Include a new video-thumbnail.jpg and embed a linked thumbnail in README.md pointing to the demo video. Update AGENTS.md child DOX index to state no child AGENTS.md files are needed and list root-owned files (README.md, LICENSE, banner.jpg, video-thumbnail.jpg, and root-level docs). These changes add the video asset and clarify the repository's documentation indexing.
