Recognition and Intent
A helpful assistant begins with reliable hearing. Echo suppression, beamforming, and domain-tuned acoustic models feed transcription that respects accents, dialects, and noisy kitchens. Intent classification must distinguish reorder, add, replace, or compare, while entity resolution reconciles brand variations, pack sizes, and pantry names. Clear confidence scores trigger confirmations only when needed, so conversations stay speedy without sacrificing accuracy or dignity for people who just want milk, filters, or toner right now.