AI Transparency
IA STUDIO integrates computational and AI-assisted tools within a structured, human-supervised research workflow.
Computational tools are used for structured comparison, visualisation, organisational support, and drafting assistance under human supervision. They do not generate evidential findings, laboratory measurements, or autonomous classifications.
All analytical conclusions, classifications, and interpretations are determined through human evaluation of independently produced laboratory measurements, documentary evidence, and supporting analysis.
IA STUDIO does not claim peer-reviewed status for all material published on this site. Public materials are provided for research reference, transparency, and documentation unless otherwise stated.
Evidential Position
IA STUDIO distinguishes clearly between:
Measured laboratory evidence
Empirical data produced through independent scientific procedures.
Documentary evidence
Archival, historical, and comparative reference material.
Interpretive support
Computational tools, imaging methods, and comparative analysis used under human supervision.
Interpretation and classification
Final analytical conclusions reached through human evaluation of the combined evidential record.
Independently produced laboratory measurements remain the primary evidential constraint.
Research Archive
IA STUDIO maintains an internal research archive documenting materials generated during investigation and reporting.
The archive may include:
• dated notes and working drafts
• correspondence records
• imaging outputs and figure development materials
• laboratory documentation and analytical summaries
• version history and research records
Selected supporting materials may be released in future as part of IA STUDIO’s transparency and documentation programme.
The existence of internal archive material does not imply public availability of all underlying records.
Citation Guidance
When citing the IA STUDIO Hybrid Reasoning Framework, please use:
IA STUDIO (2026).
Hybrid Reasoning Framework – Edition 1.1.
Independent Heritage Science Research Initiative.
Edition 1.1 consolidates and supersedes the preliminary 2025 framework description.
When citing Project 001, please reference the published public record:
Ikraam, A. (2025).
An 1834 William IV Sixpence with a Laboratory-Confirmed Multi-Strike Mint Error from the Steam-Press Era.
British Numismatic Society Research Blog.
Research Scope
IA STUDIO operates as an independent heritage science research initiative.
Nothing on this site constitutes:
• valuation or pricing guidance
• grading or certification
• investment advice
• legal advice
• authentication services offered as a commercial guarantee
Public materials are presented solely for research reference, documentation, and transparency.
Rights and Use
© 2025–present IA STUDIO. All rights reserved.
Unless otherwise stated, published text, original figures, diagrams, and research materials remain the intellectual property of IA STUDIO.
Short quotations for scholarly discussion may be used with clear attribution.
Reproduction, redistribution, or reuse of figures, diagrams, or datasets requires prior written permission unless explicitly stated otherwise.
Where datasets or supporting materials are released, they will be accompanied by their own access terms.
Identity and Attribution
The name IA STUDIO, its associated visual identity, and related framework language form part of IA STUDIO’s documented public research record.
Use of the IA STUDIO name or framework in third-party publications must not imply endorsement, partnership, certification, or institutional affiliation unless explicitly stated in writing.
Status Note
IA STUDIO operates as an independent heritage science research initiative and is not currently registered as a company, charity, or other formal legal entity.
Its present activities are limited to research, documentation, and publication.
Any future institutional, custodial, exhibition, licensing, or commercial arrangements would be considered separately under a transparency-first framework.
Contact
IA STUDIO
Independent Heritage Science Research Initiative (UK)
4th Floor, Silverstream House
45 Fitzroy Street, Fitzrovia
London W1T 6EB
United Kingdom
Email: contact@iastudio.org
Record Note
Established 2025
Framework Edition 1.1 released January 2026
This page reflects IA STUDIO’s current public transparency and authorship disclosures.
IA STUDIO 