We are beginning to see 60-second videos (LTX Video), although not sure about consistency, and using loras can help address the issue of character consistency. There are numerous workflows and techniques; at the moment, it is not as easy as using a single model.
This student did it for her thesis project. Maybe reading about it will help you?