Python

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.

Deploying the Gemini File Search Tool on Oracle Cloud's Free Tier

Learn how to deploy a Python application on Oracle Cloud Always Free tier, including VCN setup, security rules, Nginx reverse proxy, Let’s Encrypt SSL, and automated deployment.

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.

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.

AI Document Analysis Engine: Type-Safe RAG with Pydantic and Gemini

A type-safe AI document analysis engine built with RAG

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