Roman Urdu NLP: Why Generic Chatbots Fail in Pakistan & How Fine-Tuning Solves It
How we tackled unstandardized phonetics, code-switching, and tokenizer bloat to build a 2-way WhatsApp commerce agent generating +42% conversion for a Lahore apparel retail brand.