Blog · Case Study Series

Notes on human-led AI and long-horizon creative work.

An ongoing series of case studies and short essays. Each one examines a single question about how AI is shaping creative and conceptual work — and what a human-led alternative would look like.

New entries are added over time. The most recent appears first.

The Vanilla Effect

Why creative output converges toward a competent but uniform average when millions of people develop their ideas through the same few generative systems — and why human-led approaches are structurally rare rather than simply overlooked.

Read on Zenodo → DOI: 10.5281/zenodo.20357847

Vizcom × Magic Box

Human-seed amplification in design tools, and what it suggests for a workspace that amplifies the idea sketch rather than the hand sketch.

Read — coming soon