Convert source notes into claim-level evidence with confidence and limitations.
Verify source traceability, artifact completeness, and citation correctness before citation_qa gate.
Write an evidence-backed final research report from sources and the evidence matrix.
Review research method quality, source diversity, bias, and conclusion strength.
Convert a broad research request into subquestions, assumptions, and source criteria.
Design and execute a multi-round SearxNG/arXiv search strategy.
Read a web page or paper and produce source-grounded notes with stable IDs.
Define a durable DeepResearch acceptance contract before dispatching research work.