This book and the ALICE-AI Framework represent the author’s own original work, developed and authored in a personal capacity. The framework draws exclusively on:Publicly available regulatory frameworks (NIST AI RMF, ISO/IEC 42001, EU AI Act, GDPR, and sectoral guidance documents cited in full throughout the text);
Peer-reviewed academic research and published industry studies, cited with full attribution;
Publicly documented AI incident cases, drawn from published legal judgments, regulatory filings, and journalistic sources cited by reference; and
The author’s own original analytical synthesis, framework design, and practitioner guidance.
No proprietary methodologies, confidential data, trade secrets, or unpublished intellectual property of any third party or employer have been incorporated into this work. All case studies are drawn from publicly available sources. All regulatory references are to published public documents. The ALICE-AI acronym, framework structure, and associated tools are the author’s original creations.