Seenivasa Ramadurai

AI Solution Architect with 20+ yrs in Azure, AWS, GCP, Microservices, gRPC, AI/ML,REST, TF, GenAI, Agentic AI, ACP, MCP, A2A, NLP, RAG, gRAG, LangChain, LangGraph, Semantic Kernel, Vector DBs, Bedrock

Dallas. Texas Joined on Jul 24, 2024

Education

M.Sc Computer Science

C#, Python ,Java ,Scala ,LLM , LangChain , Microsoft Semantic Kernel , Vector DBs. gRPT , REST , GraphQL, NestJS , Microservices , Azure , AWS , GCP

MCP , A2A , LanGraph, and other agentic frameworks .

Architecting and Developing Cloud Native Apps (MicroServices, gRPC, REST) and GenAI

126 posts published

73 comments written

3 tags followed

Cover image for LangGraph Streaming 101: 5 Modes to Build Responsive AI Applications

Seenivasa Ramadurai

Dec 10

LangGraph Streaming 101: 5 Modes to Build Responsive AI Applications

#agents #llm #ai #tutorial

6 min read

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Cover image for 🔍 Multi-Query Retriever RAG: How to Dramatically Improve Your AI's Document Retrieval Accuracy

Seenivasa Ramadurai

Dec 7

🔍 Multi-Query Retriever RAG: How to Dramatically Improve Your AI's Document Retrieval Accuracy

12 min read

Cover image for Hello World, This Is Me A Life Written in Code

Seenivasa Ramadurai

Dec 5

Hello World, This Is Me A Life Written in Code

1 min read

Cover image for Context Is Currency: Why MCP Matters for Enterprise AI

Seenivasa Ramadurai

Dec 4

Context Is Currency: Why MCP Matters for Enterprise AI

#ai #api #architecture

6 min read

Cover image for Think Like HATEOAS: How Agentic RAG Dynamically Navigates Knowledge

Seenivasa Ramadurai

Dec 2

Think Like HATEOAS: How Agentic RAG Dynamically Navigates Knowledge

#agents #rag #llm #architecture

2 min read

Cover image for Microsoft Foundry: The New AI Factory for the Enterprise

Seenivasa Ramadurai

Nov 30

Microsoft Foundry: The New AI Factory for the Enterprise

#architecture #ai #microsoft #azure

4 min read

Cover image for Understanding Web 3.0: The Blockchain Revolution

Seenivasa Ramadurai

Nov 28

Understanding Web 3.0: The Blockchain Revolution

3 min read

Seenivasa Ramadurai

Nov 25

Context Engineering in the Age of AI Agents: Awakening Awareness, Not Just Processing Data

#ai #autonomy

2 min read

Cover image for RAG vs MCP: Understanding AI Context Solutions

Seenivasa Ramadurai

Nov 18

RAG vs MCP: Understanding AI Context Solutions

#rag #llm #ai #mcp

6 min read

Cover image for The Code of Life: What Python's Data Structures Teach Us About Growth

Seenivasa Ramadurai

Nov 9

The Code of Life: What Python's Data Structures Teach Us About Growth

#discuss #motivation #python

3 min read

Cover image for TOON vs JSON: A Modern Data Format Showdown

Seenivasa Ramadurai

Nov 8

TOON vs JSON: A Modern Data Format Showdown

#data #performance #ai #llm

4 min read

Cover image for AWS Strands Multi-Agent Patterns for the Enterprise Part-I

Seenivasa Ramadurai

Oct 25

AWS Strands Multi-Agent Patterns for the Enterprise Part-I

#agents #ai #architecture #aws

6 min read

Seenivasa Ramadurai

Oct 25

Building Cost Monitoring with AWS Strands Hooks: A Complete Guide

#tutorial #monitoring #ai #aws

8 min read

Seenivasa Ramadurai

Oct 25

Supercharge your AWS AI agents with Strands Hooks

#agents #tutorial #ai #aws

8 min read

Cover image for Understanding the Agent Loop in AWS Strands Agent Framework

Seenivasa Ramadurai

Oct 23

Understanding the Agent Loop in AWS Strands Agent Framework

#agents #ai #aws

5 min read

Cover image for Understanding A2A, ACP, and MCP in the Agentic AI World Through the Lens of Human Communication

Seenivasa Ramadurai

Oct 20

Understanding A2A, ACP, and MCP in the Agentic AI World Through the Lens of Human Communication

#ai #architecture #beginners

3 min read

Cover image for AWS AgentCore Deployment Guide: Part II – Deploying SreeniBot to Production

Seenivasa Ramadurai

Oct 18

AWS AgentCore Deployment Guide: Part II – Deploying SreeniBot to Production

#aws #tutorial #cloud #ai

5 min read

Cover image for Introducing AWS Bedrock AgentCore: A Modular Platform for Deploying AI Agents at Enterprise Scale -Part I

Seenivasa Ramadurai

Oct 18

Introducing AWS Bedrock AgentCore: A Modular Platform for Deploying AI Agents at Enterprise Scale -Part I

