https://www.anasw.com/blog/ Notes from shipping AI products, by Syed Anas, AI Product Manager. en Sat, 17 Oct 2026 00:00:00 GMT https://www.anasw.com/blog/what-does-an-ai-product-manager-do/ https://www.anasw.com/blog/what-does-an-ai-product-manager-do/ An AI product manager decides which problems are worth solving with AI, defines how the model should behave, and owns the path from prototype to paying users. On top of classic PM work, that means choosing between prompting, retrieval and fine-tuning, setting a quality bar for answers that are never the same twice, and designing what happens when the model is wrong. What 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. Sat, 17 Oct 2026 00:00:00 GMT 2026-10-17T00:00:00.000Z Syed Anas AI product management Product strategy Careers https://www.anasw.com/blog/how-pakistan-lawbot-cites-the-law/ https://www.anasw.com/blog/how-pakistan-lawbot-cites-the-law/ Pakistan LawBot answers legal questions with retrieval-augmented generation: it searches more than 200,000 indexed Pakistani court judgments and 430+ statutes for the passages that match the question, then has a language model answer only from those passages and cite them. New judgments are collected, parsed and validated automatically before they are indexed. Inside Pakistan LawBot: how a RAG legal assistant answers in English and Urdu from 200,000+ court judgments and 430+ statutes, and cites its sources. Fri, 16 Oct 2026 00:00:00 GMT 2026-10-16T00:00:00.000Z Syed Anas RAG Legal tech Case study Pakistan https://www.anasw.com/blog/ai-sales-agent-whatsapp-shopify-lessons/ https://www.anasw.com/blog/ai-sales-agent-whatsapp-shopify-lessons/ An AI sales agent works when it answers from the business's own content, sells inside the chat, and hands the full conversation to a person when it matters. Building Aivastark taught me that grounding, human handoff, language coverage and a setup time measured in minutes decide whether businesses keep it switched on. Lessons from building Aivastark, a RAG support and sales agent for websites, WhatsApp, Instagram and Shopify: grounding, handoff, languages and setup time. Thu, 15 Oct 2026 00:00:00 GMT 2026-10-15T00:00:00.000Z Syed Anas AI agents RAG WhatsApp Shopify Case study