# Primeo Fusion Notes Primeo had strong pipeline concepts but was split across Flutter, HF Inference API, device temp storage, and hardcoded garment polygons. v12 ports the useful concepts into one Hugging Face Gradio Space: - PipelineOutput - PiecePlan - qualityScore - warnings - productionReady - staged pipeline logic v12 rejects the split architecture: - no user API key box - no Flutter runtime - no hardcoded final garment polygons as the only source of truth - no separate Supabase/job layer for v1 The real production core remains: - uploaded template ZIP - white-only printable region scanner - role-safe mapping - pocket continuity - transparent PNG export