- Client-side: Laplacian variance blur detection in photo quality check (very blurry / somewhat blurry / acceptable / good) - Server-side: async Ollama vision model validates uploaded image is a real government ID (minicpm-v:8b), flags non-ID uploads - Corporate check: sole proprietors now get yellow 'form an LLC' upsell, formal entities get annual report/RA reminder |
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