The inaugural BEWARE workshop and its sequel, BEWARE-23, are discussed in detail, including their focus on themes such as Bias, Risk, Explainability, and the influence of Logic in AI. A novel tool developed by BRIO and Alkemy for post-hoc analysis of AI classifiers, aimed at exposing potential biases, is also discussed. This article emphasizes the need for ongoing scrutiny, evaluation, and ethical consideration in the development and application of AI technologies, underlining BRIO’s commitment to advancing the field in an ethical, fair, and accessible manner
