Editorial
Information Management
Stop Re-Embedding Everything: A Smarter RAG Architecture for Financial Documents
Himanshu Goel is an AI/ML Researcher focused on retrieval-augmented generation (RAG) systems for regulated enterprise domains, including finance, compliance, and biomedical workflows. He has judged Technovation and Devpost hackathons, served as a session evaluator and speaker at AiCon 2026 and PlatformCon 2026, and been a peer reviewer for FPA and AAIP 2026 conferences. He has mentored 352 learners through Great Learning on applied AI and enterprise implementation and speaks regularly at practitioner-focused events, including GBRC 2026, ICMSM 2026, and PMI.