This section lists the sources cited throughout the book. The numbered source index, ordered by source number, is the canonical bibliography: every inline citation of the form (N, author or organisation, year) links to the entry with that number. The index is grouped by category so that readers can locate European legislation, frameworks, threat assessments and practitioner literature quickly.
Most entries were carried over from the bibliographies of the earlier volumes of The Transformed Architecture, with the access dates recorded there. Entries for MITRE ATT&CK, MITRE D3FEND, TIBER-EU, Commission Implementing Regulation (EU) 2024/2690 and Sigma were added for this book on 2026-11-02 and checked on 2026-11-10 (Sigma only partly, because its host blocks automated access; see docs/SOURCE_CHECK.md); the entries for NIST IR 8596 and NIST SP 800-61 Rev. 3 were checked against the NIST publication pages on 2026-11-02 with scripts/verify_sources.py before release.
Inline citations give the source number, the author or organisation, and the year, for example (9, MITRE, n.d.), and link to the entry here. Where an author is named in the sentence, the citation carries the year. Each chapter closes with a ## Sources section that lists the works it cites, using the same numbering as this bibliography. New sources are appended to the appropriate category with the next free number; existing numbers are never reused.
Primary topics explored
- Numbered source index
- How to cite
About AI Red Team
AI Red Team is Book 4 of The Transformed Architecture. It shows how large European enterprises and public authorities put artificial intelligence to work as an active part of cyber defence: AI-assisted red teaming and adversary emulation, red teaming of AI systems themselves, the AI-assisted security operations centre, detection engineering, threat intelligence, incident response and purple teaming, all under a lawful mandate and with evidence a supervisor can inspect.
It builds on the conclusions of Architecture as Code, AI Governance and AI Platform and Security.
CISOs, SOC leads, red and blue team practitioners, security architects, AI architects and technical decision-makers.
Gunnar Nordqvist
Conceived, directed and published the books of The Transformed Architecture.
Continue with the full chapter
References: References and Sources in AI Red Team gives the detailed explanations, practical examples and implementation patterns behind this summary.
This whitepaper belongs to “Appendices” and is one of 32 drawn from the manuscript.