The current system does not support processing PDF files for interaction with Large Language Models (LLMs) through the LiteLLM framework. Many users rely on PDF documents—such as reports, research papers, or legal files—as their primary input. Without this support, they must manually extract text from PDFs before using the system, which is inconvenient and inefficient.