Seenivasa Ramadurai

AI Solution Architect with 20+ yrs in Azure, AWS, GCP, Microsvcs, gRPC, AI/ML,REST,TF, GenAI, Agentic AI, MCP, A2A, NLP, RAG, LangChain, LangGraph, AWS Strands, MSAIFrmWrk VectorDBs, Bedrock,Agentcore

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

152 posts published

92 comments written

3 tags followed

Cover image for MCP Is Not the Next REST. It's the Next Layer.

Seenivasa Ramadurai

Feb 12

MCP Is Not the Next REST. It's the Next Layer.

#ai #api #architecture #mcp

7 min read

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Cover image for The A2A Protocol Misconception: Why Your Agent Architecture Matters More Than Your Framework

Seenivasa Ramadurai

Feb 9

The A2A Protocol Misconception: Why Your Agent Architecture Matters More Than Your Framework

#agents #ai #architecture #systemdesign

15 min read

Cover image for Building Your First AI Chatbot with A2A Protocol and LangGraph: A Complete Guide

Seenivasa Ramadurai

Feb 8

Building Your First AI Chatbot with A2A Protocol and LangGraph: A Complete Guide

#agents #ai #llm #tutorial

11 min read

Cover image for Running AI Models Locally on Your Mac with Microsoft Foundry Local

Seenivasa Ramadurai

Feb 6

Running AI Models Locally on Your Mac with Microsoft Foundry Local

#ai #llm #microsoft #tutorial

6 min read

Cover image for Beyond the Hype: Understanding How AI Agents Actually Work (And Why They Mirror How You Function)

Seenivasa Ramadurai

Feb 3

Beyond the Hype: Understanding How AI Agents Actually Work (And Why They Mirror How You Function)

#agents #ai #learning #llm

4 min read

Cover image for How Transformers Pay Attention Like Humans Do

Seenivasa Ramadurai

Feb 2

How Transformers Pay Attention Like Humans Do

#ai #deeplearning #llm #machinelearning

3 min read

Cover image for The Teacher as Gradient: What Backpropagation Taught Me About Learning

Seenivasa Ramadurai

Feb 2

The Teacher as Gradient: What Backpropagation Taught Me About Learning

#ai #deeplearning #learning #machinelearning

3 min read

Cover image for AI Agents Are Becoming Digital Citizens

Seenivasa Ramadurai

Jan 31

AI Agents Are Becoming Digital Citizens

#agents #ai #leadership

9 min read

Cover image for Vector Embeddings: Meet the Librarian Living Inside Every AI

Seenivasa Ramadurai

Jan 29

Vector Embeddings: Meet the Librarian Living Inside Every AI

9 min read

Cover image for Stop Your RAG Agent from Making Things Up: A Functional Programming Approach

Seenivasa Ramadurai

Jan 24

Stop Your RAG Agent from Making Things Up: A Functional Programming Approach

#agents #llm #programming #rag

13 min read

Cover image for Building Stateful AI Agents at Scale with Microsoft Orleans

Seenivasa Ramadurai

Jan 24

Building Stateful AI Agents at Scale with Microsoft Orleans

14 min read

Cover image for Understanding AI Model (LLM) Parameters: A Chef's Guide

Seenivasa Ramadurai

Jan 19

Understanding AI Model (LLM) Parameters: A Chef's Guide

#ai #beginners #llm #machinelearning

6 min read

Cover image for LangChain vs LangGraph: Why One's a Drive-Through and the Other's a Buffet

Seenivasa Ramadurai

Jan 19

LangChain vs LangGraph: Why One's a Drive-Through and the Other's a Buffet

#ai #architecture #llm #python

4 min read

Cover image for The Non-Drinker's Guide to Clustering Algorithms 🎉

Seenivasa Ramadurai

Jan 11

The Non-Drinker's Guide to Clustering Algorithms 🎉

#algorithms #beginners #datascience #machinelearning

2 min read

Cover image for Newton's Third Law in Technology: From Screen-Bound to Hands Free

Seenivasa Ramadurai

Jan 9

Newton's Third Law in Technology: From Screen-Bound to Hands Free

#discuss #ai #automation #devjournal

3 min read

Cover image for NUMBERS: The Secret Language of AI Intelligence

Seenivasa Ramadurai

Dec 30 '25

NUMBERS: The Secret Language of AI Intelligence

6 min read

Cover image for Debugging Non-Deterministic LLM Agents: Implementing Checkpoint-Based State Replay with LangGraph Time Travel

