“Researchers highlight a critical gap in current AI health agents: while they're increasingly deployed for long-term tasks like symptom management and behavior change, most lack the follow-up capabilities and goal alignment needed for sustained patient support. This work proposes a framework addressing coherent reasoning and accountability—essential for AI to effectively support ongoing health management.”