Wolf is a world summarization framework for accurate video captioning.It leverages complementary strengths of Vision Language Models (VLMs) by utilizing both image and video models.The framework enhances video understanding, auto-labeling, and captioning.Wolf achieves superior captioning performance compared to state-of-the-art approaches and commercial solutions.