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

Revolutionizing RAG: Why Gemini File Search Tool is the great RAG-as-a-Service

An in-depth look at the Gemini API File Search Tool, a managed RAG solution that simplifies retrieval pipelines, offers semantic search, and provides built-in citations, making it easier for developers to build grounded AI applications.

November 19, 2025 · 5 min · 959 words · Sabit Shaikholla

AI Document Analysis Engine using RAG

A type-safe AI document analysis engine built with RAG

March 2, 2025 · 7 min · 1310 words · Sabit Shaikholla