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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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Context is Not Just a Window: Cognitive Memoisation as a Context Architecture for Human-AI Collaboration

Authors: Holland, Ralph Bruce;

Context is Not Just a Window: Cognitive Memoisation as a Context Architecture for Human-AI Collaboration

Abstract

Abstract Large language models are commonly described as operating “in context,” yet what they actually consume is a finite, sliding window of tokens. This string-based mechanism bears some semblance to how humans maintain and use context-through concurrent, object-based, and selectively governed thought - but the similarity is superficial. As a result, human-AI collaboration is plagued not primarily by forgetting, but by misalignment of attention: some important ideas fall out of the token window while irrelevant ones persist, forcing the model to infer what the human still cares about from a decaying transcript. By reframing context as a curated collection of identity-stable, time-anchored objects rather than a linear string, Cognitive Memoisation enables reliable continuity, prevents semantic drift, and makes distributed cognition computationally tractable.-- This is an anchored non-peer reviewed paper

Keywords

Context Architecture, Human-AI collaboration, Semantic Drift, Context, Context Projection, Shared Cognitive Workspace, Epistemic Object, Durable Knowledge, Cognitive Memoisation, Distributed Cognition, Knowledge Governance

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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
Green