LeanMarathon introduces a multi-agent system designed to enhance the reliability of AI in formalizing complex mathematical proofs, addressing issues of context decay and dependency tangling. The approach has successfully formalized multiple theorems from recent research, indicating a significant advancement in AI co-mathematics capabilities.