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The Problem Imagine you're building a project. You're deep into the code when suddenly—you hit an error. You stare at it for a few minutes, try a couple of things, and eventually give up. So you do
Why Do We Need Evaluation? Evaluation is not just about checking whether a system gives the correct answer. It helps us identify where the system is failing, especially when the system consists of mul
Introduction — The Problem I was building a SQL AI Assistant for the live chat flow of a customer chatbot. The goal was simple: instead of manually querying the database, business users could ask ques
Introduction Over the past few weeks, I built a multimodal Retrieval-Augmented Generation (RAG) system for a due diligence application that analyzes company documents such as annual reports, financial
