To ensure proper resource management for AI systems, the organization should keep records of all personnel involved in the various phases of the AI system lifecycle. These records should include information about their assigned roles, responsibilities, and relevant skills or competencies needed for their tasks related to AI system development, deployment, operation, modification, maintenance, transfer, retirement, verification, and integration. This documentation supports effective resource allocation and competency management.