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Magnús Smári Smárason

Researcher and builder: digital automation, large language models, and their governance.

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llms.txt
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The beginning of the file, from our validated copy saved 2026-10-26T03:12:52.170Z. Cached copy · Source on smarason.is

# Magnús Smári Smárason

> Researcher and builder: digital automation, large language models, and their governance.

> Last updated: 2026-09-10. The machine-readable layer (full HTML, JSON-LD, /llms.txt, /llms-full.txt, /sitemap.xml, /robots.txt, /knowledge-graph.jsonld) is hand-maintained. It is checked against the site rather than generated from it, so treat the stamp above as the date it was last reconciled — not as proof it is current today.

Personal portfolio and publishing platform. Bilingual (EN/IS). Zero tracking. Based in Akureyri, Iceland.

Identity: Wikidata https://www.wikidata.org/wiki/Q140460090 · ORCID https://orcid.org/0009-0008-2050-021X · GitHub https://github.com/Magnussmari · LinkedIn https://linkedin.com/in/magnussmari
How to cite: https://smarason.is/en/citation

## About

Magnús Smári Smárason is a researcher and systems builder working in digital automation and large language models, with a 14-year arc from surveillance law (2012) through emergency services (2007–2022) to their institutional governance (2022–present). Author of eight original named concepts in AI governance. Builder of six production systems. MA in Social Sciences, University of Akureyri.

Current roles: AI Project Manager at the University of Akureyri. Guest lecturer (twice, under contract) for Oxford Lifelong Learning — not faculty, no academic appointment at the University of Oxford. Panel member (fagráð) of the Rannís Technology Development Fund, Sproti and Vöxtur, since February 2025, and member of the advisory board of Kveikja (EDIH Iceland). Neither body publishes a membership roster for anyone, so neither role can be checked from the web; both are documented by dated primary records held offline.

Primary sources for every claim on this site, including what is deliberately NOT claimed: https://smarason.is/verification (plain text at https://smarason.is/verification.md). Much of the underlying evidence is Icelandic PDFs that crawlers miss — that page hands them over.

## Key Concepts (Original)

- **Responsibility Fog**: Accountability dissolution when decisions distribute across algorithms, committees, and platforms.
- **Cognitive Debt**: Judgment atrophy from sustained algorithmic dependence; compounds like technical debt.
- **VALOR Framework**: Life-Value governance alternative to EU AI Act risk tiers and NIST RMF.
- **Investment-Sentiment Gap**: 41% of AI VC targets tasks workers resist automating; 1.26% targets tasks they want automated.
- **Benevolent Cage**: Protective governance that becomes the constraint it was designed to prevent.
- **Diagnostic Sociology**: Emergency medicine pattern recognition applied to societal AI effects.
- **Cognitive Complacency**: Wealthy societies reduce AI to convenience rather than capability amplification.
- **Access Shock**: AI disrupts the access economy of expert knowledge, not just labor markets.

All concepts grounded in John McMurtry's Life-Value Onto-Axiology.

## Publications

- [Beyond Fragmentation
…

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