In this document, we elaborated a list of technical recommendations for the development of Artificial Intelligence (AI) projects, specifically Machine Learning based systems. These recommendations are the result of structured interviews with people who work in practical applications of data-based systems in various roles and organizations within the Argentine technological ecosystem, and have been elaborated through the lens of our AI ethics team, composed of activists, social scientists and computer science researchers.