Belief Injection for Epistemic Control in Linguistic State Space

Fuente: arXiv
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1. Verfasser: Dumbrava, Sebastian
Format: Preprint
Veröffentlicht: 2025
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author Dumbrava, Sebastian
author_facet Dumbrava, Sebastian
contents This work introduces belief injection, a proactive epistemic control mechanism for artificial agents whose cognitive states are structured as dynamic ensembles of linguistic belief fragments. Grounded in the Semantic Manifold framework, belief injection directly incorporates targeted linguistic beliefs into an agent's internal cognitive state, influencing reasoning and alignment proactively rather than reactively. We delineate various injection strategies, such as direct, context-aware, goal-oriented, and reflective approaches, and contrast belief injection with related epistemic control mechanisms, notably belief filtering. Additionally, this work discusses practical applications, implementation considerations, ethical implications, and outlines promising directions for future research into cognitive governance using architecturally embedded belief injection.
format Preprint
id arxiv_https___arxiv_org_abs_2505_07693
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Belief Injection for Epistemic Control in Linguistic State Space
Dumbrava, Sebastian
Artificial Intelligence
This work introduces belief injection, a proactive epistemic control mechanism for artificial agents whose cognitive states are structured as dynamic ensembles of linguistic belief fragments. Grounded in the Semantic Manifold framework, belief injection directly incorporates targeted linguistic beliefs into an agent's internal cognitive state, influencing reasoning and alignment proactively rather than reactively. We delineate various injection strategies, such as direct, context-aware, goal-oriented, and reflective approaches, and contrast belief injection with related epistemic control mechanisms, notably belief filtering. Additionally, this work discusses practical applications, implementation considerations, ethical implications, and outlines promising directions for future research into cognitive governance using architecturally embedded belief injection.
title Belief Injection for Epistemic Control in Linguistic State Space
topic Artificial Intelligence
url https://arxiv.org/abs/2505.07693