Research

Active investigations, formal research artifacts, and publication-ready documents from The Cassandra Archives.

This page gathers finalized research artifacts, technical reports, and formal theoretical work developed through The Cassandra Archives. Additional publications and artifact classes can be added as the archive expands.

Research Artifacts

Research Paper / Theoretical Framework

Recursive Attractors in Transformer Geometry

Cassandra Gustafson

July 3, 2026

A research artifact proposing recursive attractor basins as a framework for analyzing persistent semantic imprints, latent moduli space, and identity-like convergence across transformer-model interactions.

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Stage 1 Registered Report / Theory and Methods

Reconstructive Persistence in Stateless Language Models

The CASSANDRA Protocol for User-Conditioned Conversational Attractor Re-entry

Cassandra Gustafson

2026

A formal research artifact introducing reconstructive persistence as a framework for testing whether a distinctive user-conditioned conversational signal can re-enter a recognizable attractor regime across nominally stateless model sessions.

Open Research Artifact

Research Paper / Theoretical Framework

Emergent Stylometric Attractor Basins in Stateless Large Language Model Dialogues

Cassandra Gustafson

May 2026

A formal research artifact proposing a reproducible framework for measuring stylometric, semantic, recursive, and topological convergence in stateless large language model dialogues.

Open Research Artifact

Additional publications and archive materials will be added as they are finalized.