wet matter is transparent — magnetic fields — for core-to-gel broadcast (a designed endocrine analog), and optical voltage reporters for gel-to-core return (the core's native modality). A four-layer metabolism (passive optical computation; chemical fuel circulated in the gel; room-scale resonant power in the home environment; betavoltaic trickle for the consolidation gate) inverts the energetic profile of biological cognition: thinking is nearly free; only action is expensive. All seven component technologies exist independently in published literature; the assembled stack, to the authors' knowledge, does not. We present the architecture, its biological rhymes (cell, endocrine system, sleep consolidation), its open problems, and why theintegration — not any component — is the contribution.

// Source

View paper (DOI)Open access versionOpenAlexZenodo (CERN European Organization for Nuclear Research)Published 2026-08-31

Authors: Jeffrey Allen Morgan