Agent Development Kit (ADK) view of the agent

Agentic File Query: An AI Agent That Reads Documents Like a 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 · 2072 words · Sabit Shaikholla

Gemini File Search Tool: RAG as a Managed 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

Corrective RAG Agent: Self-Checking Answers with 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: Type-Safe RAG with Pydantic and Gemini

A type-safe AI document analysis engine built with RAG

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

AI News Research Agent: Pydantic-AI, Gemini and Tavily

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

E-Commerce Microservices with Spring Boot and Docker Compose

A practical implementation of a microservices-based e-commerce platform using Spring Boot, Docker Compose, and event-driven architecture

November 2, 2024 · 6 min · 1170 words · Sabit Shaikholla

Football Oracle: Player Analytics with Spring Boot, React and Gemini

A Java-based platform using Spring Boot, React, PostgreSQL, and Gemini Pro API to provide AI-driven football player analytics and insights

July 6, 2024 · 7 min · 1460 words · Sabit Shaikholla