https://ahmadirfan.dev/blog I build the systems between web software and applied AI. en https://ahmadirfan.dev/blog/nust-rag https://ahmadirfan.dev/blog/nust-rag Mon, 03 Aug 2026 00:00:00 GMT Why I chose retrieval, conversation memory, and prompt engineering over simply using a larger language model.