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AI Transparency Label
Artifact
Involvement
- 1 human only
- 2 AI-assisted research ●
- 3 AI co-drafted, human-edited
- 4 AI-generated, human-reviewed
- 5 AI-generated, unreviewed
What AI touched
research
source verification
argument critique
translation
Models used
- Claude Opus 4.7
Human review
full review
Sources
human SME
public web
Notes
Argument, position, and prose are the author's. AI was used to surface primary sources during research, verify cited numbers against original PDFs, and red-team the author's reasoning by surfacing the strongest counter-arguments. No AI-written prose was retained in the final text. Additionally, this English version was machine-translated from the German original by an LLM (Claude Opus 4.7); the author reviewed the translation.
Vector & PGP signature
Canonical string
CICS-2026-05-004/AITL:1/I:R/T:C+F+L+R/M:claude-opus-4.7/R:F/S:H+P
Decode this vector →Show signature Hide signature
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D42D3EFFC28E1A8C2A0EC6923F65B9506C54C838- Signed at
- 2026-06-26T08:54:51+02:00