research

Multi-agent web research works by orchestrating parallel sub-agents to gather evidence from diverse perspectives. It coordinates parallel fanout to multiple sources, applying cross-validation and source triangulation to deliver a sourced synthesis with per-source citations.

To get a sourced synthesis with citations, you provide a research topic to initiate a parallel fanout. The system gathers evidence using Exa web search, Thinktank, and xAI tools, then aggregates per-source findings into a final validated briefing with citations.

The best way to cross-validate web search results is using a multi-agent approach that routes inquiries to parallel sub-agents. This repository-aware strategy gathers diverse signals and applies aggregated validation to surface triangulated findings with citations.

Yes, you can use Exa web search and xAI tools together for repository-aware analysis. The system executes a flexible routing strategy that coordinates these tools alongside Thinktank to gather evidence and deliver structured synthesis with per-source citations.

You need multi-source web research with parallel sub-agents when your topic requires cross-validation and source triangulation. It is designed for inquiries where reliable evidence gathering from diverse perspectives and repository-aware analysis are necessary to produce a sourced briefing.

Web research lacks reliability without source triangulation because single-source inquiries miss diverse signals. By coordinating parallel sub-agents to gather and validate evidence from multiple sources, the system ensures a structured synthesis with citations and cross-validated perspectives.