The LLM needs to be frequently with the new documents in order to provide most up-to-date answers.

For the question-answering application, prompt engineering and an LLM are required to generate answers.

For the application a prompt, an agent and a fine-tuned LLM are required. The agent is used by the LLM to retrieve relevant content that is inserted into the prompt which is given to the LLM to generate answers.