AIToday
Large Language ModelsOpen-Source AIDaily Dose of Data SciencePublished: May 26, 2026, 07:00 JST

Onyx, an open-source deep research system, ranks No. 1 by removing search access from its orchestrator agent

Onyx, an open-source deep research system, ranks No. 1 by removing search access from its orchestrator agent

3 Key Points

  1. Onyx has been ranked No. 1 on DeepResearch Bench. The system uses a counterintuitive architecture where the orchestrator agent that runs the entire research strategy has no search access, preventing it from querying the web or opening URLs.

  2. The system operates in three phases: Phase 1 decomposes the query into up to 6 research directions; Phase 2 dispatches 3 isolated research agents, each running up to 8 sub-cycles of search, read, and think to produce intermediate reports with citations; Phase 3 produces a unified report with deduplicated citations. Keeping the architecture only two levels deep prevents information distortion through multiple summarization steps.

  3. By stripping search capability from the orchestrator, the system forces it to write self-contained task briefs for each research agent instead of prematurely answering questions with surface-level results. The implementation is available on GitHub and can be tried directly.

Not sure about something? Ask the AI

Questions and answers are published on this page.

Summaries like this, in your inbox every morning.

Daily Dose of Data ScienceRead Original Article

AI news that matters for your work, delivered every morning.

Pick your industry and the AI tools you use, and get news related to your work every day.

Free · 30 seconds with Google · unsubscribe anytimeWhat is AIToday? →

Ask AI

Ask AI anything about this article. The AI reads this article, earlier AIToday articles, and Wikipedia, and cites its sources. Q&As are published on this page for other readers too.

Questions and answers are published on this page.

Related Articles

Next articleAs U.S. and European climate funding contracts, Asian philanthropists are stepping in to close the gap—though their commitments still fall far short of the region's needs.