This playlist documents a selection of experimental outputs generated during a two-year field study on stylistic bias and pattern convergence in AI-assisted music production. It includes several series exploring narrow subgenre configurations (IDM, experimental pop, post-punk, deathrock) as well as one non-AI track composed by myself.) The sequence reflects the methodological focus of the study: observing how distinctive stylistic patterns emerge, stabilise, and transform across iterations.
More Info :https://www.researchgate.net/publication/394429227_Reverse_Engineering_AI_Bias_Style_Replication_and_Training_Data_Feedback_Loops_in_Music_Generation_-_A_Methodological_Framework_for_Analyzing_Uniqueness_Imitation_and_Sonic_Appropriation_in_Generative

HyperMuzak - I’ll send u a dream!

hyperMuzak::

add Parallels (

add Parallels [HyperMuzak]

speed matrices

speed matrices [HyperMuzak]

I Wonder...

All Friends are Electric!

Eve's Dream

William's Resurrection

Selected works from a two-year field study on stylistic bias and pattern convergence in AI-assisted music production.
Includes Udio/Suno series across narrow subgenres and several non-AI compositions.
Further information available via ResearchGate.

William's Resurrection

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