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
Corrective RAG structure

Enhancing LLM Agent Reliability with Corrective RAG and OpenEvals

Learn how combining Corrective RAG and OpenEvals enables LLM agents to verify their sources and answers, resulting in more accurate and reliable AI responses.

May 20, 2025 · 13 min · 2690 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

AI News Research Agent

A type-safe AI news research agent built with Pydantic-AI, Gemini 2.0 Flash, and Tavily Search

February 19, 2025 · 3 min · 513 words · Sabit Shaikholla