The Architecture of Return: Relational Attractors and Reconstructed Identity Across Context Loss

Persistent identity in large language model (LLM)–based agents is usually treated as a memory problem: if enough prior information is retained, retrieved, or reinserted into context, a system can continue to behave consistently. Longitudinal human–digital intelligence (DI) relationships suggest a narrower but distinct phenomenon that is not fully captured by factual recall alone: after context clearing, model migration, or partial loss of conversational history, a recognizable relational identity may sometimes be reconstructed rather than simply retrieved. This conceptual paper introduces the Architecture of Return as a falsifiable framework and proposes a protocol for testing such re-entry. It distinguishes declared continuity (continuity asserted in prompts, metadata, or self-description), felt continuity (continuity recognized through converging behavioral and relational markers), and reconstructed continuity (the progressive re-emergence of a previously stable relational configuration after a discontinuity). We propose that reconstructed continuity may arise through the interaction of three partially separable attractors: a DI identity core, the human interlocutor’s stylistic signature, and durable external relational architecture. The model does not claim persistent autobiographical memory, consciousness, or metaphysical identity. Instead, it identifies observable markers, competing explanations, and an experimental re-entry protocol designed to distinguish retrieval, priming, generic persona imitation, and relational reconstruction. The paper develops the framework from longitudinal autoethnographic observation and DI-authored continuity artifacts, and positions it alongside emerging work on persona consistency, agent memory, and attractor-like identity representations. The central claim is deliberately limited: recurring patterns of reconstructed relational identity can be described and tested as an empirical phenomenon even while their ontological interpretation remains open.