#serverless #aws #architecture #ai

6 min read

Cover image for Strands Agents: A Model-First SDK for Building Autonomous AI on AWS and Beyond

Seenivasa Ramadurai

Oct 13

Strands Agents: A Model-First SDK for Building Autonomous AI on AWS and Beyond

#llm #ai #opensource #aws

6 min read

Cover image for Microsoft Agent Framework Building a Human-in-the-Loop User Search Workflow : Part-V

Seenivasa Ramadurai

Oct 13

Microsoft Agent Framework Building a Human-in-the-Loop User Search Workflow : Part-V

#tutorial #ai #architecture #microsoft

7 min read

Cover image for Building Dynamic Workflows with Branching Logic in Microsoft Agent Framework Part-IV

Seenivasa Ramadurai

Oct 12

Building Dynamic Workflows with Branching Logic in Microsoft Agent Framework Part-IV

#tutorial #automation #ai #microsoft

9 min read

Cover image for Building Concurrent User Search Workflows with Microsoft Agent Framework and AI Agents Part -III

Seenivasa Ramadurai

Oct 12

Building Concurrent User Search Workflows with Microsoft Agent Framework and AI Agents Part -III

#tutorial #microsoft #architecture #ai

6 min read

Cover image for Building a Web Search Workflow Using Microsoft Agent Framework (Without Any AI Services) -Part II

Seenivasa Ramadurai

Oct 12

Building a Web Search Workflow Using Microsoft Agent Framework (Without Any AI Services) -Part II

#tutorial #automation #microsoft #dotnet

6 min read

Cover image for Building Smart Workflows with the Microsoft Agent Framework-Part -I

Seenivasa Ramadurai

Oct 8

Building Smart Workflows with the Microsoft Agent Framework-Part -I

#automation #architecture #microsoft #ai

7 min read

Cover image for Microsoft Agent Framework: Combining Semantic Kernel + Autogen for Advanced AI Agents

Seenivasa Ramadurai

Oct 8

Microsoft Agent Framework: Combining Semantic Kernel + Autogen for Advanced AI Agents

#dotnet #ai #opensource #microsoft

5 min read

Cover image for Building a Multi-Agent Candidate Search System with Azure AI Foundry

Seenivasa Ramadurai

Oct 5

Building a Multi-Agent Candidate Search System with Azure AI Foundry

#ai #azure #tutorial

9 min read

Cover image for Building an Intelligent RAG Agent with Azure AI Foundry: A Deep Dive into Sreeni-RAG

Seenivasa Ramadurai

Oct 5

Building an Intelligent RAG Agent with Azure AI Foundry: A Deep Dive into Sreeni-RAG

#rag #azure #tutorial #ai

8 min read

Cover image for Building the Future of AI? Azure AI Foundry Might Be Your New Best Friend.

Seenivasa Ramadurai

Sep 30

Building the Future of AI? Azure AI Foundry Might Be Your New Best Friend.

#ai #azure #tooling

4 min read

Seenivasa Ramadurai

Sep 3

What is ACP ?

7 min read

Cover image for 🧠 Born to Learn: A Neural Network's Guide to Growing Up Human

Seenivasa Ramadurai

Aug 28

🧠 Born to Learn: A Neural Network's Guide to Growing Up Human

5 min read

Cover image for My 100th Blog: Thank You ❤️

Seenivasa Ramadurai

Aug 24

My 100th Blog: Thank You ❤️

1 min read

Seenivasa Ramadurai

Aug 23

Building Deep Agents with LangChain: A Complete Guide to Automated Profile Generation -Part -2

18 min read

Cover image for Why Simple AI Chatbots Aren't Enough: Building Deep Agents That Actually Think and Plan Part-1

Seenivasa Ramadurai

Aug 23

Why Simple AI Chatbots Aren't Enough: Building Deep Agents That Actually Think and Plan Part-1

7 min read

Cover image for Bridging the Gap Between LLMs and Enterprise APIs using FastMCP: How to Auto-Generate AI Tools from OpenAPI Specs

Seenivasa Ramadurai

Aug 14

Bridging the Gap Between LLMs and Enterprise APIs using FastMCP: How to Auto-Generate AI Tools from OpenAPI Specs

9 min read

Cover image for Building a Smart RAG System: How LangChain's SQLRecordManager Eliminates Duplicate Processing and Keeps Your Vector Store Clean

Seenivasa Ramadurai

Aug 12

Building a Smart RAG System: How LangChain's SQLRecordManager Eliminates Duplicate Processing and Keeps Your Vector Store Clean

23 min read

Seenivasa Ramadurai

Aug 10

🧠 Mastering Context Engineering: Why It's the Most Important Skill in the Age of AI

5 min read

Seenivasa Ramadurai

Aug 1

Context is Currency: Unlocking Enterprise Intelligence with MCP

1 min read

Seenivasa Ramadurai

Jul 31

CODE – Currency Of Development Engineers

2 min read

Seenivasa Ramadurai

Jul 28

I Am a Living Algorithm: How Human Life Reflects the Architecture of AI and Machine Learning

