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notes.
What I learn shipping AI products: how to decide what to build, how RAG and agents behave with real users, and what it takes to get to paying customers. Written from the work, not from the sidelines.
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- What Does an AI Product Manager Do? A Practitioner's AnswerWhat an AI product manager actually does day to day, how the role differs from a classic PM, and the skills that matter, from someone shipping AI products.
- How Pakistan LawBot Answers Legal Questions With Real CitationsInside Pakistan LawBot: how a RAG legal assistant answers in English and Urdu from 200,000+ court judgments and 430+ statutes, and cites its sources.
- What I Learned Building an AI Sales Agent for WhatsApp and ShopifyLessons from building Aivastark, a RAG support and sales agent for websites, WhatsApp, Instagram and Shopify: grounding, handoff, languages and setup time.