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ZENODO
Preprint . 2026
License: CC BY SA
Data sources: ZENODO
ZENODO
Preprint . 2026
License: CC BY SA
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY SA
Data sources: Datacite
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An Argument for Externalized Epistemics

Authors: Khimani, Aliasgar;

An Argument for Externalized Epistemics

Abstract

Where should an AI agent's knowledge live? Three options exist: in model weights (learned memory), in the context window (session-scoped), or in an external epistemic store (persistent, auditable). We argue that externalization is not merely convenient but architecturally required for agents that must maintain coherent beliefs over time, coordinate with other agents, or submit to audit. We present convergent evidence from five domains: information theory (neural networks have a capacity ceiling of ~3.6 bits per parameter), optimization theory (catastrophic forgetting is geometric, not incidental), interpretability (superposition and nonidentifiability make "what does the model believe?" ill-posed), distributed systems (multi-agent coordination requires shared substrate per CAP theorem), and neuroscience (biological memory externalizes episodic content before slow consolidation). We formalize these constraints as the Externalized Epistemics Thesis and present Layered Epistemic Agent Protocol (LeAP) as an architecture satisfying these requirements. CITE (Context In Tiered Epistemology) implements LeAP with four cognitive layers, write-time coherence enforcement, and AGM-compliant belief revision.

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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