Universal Deep Research: Bring Your Own Model and Strategy

Peter Belcak, Pavlo Molchanov

Universal Deep Research: Bring Your Own Model and Strategy: 14 upvotes on Hugging Face Daily Papers, #22 of 39 papers on 2025-09-03. Day-by-day upvote history.

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 additional training or finetuning. To showcase the generality of our system, we equip UDR with example minimal, expansive, and intensive research strategies, and provide a user interface to facilitate experimentation with the system.

Paper page on Hugging Face · arXiv

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