Everything on Testing Methodology

Non-deterministic nature of AI agents requires a shift from deterministic testing to statistical evaluation. Security teams must measure agent performance across multiple runs to identify reliable patterns and anomalies.

Impact: Adopting statistical evaluation enables more robust security baselines and early detection of agent misbehavior, reducing false positives and negatives.

— from Securing Agentic AI: From Code to Coder · The AI Native Dev - from Copilot today to AI Native Software Development tomorrow· May 26, 2026