Outfit logic, taught to a model.
Case Study Independent Product PyTorch

Outfit logic, taught to a model

01 1 images · Independent Product

A Turkish fashion outfit recommendation platform — a CGI practice extended into machine learning and product design.

Tags
  • PyTorch
  • TypeScript
  • Express
  • PostgreSQL
  • pgvector
Kombinlerin paylaşabilmek, fikir alabilmek istersin
Problem

Most people don't know what they already own or how to combine it. Existing fashion apps either push purchases or load heavy digitisation work onto the user.

Approach

I worked as the product designer and system architect, not as a traditional developer. I defined the vision, the UX, the content strategy, the data model, and the architectural decisions; the implementation was carried out through Claude Code and other AI-assisted development tools.

Outcomes

A usable product shipped in roughly four weeks; a personal reference point for "what designer-led software shipping looks like in 2026"; concrete proof for the Computational Designer side of my practice.