This article outlines key security vulnerabilities identified by NVIDIA's AI Red Team in large language model (LLM) applications. It highlights risks such as remote code execution from LLM-generated code, insecure access in retrieval-augmented generation, and data exfiltration through active content rendering. The blog offers practical mitigation strategies for these issues.