Seenivasa Ramadurai

Dec 30 '25

Debugging Non-Deterministic LLM Agents: Implementing Checkpoint-Based State Replay with LangGraph Time Travel

#tooling #agents #tutorial #llm

15 min read

Cover image for Understanding Transformer Model Types: The Evolution from RNN to Modern AI

Seenivasa Ramadurai

Dec 29 '25

Understanding Transformer Model Types: The Evolution from RNN to Modern AI

#machinelearning #architecture #deeplearning #ai

6 min read

Cover image for Modern Search Techniques for Vector Databases (w/LangChain)

Seenivasa Ramadurai

Dec 28 '25

Modern Search Techniques for Vector Databases (w/LangChain)

#rag #ai #database #tutorial

4 min read

Cover image for Beyond Keyword Search: How LangChain's Self-Query Retriever Transforms Natural Language Into Smart Filters -Part-I

Seenivasa Ramadurai

Dec 28 '25

Beyond Keyword Search: How LangChain's Self-Query Retriever Transforms Natural Language Into Smart Filters -Part-I

#ai #llm #rag

6 min read

Cover image for Architecting Enterprise grade Multi‑Agent AI with AWS Strands & Amazon Bedrock AgentCore

Seenivasa Ramadurai

Dec 27 '25

Architecting Enterprise grade Multi‑Agent AI with AWS Strands & Amazon Bedrock AgentCore

#architecture #ai #agents #aws

7 min read

Cover image for Two Efficient Technologies to Reduce AI Token Costs: TOON and Microsoft's LLMLingua-2

Seenivasa Ramadurai

Dec 22 '25

Two Efficient Technologies to Reduce AI Token Costs: TOON and Microsoft's LLMLingua-2

#microsoft #ai #llm #performance

8 min read

Cover image for Beyond input(): Building Production-Ready Human-in-the-Loop AI Agents with LangGraph

Seenivasa Ramadurai

Dec 21 '25

Beyond input(): Building Production-Ready Human-in-the-Loop AI Agents with LangGraph

#llm #architecture #ai #python

6 min read

Cover image for I Built an ETL Pipeline That Actually Thinks & And Cut Token Costs by 52% (And Here's What I Learned)

Seenivasa Ramadurai

Dec 17 '25

I Built an ETL Pipeline That Actually Thinks & And Cut Token Costs by 52% (And Here's What I Learned)

#ai #dataengineering #performance #llm

17 min read

Cover image for 𝐀𝐈 - 𝐀𝐥𝐥 𝐈𝐧𝐯𝐢𝐬𝐢𝐛𝐥𝐞 & 𝐀𝐥𝐥 𝐈𝐧𝐞𝐯𝐢𝐭𝐚𝐛𝐥𝐞

Seenivasa Ramadurai

Dec 15 '25

𝐀𝐈 - 𝐀𝐥𝐥 𝐈𝐧𝐯𝐢𝐬𝐢𝐛𝐥𝐞 & 𝐀𝐥𝐥 𝐈𝐧𝐞𝐯𝐢𝐭𝐚𝐛𝐥𝐞

3 min read

Cover image for The Architecture of Agent Memory: How LangGraph Really Works

Seenivasa Ramadurai

Dec 14 '25

The Architecture of Agent Memory: How LangGraph Really Works

#agents #architecture #ai #llm

11 min read

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

Seenivasa Ramadurai

Dec 10 '25

LangGraph Streaming 101: 5 Modes to Build Responsive AI Applications

#agents #llm #ai #tutorial

6 min read

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

Seenivasa Ramadurai

Dec 7 '25

🔍 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 '25

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 '25

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 '25

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 '25

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 '25

Understanding Web 3.0: The Blockchain Revolution

3 min read

Seenivasa Ramadurai

Nov 25 '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 '25

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 '25

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 '25

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 '25

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

#agents #ai #architecture #aws

6 min read

Seenivasa Ramadurai

Oct 25 '25

Building Cost Monitoring with AWS Strands Hooks: A Complete Guide

#tutorial #monitoring #ai #aws

8 min read

Seenivasa Ramadurai

Oct 25 '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 '25

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 '25

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 '25

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 '25

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 '25

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 '25

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 '25

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 '25

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 '25

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 '25

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 '25

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 '25

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 '25

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 '25

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

#ai #azure #tooling

4 min read

Seenivasa Ramadurai

Sep 3 '25

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 '25

🧠 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 '25

My 100th Blog: Thank You ❤️

1 min read

Seenivasa Ramadurai

Aug 23 '25

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 '25

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 '25

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

9 min read

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