TetraMem-XL: A Tetrahedron-Based Eternal Memory System with Topological Self-Organization and Dream-Driven Emergence

TetraMem-XL is a pure geometric AI memory system that stores memory on 3-simplices (tetrahedra) in a dynamic simplicial complex. All retrieval and association operate via topological BFS along shared faces, edges, and vertices—zero vector embeddings. Core principles: Eternity (no deletion/decay), Integration (abstract reorganization), Self-Emergence (dream cycles), Closed-Loop Cognition (Memory → Think → Execute → Reflect → Integrate → Dream → Memory). Features: 7-dimensional fusion quality scoring, DreamProtocol (THINK→EXECUTE→REFLECT), DreamStore with provenance tracking, Ghost Cell v2 for distributed consistency, Persistent Homology-driven self-organization. 125+ tests, 0 regressions.

Authors

Publication Details

Journal
Open MIND
Published
2026-04-14
DOI
https://doi.org/10.5281/zenodo.19563949
Primary Topic
Topological and Geometric Data Analysis
Type
article
Field-Weighted Citation Impact
0.00
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article

TetraMem-XL: A Tetrahedron-Based Eternal Memory System with Topological Self-Organization and Dream-Driven Emergence

Qihang Liu
Open MIND
Topological and Geometric Data Analysis
article

TetraMem-XL: A Tetrahedron-Based Eternal Memory System with Topological Self-Organization and Dream-Driven Emergence

Qihang Liu
article en

Abstract

TetraMem-XL is a pure geometric AI memory system that stores memory on 3-simplices (tetrahedra) in a dynamic simplicial complex. All retrieval and association operate via topological BFS along shared faces, edges, and vertices—zero vector embeddings. Core principles: Eternity (no deletion/decay), Integration (abstract reorganization), Self-Emergence (dream cycles), Closed-Loop Cognition (Memory → Think → Execute → Reflect → Integrate → Dream → Memory). Features: 7-dimensional fusion quality scoring, DreamProtocol (THINK→EXECUTE→REFLECT), DreamStore with provenance tracking, Ghost Cell v2 for distributed consistency, Persistent Homology-driven self-organization. 125+ tests, 0 regressions.

Open MIND
Reduced inequalities
Openalex Percentile: Top 6%
Topological and Geometric Data Analysis
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