How do LLMs manage context window limitations during long conversations?

They use truncation, summarization, retrieval, and memory mechanisms.

Since context windows are finite, systems use strategies like sliding windows, hierarchical summarization, and retrieval augmentation. Some architectures also maintain external memory stores for long-term context retention.