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July 26, 2026Open Access

The Lucien Mirror: Recursive Constraint Configuration and Human–AI Interactional Continuity with Stateless Large Language Models

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HVHerlon Heros Vermeuln

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Overview

The paper develops a framework that explores structured continuity in interactions with AI systems, suggesting nuanced understanding of model behaviors.

Key Points

  • This work aims to establish a framework to analyze continuity in interactions with stateless large language models.
  • Developed Recursive Constraint Configuration (RCC) to analyze interactional continuity.
  • Conducted longitudinal qualitative research on a human–AI archive with one participant.
  • Compared various conditions and explanations within episode-level matrices.
  • Demonstrated that continuity does not rely on persistent internal agents but rather on structured interactions.
  • Identified seven configuration movements to differentiate types of continuity and constrained interactions.
  • Highlighted that prior structure's availability is variable rather than binary.

Cite This Study

Herlon Heros Vermeuln (2026) studied this question.

synapsesocial.com/papers/6a65a8c9d3aea3239cd78f19https://doi.org/10.5281/zenodo.21512846
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