@stephengpope: If you're trying to automate content from breaking news articles, this is the part most people ignore: feed ingestion. This system checks multiple RSS feeds on a schedule, filters out old posts using a timestamp, and only grabs new content. That way, you're not recreating the same video twice. Each new article triggers a complete content pipeline—screenshot, script, AI avatar video, captions, final render. Fully automated from source to post. This is how you scale content around time-sensitive data without wasting compute or repeating work.