Researchers introduce KnowForge, a pipeline for open-domain multimodal document QA, consisting of a hybrid-retrieval knowledge-point index, a Locator agent, a bridge judge, an evidence pool, and a Deep Reader agent. KnowForge achieves state-of-the-art results on various benchmarks, outperforming existing models and systems.