Large Language Models (LLMs) have a data freshness problem. Even some of the most powerful models, like GPT-4, have no idea about recent events.
The world, according to LLMs, is frozen in time. They only know the world as it appeared through their training data.
This is a companion discussion topic for the original entry at https://www.pinecone.io/learn/langchain-retrieval-augmentation/