LLM as a Judge: How AI Evaluates AI in Security Scans

As LLMs get embedded into production workflows, evaluating their outputs at scale becomes a critical security problem. This article breaks down the "LLM as a Judge" technique — using one AI model to evaluate another for malicious outputs, prompt injection, and hallucinated packages. You'll learn exactly how the pipeline works, where it fails under adversarial conditions, and five defensive steps every security team should implement now.

2026-03-08T23:32:09.373Z
Rudra Verma, Senior Security Architect & Researcher