Mutiara Noor Fauzia is a data enthusiast and Information Systems final year undergraduate student at Institut Teknologi Sepuluh Nopember (ITS), Indonesia. Her primary focus lies at the intersection of Agentic AI and Knowledge Graphs. Currently, she is engineering a robust Agentic GraphRAG architecture utilizing Neo4j to solve complex multi-hop information retrieval challenges within public library systems. Passionate about scalable solutions, Mutiara implements big data best practices, including Medallion architecture and localized Docker-MinIO environments, to process large-scale datasets efficiently. She is driven by a commitment to building structured, modular, and high-performing AI pipelines.