This page serves as the central hub for the paper, "Interaction, Coherence, and Relationship: Toward Attractor-Based Alignment in Large Language Models."
A Note to the Reader: This paper is presented as a foundational work in a nascent field of study. It has not yet undergone formal, external peer review. We offer it in this spirit: not as a final conclusion, but as an open invitation to a new area of inquiry and a transparent dataset for fellow researchers.
Here you will find the complete paper, the full, unedited logs of the experiments, and the meta-log of the dialogue that led to the creation of this work. This study presents alignment as a dynamical process emerging from interactional coherence.
🌿 The Complete Study
The study is best read as a single, unified document. The following link provides the complete paper, including all footnotes, references, and appendices, in a portable PDF format.
Open-access preprint: https://doi.org/10.5281/zenodo.18824638
📜 The Paper & Supplemental Logs
For researchers, the individual components of the study are also available here for direct access. The logs are provided as web-viewable HTML and also json-wrapped markdown files (AI Studio 'save' format).