deep-research

Deep research for complex queries is conducted by decomposing questions into subtopics, gathering evidence iteratively, synthesizing answers in parallel, and verifying claims through dual reviewers and a critic agent.

The best way to verify evidence gathered from web searches is using a multi-stage process where dual reviewers validate synthesized claims, and a critic agent challenges high-stakes assertions for robust validation.

Yes, you need web search and fetch APIs to run parallel synthesis. This deep research process requires access to these APIs for external source review, alongside parallel processing capabilities and robust error handling.

Claim verification during complex query processing works by engaging dual reviewers to validate synthesized claims. A critic agent further considers high-stakes claims to ensure documented reliability.

Yes, you can get a cited report after iterative evidence gathering. The structured output provides either a cited report or a brief based on your preference following the synthesis and validation stages.