Cumulative Cognitive Architecture: Empirical Validation of Human-Analogous Memory Principles Across Large Language Models

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Authors: Timothy Antonson
Cited by: 0

Abstract

This study introduces and empirically validates the Cumulative Cognitive Architecture Hypothesis (CCAH): AI memory performance improves through two orthogonal dimensions — architectural sophistication (No Memory → Basic RAG → Cognitive Memory implementing 10 cognitive science principles) and structured cognitive scaffolding (Trinity framework: explicit identification of Rules, Constraints, and Fear/failure-mode elements) — where each dimension contributes independently measurable gains with potential interaction effects when combined. A prior study (Study 1; N=2,470 trials, 6 LLM platforms) validated the Trinity intervention with d=0.64 (p

Fields of Study & Subjects

Topic Modeling AI-based Problem Solving and Planning Psychiatry Mental Health Neuroscience

Publication details

Journal / source
Open Science Framework
Publication date
1 January 2026
Language
EN