Deep researcher with test-time diffusion

Test-Time Diffusion Deep Researcher (TTD-DR) models research report writing as a diffusion process, starting from a messy draft and gradually refining it. The framework achieves state-of-the-art results on long-form reports and complex reasoning tasks by iteratively drafting, retrieving information, and revising.