Adaptive RAG

Why it matters

Adaptive RAG matches effort to task. Understanding shapes design.

The architecture

Classify query complexity.

Route to strategy.

Simple: LLM directly.

Complex: multi-hop RAG.

How it works end to end

Trained classifier or LLM-based.

Multi-strategy pipeline.

Cost-optimal per query.