A Modular Cognitive Model for Solving Complex Problems Based on "Memory Fragments"

Memory Fragments V2 introduces a modular memory architecture built on discrete knowledge fragments that activate conditionally. Version 2 adds the Appeal Trial—a sandbox workspace where the AI can fuse, modify, and reorganize fragments without altering the stable archive. Every proposed change requires explicit user approval; approved trials become new static fragments tracked in a directed acyclic graph of versions. The system leverages automatic metrics—token cost, functional coverage, hallucination risk—and maintains an audit trail to guarantee interpretability, token efficiency, and human governance of information

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2024-12-21
DOI
https://doi.org/10.5281/zenodo.14534719
Primary Topic
Oil Palm Production and Sustainability
Type
article
Field-Weighted Citation Impact
0.00
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article

A Modular Cognitive Model for Solving Complex Problems Based on "Memory Fragments"

Zenodo (CERN European Organization for Nuclear Research)
Oil Palm Production and Sustainability
article

A Modular Cognitive Model for Solving Complex Problems Based on "Memory Fragments"

article en

Abstract

Memory Fragments V2 introduces a modular memory architecture built on discrete knowledge fragments that activate conditionally. Version 2 adds the Appeal Trial—a sandbox workspace where the AI can fuse, modify, and reorganize fragments without altering the stable archive. Every proposed change requires explicit user approval; approved trials become new static fragments tracked in a directed acyclic graph of versions. The system leverages automatic metrics—token cost, functional coverage, hallucination risk—and maintains an audit trail to guarantee interpretability, token efficiency, and human governance of information

Zenodo (CERN European Organization for Nuclear Research)
Oldham Council (GB)
Peace, Justice and strong institutions
Openalex Percentile: Top 60%
Oil Palm Production and Sustainability
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