A novel approach to hybrid AI aimed at developing trustworthy agent collaborators.\r\n\r\nThe vast majority of current AI relies wholly on machine learning (ML). However, the past thirty years of effort in this paradigm have shown that, despite the many things that ML can achieve, it is not an all-purpose solution to building human-like intelligent systems. One hope for overcoming this limitati…