National Institute of Standards and Technology

AI Agent in Testing: Why Strong Results Come from Engineering Circuit, Not Prompt

A methodology for AI agents in testing is proposed, moving away from reliance on prompts and models. The engineering circuit includes mandatory rules, deterministic executors, and an explicit model of expected results, ensuring verifiable, reproducible, and useful outcomes.

National Institute of Standards and Technology International Organization for Standardization IEEE International Software Testing Qualifications Board