Keep the creator in control.
The team examined a vlogger creating a short soundtrack without music-production experience. Self-Determination Theory connected assistance to autonomy and competence: the creator still needs meaningful choices.
11 / Flow Music
Analyze human–AI music co-creation through motivation, workflow, and social context.
Co-creation lens / reconstructed
An analytical framework for an existing product, not a new music-generation system.
The team examined a vlogger creating a short soundtrack without music-production experience. Self-Determination Theory connected assistance to autonomy and competence: the creator still needs meaningful choices.
Distributed Cognition helped us examine thinking across the person, interface, generated music, and feedback. The focus extended beyond a single prompt or output.
Activity Theory connected creative goals to community norms, roles, and responsibilities. This brought questions of fairness and cultural impact into the product analysis.
A shared framework for discussing creative control and the wider implications of generative music tools.