deep-research

Deep research with citations requires multi-source evidence gathering across web, academic, community, and vault content, followed by an iterative explore-critique loop to detect contradictions and generate a confidence map for decision-ready notes.

To synthesize contradictory evidence, use an exploration-to-critique loop that actively identifies missing angles and weak claims, then compiles findings into an outline-first vault note with fact-level citations and a confidence map.

Generating decision-ready research notes involves decomposing stakeholder perspectives into sub-questions, gathering diverse evidence in parallel, and mapping explicit uncertainty to produce comprehensive, citation-backed outputs.

Yes, deep research searches your vault in parallel with web, academic papers, and community discussions to build a diverse evidence base, integrating existing vault notes into the final synthesized output.

A confidence map improves evidence synthesis by explicitly rating the certainty of key claims, highlighting contradictions and gaps found during the iterative critique loop, ensuring research outputs reflect true evidence quality.

Use deep research instead of a quick web search when thorough investigations require multi-perspective coverage, contradiction detection across sources, and iterative refinement to produce comprehensive, decision-ready evidence-backed notes.