AI-Fabrication Series: Iteration 05

Most AI video tools have a massive memory problem: they throw away your design and replace it with a generic face. For Iteration 05 of the AI-Fabrication Series, I engineered a dual-reference mapping pipeline to lock identity continuity from paper to runway.

True creative direction starts with physical intent. Grounded in traditional apparel design and croquis sketching, the process begins on paper to establish anatomical balance and structural soul before any digital pipeline touches the asset.

Eliminating generic AI outputs. Using advanced frame interpolation and seed-anchoring to force the pipeline to honor the exact custom reference, lighting physics (3200K to 5500K), and textile drape.

Scaling the workflow across multiple poses and camera angles. Brands and design studios can now take a 2D fashion illustration straight to a full digital runway campaign in days, slashing pre-production cycles and physical prototyping costs.