Content Aware Studies is based on generative and algorithmic reconstructions of the lost fragments in friezes and statues of Late Antiquity and the Hellenistic period. The sculptures are generated by machine learning algorithms, which are designed to fill and reconstruct areas of images as well as 3-D models where parts of sculptures have been lost or are missing. This process constitutes quasi-archaeological knowledge production and interpretations of history and culture in the era of ubiquitous computation.