A number of important organizations in the AI community collaborated to create this toolkit focused on developers. However, the brief provides fantastic high-level guidance for every stakeholder in the lifecycle of AI applications. We applaud the focus on objectivity and auditability that tops the recommendations for institutional and software mechanisms. To be more specific, the Open AI team emphasizes the importance of third-party auditing. Without independent verification by uninvolved external auditors and regulators, practitioners will always struggle to decouple their familiarity, and potentially their self-interest, from the evaluation process. More information can be found in the full report as well.