Posts by Brian Miller

Typical software testing entails specifying exact inputs and expected outputs. However, that approach falls short with non-deterministic AI(opens in new tab) which can deliver different outputs in different runs even with the same input. General randomness, probabilistic decisions, or multiple execution paths can all contribute to the unpredictable behavior of non-deterministic models.   As a Systems Engineer and QA Automation Lead for…