I write technical blogs on Cloud, Data, and AI, based on real-world production experience, focusing on practical architecture, performance, scalability, and operational insights.
INTRODUCTION In the rapidly evolving landscape of Generative AI, Retrieval-Augmented Generation (RAG) has emerged as a game-changing architecture that addresses one of the most critical challenges in Large Language Models (LLMs): hallucinations and k...
Over the past months, drawing from my knowledge and practical experience of designing and deploying internal RAG pipelines, it’s clear that moving from a compelling demo to a reliable, governed production system is a significant leap. The difference ...
API Key Creation Steps Go to Google AI Studio: Navigate to aistudio.google.com and sign in with your Google account. Accept Terms: If it's your first time, you'll be prompted to review and accept the Google AI and Gemini API terms of service. Find...
What is Python FastMCP ? Python FastMCP is a high-level, Pythonic framework designed for building MCP (Model Context Protocol) servers and clients easily and efficiently. MCP is a standardized protocol that allows servers to expose data and functiona...
What is a MCP Resource? How it is related to MCP Tooling? An MCP Resource is a read-only, addressable content entity exposed by the MCP server. Resources provide structured, contextual data that MCP clients can retrieve and deliver to LLMs for reason...
