Designing Around the Human Creative Core: A Construct for Preserving Creative Agency in Human-AI Systems

Generative AI can increasingly perform the parts of professional work where a person's judgment and sense of identity are most engaged. The common design instinct is to automate wherever AI can plausibly take over, treating capability as the test. This efficiency-first instinct can erode the skill, judgment, ownership, and professional identity. Human-Centered AI frameworks show how to structure collaboration and keep people in control, but not which elements of a given workflow sustain a person's creative agency. This paper introduces the Human Creative Core: the subset of workflow elements where a person's cognitive contribution and psychological investment converge, identified through four dimensions, strategic intention, signature judgment, identity and ownership, and developmental function. The construct yields a design principle, complement the core and automate the periphery, and a method for locating the core in a given workflow. The method was taught and applied in a graduate instructional design course, and is demonstrated here across five professional cases. The contribution is a design construct and a repeatable method for building AI that preserves, and can strengthen, a person's creative agency rather than dissolving it.

Authors

Publication Details

Journal
PsyArXiv (OSF Preprints)
Published
2026-11-06
DOI
https://doi.org/10.31234/osf.io/dq96z_v1
Primary Topic
Design Education and Practice
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
NOV
preprint

Designing Around the Human Creative Core: A Construct for Preserving Creative Agency in Human-AI Systems

Eran Barak-Medina
5 links
PsyArXiv (OSF Preprints)
Design Education and Practice
preprint

Designing Around the Human Creative Core: A Construct for Preserving Creative Agency in Human-AI Systems

Eran Barak-Medina
preprint en

Abstract

Generative AI can increasingly perform the parts of professional work where a person's judgment and sense of identity are most engaged. The common design instinct is to automate wherever AI can plausibly take over, treating capability as the test. This efficiency-first instinct can erode the skill, judgment, ownership, and professional identity. Human-Centered AI frameworks show how to structure collaboration and keep people in control, but not which elements of a given workflow sustain a person's creative agency. This paper introduces the Human Creative Core: the subset of workflow elements where a person's cognitive contribution and psychological investment converge, identified through four dimensions, strategic intention, signature judgment, identity and ownership, and developmental function. The construct yields a design principle, complement the core and automate the periphery, and a method for locating the core in a given workflow. The method was taught and applied in a graduate instructional design course, and is demonstrated here across five professional cases. The contribution is a design construct and a repeatable method for building AI that preserves, and can strengthen, a person's creative agency rather than dissolving it.

PsyArXiv (OSF Preprints)
Design Education and Practice
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon