AI Transparency
IA STUDIO integrates AI-assisted tools within a structured, human-supervised research workflow.
IA STUDIO does not claim peer-reviewed publication status; all materials are made available for transparency and research reference only.
These tools are used for interpretive modelling, data organisation, and drafting support under full human supervision.
All analytical conclusions, classifications, and evidential interpretations are determined through human analysis.
The methodologies, written content, and analytical frameworks presented on this site are original works developed by IA STUDIO and are protected under UK copyright law.
This disclosure constitutes the official public record of method and authorship.
Legal Notice & Research Access
© 2025–present IA STUDIO. All rights reserved.
All published text, imagery, research findings, and analytical materials remain the intellectual property of IA STUDIO unless otherwise stated.
Reproduction or redistribution without prior permission is prohibited.
Short quotations or citations for scholarly discussion are permitted with clear attribution.
Reproduction of figures, diagrams, or datasets requires written permission.
Released datasets are provided for educational and research use only, under IA STUDIO’s non-commercial, transparency-first policy.
The Hybrid Reasoning Framework and its underlying methodology were developed by A. Ikraam through IA STUDIO. They are original works documented under UK copyright law and released for research reference under IA STUDIO’s transparency-first, non-commercial policy.
Citation Guidance
When citing the Hybrid Reasoning Framework, please use:
IA STUDIO (2026). Hybrid Reasoning Framework – Edition 1.1. Independent Research & Documentation Initiative. https://iastudio.org/
(Edition 1.1 consolidates and supersedes the preliminary 2025 release.)
Trademark & Identity Protection
The name IA STUDIO, its logo, and all associated brand identity elements are protected.
Unauthorised use, imitation, or misrepresentation is prohibited.
Contact
Email: contact@iastudio.org
Edition 1.1 – January 2026
This edition consolidates IA STUDIO’s public research, transparency, and authorship disclosures as of January 2026.
It documents a case study illustrating how AI-assisted reasoning can be integrated with independent laboratory verification in cultural-heritage research.
Future updates will reflect any amendments to citation guidance or dataset-access policy later in 2026.
This page serves as IA STUDIO’s definitive transparency and authorship declaration as of January 2026.
IA STUDIO 