OpenControls
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Essays and research

Papers, bundles, and resources. The metadata is open to all; the files unlock with a free account.

Whitepaper

Auditable Compliance Crosswalks

A Rules-Based Approach to SKOS Mapping in the Era of LLM-Based Ontology Matching

7 pages
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Foundational essay

Governed Autonomy

Human Accountability Above the Loop in Agentic AI

36 pages
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Whitepaper

Notes from Twenty-Three Years Inside a Compliance Lexicon

A Multi-Axis Classification Practice with Auditable Provenance

23 pages May 2026
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Whitepaper

The Multi-Lensatic Methodology

Translation, Not Conquest

9 pages January 2026
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OpenControls

Manifesto, preprints, and a gated library. Research, written in the open.

© 2026 MoxyWolf LLC. All rights reserved.OpenControls – research, written in the open.