Woodpecker Software Testing

Jan 11, 2026 · Artificial Intelligence

A New QA Mindset for Testing AI and Large Language Models

The article contrasts traditional deterministic QA with a new probabilistic QA approach for AI and LLMs, outlining how testers must shift from fixed assertions to evaluating model behavior, bias, context retention, and ethical decisions through concrete examples and demos.