Image Ingestion Pipeline Live Studio

Outfit Compatibility Evaluator

Test how the deterministic rules handle pairing different garment items:

7-Step Attribute Validation Pipeline

PRD Section 10 strictly enforces seven sequential verification gates before database persistence:

1. Parse JSON: Strict syntax validation (no trailing commas, invalid quotes).
2. Schema Validation: Pydantic type checking.
3. Enum Validation: Enforces standard patterns, fits, silhouettes, and layering roles.
4. Range Validation: Warmth and versatility strictly between 0.0 and 1.0.
5. Taxonomy Validation: Subcategory matched against standard fashion dictionary.
6. Required Fields: Asserts presence of all mandatory garment attributes.
7. Confidence Checks: Low confidence (< 0.50) automatically routes to human review.

Engineering First Principles

Why each component was designed the way it was: