Fine-tuning a VLM to build an on-device fashion-scoring app

Scoring outfits with AI. Offline. Can it be done? Style is qualitative. There isn't a single answer. AI can give a generic answer, but can it answer something like fashion, where the criteria vary by culture? There is a way. This article is a record of building a fully offline fashion-scoring app on iusing a Visual LLM (VLM). The approach Use a closed system of evaluation criteria. Every aesthetic or philosophical judgment has many schools of thought, and it's hard to produce an open answer that satisfies every possible criterion.