Methodology
A controlled portrait system, not a prompt box
NECKKO turns a generative AI methodology into a practical portrait workflow. Scenes, accessories, subject roles, and layout controls are treated as reusable creative structures, so users can guide the result without writing prompts.
From research to product
The underlying idea comes from Digital Prospecting: generative AI can be explored as a semantic field, then organized through iteration, contrast, aggregation, and human-AI collaboration.
Structured creative variables
NECKKO productizes that idea as a scene library, accessory system, subject modes, and reference rules. The user chooses meaningful variables instead of asking the model to guess everything from a sentence.
Composition as an interface
The layout step gives users controls for floating-head double exposure, head and body placement, visible extent, size, film grain, and multi-subject identity coverage.
Better direction, fewer vague outputs
The goal is not to make the AI random. It is to preserve recognizable subject traits while re-rendering the portrait inside a chosen style, accessory logic, and composition plan.
Research context: Digital Prospecting, DOI 10.5281/zenodo.17903158
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