Powered by OpenAIRE graph
Found an issue? Give us feedback
image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao ZENODOarrow_drop_down
image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
ZENODO
Other literature type . 2026
License: CC BY
Data sources: ZENODO
addClaim

Governed Creative Generation: A Structured Intent Decomposition Architecture for Privacy-Preserving AI Content Platforms

Authors: Stuart, Lara;

Governed Creative Generation: A Structured Intent Decomposition Architecture for Privacy-Preserving AI Content Platforms

Abstract

This paper presents LayerCake, a governed AI creative generation platform implementing a structured intent decomposition architecture that replaces free-form prompt input with a sequential plurality of governed input layers through which the platform assembles AI prompts without accepting raw text from users. A pre-generation governance gate enforces content policy before any model call is executed, preventing the creation of harmful content rather than moderating it after generation. The unified governance architecture applies identically across image generation (Slice) and copy generation (Ingredients) output types. All generated outputs and their complete provenance records are preserved in user-controlled account-held ledgers. Privacy is enforced structurally at the database level through row-level security. The platform collects no tracking data, employs no cookies, and does not use generated content for AI model training without explicit individual consent. A provisional USPTO patent has been filed covering this architecture (Application #64/083,877, June 5, 2026). Related publication: Stuart-Mueller, L. (2026). Vela Protocol: A Governance Framework for Human-Centered AI Infrastructure. Zenodo. DOI: 10.5281/zenodo.20564475

Keywords

Artificial intelligence, Web4, Web3, Data Privacy, Ethical Technology, AI Prompt Governance, Ethical AI, AI Image Generator, AI Copy Generator, AI Content Creator, EU AI Act, Data protection

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Upload OA version
Are you the author of this publication? Upload your Open Access version to Zenodo!
It’s fast and easy, just two clicks!