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Universal Deep Research: Bring Your Own Model and Strategy (arxiv.org)
1 point by PaulHoule on Sep 14, 2025 | hide | past | pdf | discuss on HN

In plain words: A system wraps around any language model and lets users write and refine their own deep research strategy, with no extra training needed. Unlike today's tools, locked to one fixed strategy and tool set, it ships with three example strategies and a simple interface.

Abstract

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.

Peter Belcak, Pavlo Molchanov
arXiv:2509.00244 · cs.AI · submitted Aug 29, 2025
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