Mastering the LLM Black Box: A New Frontier for QA Engineering

As AI integration becomes standard, QA engineers must shift from traditional black-box testing to understanding internal mechanics like tokenization and next-token prediction. Mastering these fundamentals is the only way to effectively predict, identify, and mitigate unique AI failures such as hallucinations and non-deterministic outputs.