Tootfinder

Universal Deep Research: Bring Your Own Model and Strategy
Peter Belcak, Pavlo Molchanov
https://arxiv.org/abs/2509.00244 https://arxiv.org/pdf/2509.00244

Universal Deep Research: Bring Your Own Model and Strategy
Deep research tools are among the most impactful and most commonly encountered agentic systems today. We observe, however, that each deep research agent introduced so far is hard-coded to carry out a particular research strategy using a fixed choice of tools. We introduce Universal Deep Research (UDR), a generalist agentic system that wraps around any language model and enables the user to create, edit, and refine their own entirely custom deep research strategies without any need for additiona…