Woodpecker Software Testing

Mar 31, 2026 · Artificial Intelligence

Prompt Testing: The Next Battlefield for Test Engineers

With large language models now core to production, traditional functional, API, and UI tests fail, prompting a shift toward systematic prompt testing that addresses semantic drift, adversarial fragility, bias amplification, and compliance violations through functional soundness, robustness, safety, and performance dimensions integrated into CI/CD pipelines.