Seenivasa Ramadurai

AI Solution Architect with 20+ yrs across Azure, AWS, GCP, AI/ML, LLMs, GenAI, Agentic AI, MCP, A2A, NLP, RAG, LangChain, LangGraph, Vector DBs, MS-Foundry, Bedrock AgentCore, Microsvc, REST, gRPC.

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

156 posts published

97 comments written

3 tags followed

Seenivasa Ramadurai

Mar 1

Your Enterprise APIs Are Already Agent Tools. AWS AgentCore Gateway Just Unlocks Them via MCP

#agents #api #aws #mcp

9 min read

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Seenivasa Ramadurai

Feb 28

AI Agent Identity at Scale Microsoft Entra Agent ID vs. AWS AgentCore Identity

#agents #ai #aws #microsoft

6 min read

Seenivasa Ramadurai

Feb 27

The Scripted Middle Tier Is Reaching Its Limits What Comes Next Is Agentic

#agents #ai #architecture #microservices

6 min read

Seenivasa Ramadurai

Feb 22

Designing Agentic AI Systems: How Real Applications Combine Patterns, Not Hype

#agents #ai #architecture #llm

7 min read

Seenivasa Ramadurai

Feb 19

Choosing the Right Vector Embedding Model and Dimension: A School Analogy That Makes Everything Clear

#ai #machinelearning #rag #tutorial

5 min read

Seenivasa Ramadurai

Feb 14

I Fine Tuned an Open Source Model and the Bhagavad Gita Explained It Better Than Any Paper

9 min read

Seenivasa Ramadurai

Feb 14

RAG Chunking Strategies

#ai #architecture #llm #rag

7 min read

Seenivasa Ramadurai

Feb 12

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

#ai #api #architecture #mcp

7 min read

Seenivasa Ramadurai

Feb 9

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

#agents #ai #architecture #systemdesign

15 min read

Seenivasa Ramadurai

Feb 8

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

#agents #ai #llm #tutorial

11 min read

Seenivasa Ramadurai

Feb 6

Running AI Models Locally on Your Mac with Microsoft Foundry Local

#ai #llm #microsoft #tutorial

6 min read

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

Seenivasa Ramadurai

Feb 2

How Transformers Pay Attention Like Humans Do

#ai #deeplearning #llm #machinelearning

3 min read

Seenivasa Ramadurai

Feb 2

The Teacher as Gradient: What Backpropagation Taught Me About Learning

#ai #deeplearning #learning #machinelearning

3 min read

Seenivasa Ramadurai

Jan 31

AI Agents Are Becoming Digital Citizens

#agents #ai #leadership

9 min read

Seenivasa Ramadurai

Jan 29

Vector Embeddings: Meet the Librarian Living Inside Every AI

9 min read

Seenivasa Ramadurai

Jan 24

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

#agents #llm #programming #rag

13 min read

Seenivasa Ramadurai

Jan 24

Building Stateful AI Agents at Scale with Microsoft Orleans

14 min read

Seenivasa Ramadurai

Jan 19

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

#ai #beginners #llm #machinelearning

6 min read

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

Seenivasa Ramadurai

Jan 11

The Non-Drinker's Guide to Clustering Algorithms 🎉

#algorithms #beginners #datascience #machinelearning

2 min read

Seenivasa Ramadurai

Jan 9

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

#discuss #ai #automation #devjournal

3 min read

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

Seenivasa Ramadurai

Dec 29 '25

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

#machinelearning #architecture #deeplearning #ai

6 min read

Seenivasa Ramadurai

Dec 28 '25

Modern Search Techniques for Vector Databases (w/LangChain)

#rag #ai #database #tutorial

4 min read

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

Seenivasa Ramadurai

Dec 27 '25

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

#architecture #ai #agents #aws

7 min read

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

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

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

Seenivasa Ramadurai

Dec 14 '25

The Architecture of Agent Memory: How LangGraph Really Works

#agents #architecture #ai #llm

11 min read

Seenivasa Ramadurai

Dec 10 '25

LangGraph Streaming 101: 5 Modes to Build Responsive AI Applications

#agents #llm #ai #tutorial

6 min read

Seenivasa Ramadurai

Dec 7 '25

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

12 min read

Seenivasa Ramadurai

Dec 5 '25

Hello World, This Is Me A Life Written in Code

1 min read

Seenivasa Ramadurai

Dec 4 '25

Context Is Currency: Why MCP Matters for Enterprise AI

#ai #api #architecture

6 min read

Seenivasa Ramadurai

Dec 2 '25

Think Like HATEOAS: How Agentic RAG Dynamically Navigates Knowledge

#agents #rag #llm #architecture

2 min read

Seenivasa Ramadurai

Nov 30 '25

Microsoft Foundry: The New AI Factory for the Enterprise

#architecture #ai #microsoft #azure

4 min read

Seenivasa Ramadurai

Nov 28 '25

Understanding Web 3.0: The Blockchain Revolution

3 min read

Seenivasa Ramadurai

Nov 18 '25

RAG vs MCP: Understanding AI Context Solutions

#rag #llm #ai #mcp

6 min read

Seenivasa Ramadurai

Nov 9 '25

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

#discuss #motivation #python

3 min read

Seenivasa Ramadurai

Nov 8 '25

TOON vs JSON: A Modern Data Format Showdown

#data #performance #ai #llm

4 min read

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

Seenivasa Ramadurai

Oct 23 '25

Understanding the Agent Loop in AWS Strands Agent Framework

#agents #ai #aws

5 min read

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

Seenivasa Ramadurai

Oct 18 '25

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

#aws #tutorial #cloud #ai

5 min read

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

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

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

Seenivasa Ramadurai

Oct 12 '25

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

#tutorial #automation #ai #microsoft

9 min read

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

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

Seenivasa Ramadurai

Oct 8 '25

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

#automation #architecture #microsoft #ai

7 min read

Seenivasa Ramadurai

Oct 8 '25

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

#dotnet #ai #opensource #microsoft

5 min read

Seenivasa Ramadurai

Oct 5 '25

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

#ai #azure #tutorial

9 min read

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

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

Seenivasa Ramadurai

Aug 28 '25

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

5 min read

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