Topic Resolver

Before running any web search or research workflow, resolve the topic to concrete, searchable entities. One small LLM call upfront saves 10x the tokens in search noise.

The Problem

Raw topic queries produce noisy results:

User: "latest in Next.js"
Raw search: "next.js latest" -> news articles, old tutorials, unrelated mentions

The Solution

Resolve first, search second: