Contents  
1. Introduction  
2. Background  
3. LfV-for-Robotics: Preliminaries  
4. Towards Video Foundation Models  
5. LfV-for-Robotics: Methods  
6. Datasets  
7. Benchmarks  
8. Challenges & Opportunities  
9. Conclusion  