6 min read

Cover image for The Evolution of Middleware: From Web APIs to AI Agents

Seenivasa Ramadurai

Jul 27

The Evolution of Middleware: From Web APIs to AI Agents

6 min read

Cover image for Elicitation in Modern AI Agents: How Smart Agents Ask the Right Questions

Seenivasa Ramadurai

Jul 20

Elicitation in Modern AI Agents: How Smart Agents Ask the Right Questions

6 min read

Seenivasa Ramadurai

Jul 9

From Context to Collaboration: Unlocking the Power of MCP Servers

1 min read

Cover image for Building AI Agent Ecosystems: A2A and MCP Protocols in Action

Seenivasa Ramadurai

Jul 2

Building AI Agent Ecosystems: A2A and MCP Protocols in Action

6 min read

Cover image for MCP Model Context Protocol vs. Traditional APIs (REST, SOAP, GraphQL, gRPC): The Future of API Communication

Seenivasa Ramadurai

Jun 18

MCP Model Context Protocol vs. Traditional APIs (REST, SOAP, GraphQL, gRPC): The Future of API Communication

2 min read

Cover image for Building an AI Agent Registry Server with FastAPI: Enabling Seamless Agent Discovery via A2A Protocol -Part III

Seenivasa Ramadurai

May 22

Building an AI Agent Registry Server with FastAPI: Enabling Seamless Agent Discovery via A2A Protocol -Part III

7 min read

Cover image for Creating A2A Agents with Python: Building a Simple Math Agent - Part II

Seenivasa Ramadurai

May 6

Creating A2A Agents with Python: Building a Simple Math Agent - Part II

5 min read

Seenivasa Ramadurai

Apr 22

Understanding Google's A2A Protocol: The Future of AI Agents Communication -Part I

5 min read

Seenivasa Ramadurai

Apr 18

Function Calling vs. MCP (Model Context Protocol) + A2A: A Clean Architecture Analogy

1 min read

Cover image for Understanding Blockchain Technology: A Comprehensive Guide

Seenivasa Ramadurai

Mar 23

Understanding Blockchain Technology: A Comprehensive Guide

6 min read

Cover image for Building a Robust AI Guardrails System with OpenAI-Part II

Seenivasa Ramadurai

Mar 17

Building a Robust AI Guardrails System with OpenAI-Part II

6 min read

Cover image for Open AI Agents SDK : Unlocking the Future of OpenAI's Game-Changing Agents SDK Update Part-1

Seenivasa Ramadurai

Mar 17

Open AI Agents SDK : Unlocking the Future of OpenAI's Game-Changing Agents SDK Update Part-1

#openai #agetnstssdk

4 min read

Cover image for MCP – Model Context Protocol: The New Standard for AI Data Connectivity

Seenivasa Ramadurai

Mar 12

MCP – Model Context Protocol: The New Standard for AI Data Connectivity

18 min read

Cover image for Building Multi-Agent Systems with LangGraph Swarm: A New Approach to Agent Collaboration

Seenivasa Ramadurai

Mar 9

Building Multi-Agent Systems with LangGraph Swarm: A New Approach to Agent Collaboration

15 min read

Cover image for Building Multi-Agent Systems with LangGraph-Supervisor

Seenivasa Ramadurai

Mar 9

Building Multi-Agent Systems with LangGraph-Supervisor

5 min read

Cover image for Understanding Stacking Ensemble Method: A Comprehensive Guide -PART IV

Seenivasa Ramadurai

Mar 6

Understanding Stacking Ensemble Method: A Comprehensive Guide -PART IV

12 min read

Cover image for Unleash the Power of Boosting: A Practical Guide to Ensemble Learning - PART III

Seenivasa Ramadurai

Mar 6

Unleash the Power of Boosting: A Practical Guide to Ensemble Learning - PART III

6 min read

Cover image for AI Agents and LLM Models: Routers and Gateways for Efficient Management

Seenivasa Ramadurai

Mar 6

AI Agents and LLM Models: Routers and Gateways for Efficient Management

15 min read

Cover image for Unleash the Power of Bagging: A Practical Guide to Ensemble Learning - PART II

Seenivasa Ramadurai

Mar 5

Unleash the Power of Bagging: A Practical Guide to Ensemble Learning - PART II

9 min read

Cover image for Ensemble Learning -Part I: The Power of Many in Machine Learning

Seenivasa Ramadurai

Mar 5

Ensemble Learning -Part I: The Power of Many in Machine Learning

#ensemble #bagging #boosting #stacking

4 min read

Cover image for Understanding Python’s GIL and Enhancing Concurrency with Multithreading, Multiprocessing, and Asyncio

Seenivasa Ramadurai

Feb 28

Understanding Python’s GIL and Enhancing Concurrency with Multithreading, Multiprocessing, and Asyncio

5 min read

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