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Other literature type . 2026
Data sources: ZENODO
ZENODO
Other literature type . 2026
Data sources: Datacite
ZENODO
Other literature type . 2026
Data sources: Datacite
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CM-2 Normative Architecture

Authors: Holland, Ralph Bruce;

CM-2 Normative Architecture

Abstract

Abstract The Cognitive Memoisation (CM-2) Normative Architecture [note 1] defines a collection of normative invariants that, together with CM-2 protocol invariants, realise a portable architectural mechanism for enforcing Attention preservation within LLM-mediated inference systems. The architecture addresses the Governance Attention Axis as a primary UN normatively enforceable concern. The central thesis of the architecture is that projected normative Reference Object Collections (ROC) of Reference Objects (RO), governed by normative consistency guarding, provide deterministic detection of Attention deficit, where (in CM-2) Attention is defined as participation in Inference. Incoherence - such as the ejection of Epistemic Objects (EO) or other required artefacts from Inference - is treated as a precursor to phenomena commonly described as drift or forgetfulness. Participation in Inference is a precondition for epistemic effect. When required epistemic artefacts fail to participate in Inference, their influence becomes null. In contemporary LLM systems, such exclusion may occur silently due to truncation, salience pressure, summarisation, probabilistic reconstruction, or context eviction - leading to drift, expulsion, or authority inversion. CM-2 transforms this silent exclusion into an explicit, normatively detectable violation, which is then deterministically remediated. While improvements across other Governance Axes may arise as a consequence of sustained Attention preservation, this architecture normatively enforces only the conditions required for deterministic detection and remediation of Attention deficit within single-session scope. Such artefacts may include RO, EA, EO, governed knowledge, constraints, scope declarations, or any other normatively relevant material required for coherent Inference.

Keywords

AI Governance, Authority, State Continuity, Epistemic Custody, Legibility, Epistemic Attribute, Epistemic Object, Knowledge Governance, Context Architecture, Semantic Methodology, Agency, Governance Diagnostics, Reference Object Collection, Auditability, Constraint Enforcement, Attention Deficit, Governance Frameworks, Stateless LLM Interaction, Recovery and Repair, Durable Knowledge, Distributed Cognition, Normative Fixivity

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average