AI-Augmented Impact Frames: A Closed-Loop Architecture for Purpose-Aligned Decisions

This paper introduces a closed-loop decision architecture for aligning institutional purpose with operational decisions in AI-mediated environments. It presents the concept of impact frames as structured representations linking intent, evaluation criteria, and feedback signals. The paper shows how AI systems can both stabilise and transform interpretive structures, affecting how meaning is encoded and acted upon. It contributes a design-oriented perspective on governance architectures capable of maintaining alignment under conditions of complexity and technological mediation. This paper is part of the Coherence Programme. Further materials and companion papers are available at: https://thecoherenceprogramme.org/

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Publication Details

Journal
Knowledge Commons (Lakehead University)
Published
2026-06-12
DOI
https://doi.org/10.17613/4a16t-6bm06
Primary Topic
Systems Engineering Methodologies and Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

AI-Augmented Impact Frames: A Closed-Loop Architecture for Purpose-Aligned Decisions

Robin Edgard Ulrik Mertens
Knowledge Commons (Lakehead University)
Systems Engineering Methodologies and Applications
article

AI-Augmented Impact Frames: A Closed-Loop Architecture for Purpose-Aligned Decisions

Robin Edgard Ulrik Mertens
article en

Abstract

This paper introduces a closed-loop decision architecture for aligning institutional purpose with operational decisions in AI-mediated environments. It presents the concept of impact frames as structured representations linking intent, evaluation criteria, and feedback signals. The paper shows how AI systems can both stabilise and transform interpretive structures, affecting how meaning is encoded and acted upon. It contributes a design-oriented perspective on governance architectures capable of maintaining alignment under conditions of complexity and technological mediation. This paper is part of the Coherence Programme. Further materials and companion papers are available at: https://thecoherenceprogramme.org/

Knowledge Commons (Lakehead University)
Coherent (United States) (US)
Sustainable cities and communities
Openalex Percentile: Top 7%
Systems Engineering Methodologies and Applications
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