By the end of this Astute Briefing, attendees will be able to: • Explain how unverified AI-assisted learning content can create broader organizational risk • Identify the capabilities and organizational support people need to question, verify, and escalate questionable AI output. • Determine where unclear roles, workflows, or decision rights can allow problems to move through the learning process. • Select one leadership question or priority for further examination within their organization.

• Explain the risks that can arise from AI-assisted learning work and what oversight needs to know to guide the team • Identify the tools, expertise, and support practitioners need to verify AI-assisted work and escalate concerns • Explain how to tell whether expectations are clear and the required process is being followed • Determine an appropriate oversight response, such as added support, a process correction, or an escalation