Published December 30, 2025
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Cognitive Memoisation: LLM Systems Requirements for Knowledge Round Trip Engineering
Description
Open, Unclassified Requirements for CM-Compatible LLM Selection in RT-KE Systems
This document is open, unclassified, and vendor-neutral. It defines capability requirements only and contains no operational, organisational, or classified information.
1. Scope and Intent
This document defines open, unclassified requirements for selecting large language models (LLMs) suitable for Cognitive Memoisation (CM) and Round-Trip Knowledge Engineering (RT-KE) workflows.
The intent is to enable transparent evaluation of LLM platforms for governed, durable knowledge engineering, rather than transient conversational use.
These requirements apply equally to:
- research systems
- enterprise deployments
- on-premise installations
- API-based services
- self-hosted models
They are independent of licensing, vendor, hosting model, or user interface.
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Cognitive Memoisation_ LLM Systems Requirements for Knowledge Round Trip Engineering - publications.pdf
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Related works
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- Publication: https://publications.arising.com.au/pub/Cognitive_Memoisation:_LLM_Systems_Requirements_for_Knowledge_Round_Trip_Engineering#categories (URL)