AI Transparency

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How Oxford Systems uses artificial intelligence while retaining human professional judgement and accountability.

AI supports our work; it does not replace accountable professional judgement. All substantive content, interpretation and recommendations remain subject to human review and approval.

Supporting research and production

Oxford Systems may use artificial intelligence to support research, analysis, drafting and design. It is a production tool, not an independent author or decision-maker.

Human review remains authoritative

Substantive content, interpretation and recommendations are reviewed, validated and approved by Dr John McCarthy. Oxford Integrated Systems Ltd retains responsibility for published Oxford Systems content.

AI-assisted visual material

AI-assisted illustrations are reviewed before publication and are not presented as documentary evidence or as records of real events unless explicitly identified as such.

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