Agent Development Kit (ADK) view of the agent

Beyond RAG: Building an AI Agent That Explores Documents Like a Human Researcher

A deep dive into Agentic File Query — an AI-powered document search built with Google ADK, Gemini, and Docling. Instead of traditional RAG, the agent uses a three-phase Scan → Deep Dive → Backtrack strategy to intelligently navigate document folders and produce cited answers.

February 24, 2026 · 10 min · 2085 words · Sabit Shaikholla