Cybersecurity & Architectures
Five Ways Enterprise RAG Fails
Author(s):
Vineet Singh, Senior Software Engineer, Qualcomm
A few years ago, retrieval-augmented generation (RAG) was a research pattern. Now it’s the default architecture for enterprise AI: legal teams running it over privileged matter files, engineering teams wiring it into internal code search, … Read more
Vineet Singh is a Senior Software Engineer at Qualcomm, where he builds AI infrastructure for IP litigation support workflows, including retrieval-augmented generation pipelines, vector search systems, and secure microservices. He holds an M.S. from the University of Maryland and serves as a Curriculum Advisor at Outcome School, a Los Angeles-based nonprofit. His work and writing focus on the security and reliability of enterprise AI systems operating in high-sensitivity legal and regulatory environments.