How reusable creative knowledge supported Magic Gifts production, with deeper looks at story conditions and image selection. Later tool development is described separately.
FlagshipWorkflow illustration · not a production screenshot
For Magic Gifts, I organized designer examples into reusable knowledge and story constraints, helping the team generate stronger image candidates. Production improvements informed a later workflow tool.
Deep Dive 01Independent input interface experiment · example data
How personality, setting, action and interaction become connected story conditions, with room for AI to explore the details.
Deep Dive 02Independent review interface experiment · simulated scores
How we judged whether an image was usable and whether a batch offered enough interesting directions to keep choosing.
Read about my approach to AI workflows and design, or download a concise overview.