Designing an Agentic AI Interview Preparation Agent: An Engineering Case Study

From building a simple interview chatbot to designing a workflow-driven AI system with LangGraph, RAG, conversational memory, and modular reasoning—an engineering case study of the decisions, trade-offs, failures, and lessons that shaped the project.