Research Question Refinement And Scoping

via “context-aware-query-reformulation”

** - Lightning-Fast, High-Accuracy Deep Research Agent 👉 8–10x faster 👉 Greater depth & accuracy 👉 Unlimited parallel runs

Unique: Implements a feedback loop where the research agent analyzes initial findings to identify gaps and automatically generates follow-up queries that address those gaps. Uses semantic similarity and iteration limits to prevent infinite loops while maximizing coverage.

vs others: More thorough than single-query research because it autonomously expands scope based on findings rather than relying on users to identify gaps and request follow-up research.