1 Introduction  
2 Preliminary and Categorization  
3 Continual Pre-training (CPT)  
4 Continual Instruction Tuning (CIT)  
5 Continual Alignment (CA)  
6 Benchmarks  
7 Evaluation  
8 Challenges and Future Work  
9 Conclusion  