Challenge
Capture real meal preferences without creating a long form or producing generic output.
Side project · AI consumer product · Case study
An AI-powered planning experience that turns preferences into practical menus, grocery lists, and nutrition guidance.
My role
Independent product · AI workflow · Full-stack engineering

The assignment
Capture real meal preferences without creating a long form or producing generic output.
Translate a small set of human-friendly choices into structured AI context and one coherent workflow.
A consumer product experiment that turns an intention into a practical weekly plan.
System view
A strong system makes its transformations visible. Each layer has one job and a clear contract with the next.
Goals, tastes, and constraints
Structured product context
Meals, nutrition, and shopping
A plan ready to use
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