CodexGraph: Advancing AI in Code Repositories

Understanding CodexGraph: A New Frontier in AI and Code Repositories

Large Language Models (LLMs) have shown remarkable abilities in handling small code tasks, like solving coding problems from HumanEval or MBPP. However, they stumble when it comes to dealing with entire code repositories, which are large collections of code files and resources. The main issue is their struggle with understanding complex code structures and managing detailed, long-context inputs. For instance, think of trying to learn a new cookbook by just flipping through pages randomly; you'll understand some recipes, but the complex meal plans might be lost on you.