Recently, the FHFA issued Bulletin 2025-16 announcing a comprehensive governance framework for AI and machine learning (ML) systems. The updated guidance establishes requirements and best practices in Sections 1302.2 and 1302.8 of the guide to ensure “transparency, accountability and ethical stewardship” in AI and ML initiatives. The framework is intended to support organizations “in aligning with regulatory standards, mitigating risks and fostering trust in AI-driven solutions.” The guidance goes into effect March 3, 2026.