Maya knew. The fan hadn’t watched. Her phone had watched for her.

Abstract This paper analyzes the concept, development, and implications of automated view generation for Facebook (FB) videos ("auto view"), focusing on recent updates to platform policies, detection techniques, technical mechanisms, ethical considerations, legal frameworks, and recommended best practices for creators and platforms. It synthesizes academic literature, platform documentation, and industry reporting to provide a comprehensive overview and actionable recommendations.