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Seenivasa Ramadurai profile picture

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

Location Dallas. Texas Joined Joined on 

Education

M.Sc Computer Science

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

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6 min read

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Building Cost Monitoring with AWS Strands Hooks: A Complete Guide

Building Cost Monitoring with AWS Strands Hooks: A Complete Guide

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8 min read
Supercharge your AWS AI agents with Strands Hooks

Supercharge your AWS AI agents with Strands Hooks

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8 min read
Understanding the Agent Loop in AWS Strands Agent Framework
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Understanding the Agent Loop in AWS Strands Agent Framework

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

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

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

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

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

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

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

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

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6 min read
Building Smart Workflows with the Microsoft Agent Framework-Part -I
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Building Smart Workflows with the Microsoft Agent Framework-Part -I

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

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

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

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

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4 min read
What is ACP ?
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What is ACP ?

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

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5 min read
My 100th Blog: Thank You ❤️
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My 100th Blog: Thank You ❤️

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

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

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

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

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

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

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

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5 min read
Context is Currency: Unlocking Enterprise Intelligence with MCP

Context is Currency: Unlocking Enterprise Intelligence with MCP

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1 min read
CODE – Currency Of Development Engineers

CODE – Currency Of Development Engineers

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

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

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6 min read
The Evolution of Middleware: From Web APIs to AI Agents
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The Evolution of Middleware: From Web APIs to AI Agents

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

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6 min read
From Context to Collaboration: Unlocking the Power of MCP Servers

From Context to Collaboration: Unlocking the Power of MCP Servers

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1 min read
Building AI Agent Ecosystems: A2A and MCP Protocols in Action
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Building AI Agent Ecosystems: A2A and MCP Protocols in Action

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

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

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

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

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

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

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

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1 min read
Understanding Blockchain Technology: A Comprehensive Guide
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Understanding Blockchain Technology: A Comprehensive Guide

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6 min read
Building a Robust AI Guardrails System with OpenAI-Part II
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Building a Robust AI Guardrails System with OpenAI-Part II

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

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

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

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15 min read
Building Multi-Agent Systems with LangGraph-Supervisor
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Building Multi-Agent Systems with LangGraph-Supervisor

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5 min read
Understanding Stacking Ensemble Method: A Comprehensive Guide -PART IV
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Understanding Stacking Ensemble Method: A Comprehensive Guide -PART IV

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

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6 min read
AI Agents and LLM Models: Routers and Gateways for Efficient Management
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AI Agents and LLM Models: Routers and Gateways for Efficient Management

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

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

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

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5 min read
Building an AI Agent with MCP-Model Context Protocol(Anthropic's) and LangChain Adapters
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Building an AI Agent with MCP-Model Context Protocol(Anthropic's) and LangChain Adapters

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6 min read
MCP – Model Context Protocol: Standardizing AI-Data Access
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MCP – Model Context Protocol: Standardizing AI-Data Access

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4 min read
Sentiment Analysis on IMDB Movie Reviews Using BERT

Sentiment Analysis on IMDB Movie Reviews Using BERT

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5 min read
Leveraging LangGraph's Send API for Dynamic and Parallel Workflow Execution

Leveraging LangGraph's Send API for Dynamic and Parallel Workflow Execution

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3 min read
Microsoft Presidio and LangGraph: Enhancing AI Agents with Robust PII Protection and Data Anonymization

Microsoft Presidio and LangGraph: Enhancing AI Agents with Robust PII Protection and Data Anonymization

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4 min read
LangGraph Subgraphs: A Guide to Modular AI Agents Development

LangGraph Subgraphs: A Guide to Modular AI Agents Development

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5 min read
LangGraph Uncovered:AI Agent and Human-in-the-Loop: Enhancing Decision-Making with Intelligent Automation Part -III

LangGraph Uncovered:AI Agent and Human-in-the-Loop: Enhancing Decision-Making with Intelligent Automation Part -III

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6 min read
Enhancing AI Chatbots with Multimodal Capabilities Using ChromaDB and OpenAI CLIP

Enhancing AI Chatbots with Multimodal Capabilities Using ChromaDB and OpenAI CLIP

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8 min read
Unlocking the Power of Large Language Models: Corporate Strategies for Fine-Tuning

Unlocking the Power of Large Language Models: Corporate Strategies for Fine-Tuning

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3 min read
LangGraph Uncovered: Building Stateful LLM Applications & Enhancing Chatbots with Tools (Part II)

LangGraph Uncovered: Building Stateful LLM Applications & Enhancing Chatbots with Tools (Part II)

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5 min read
LangGraph Uncovered: Building Stateful Multi-Agent Applications with LLMs-Part I

LangGraph Uncovered: Building Stateful Multi-Agent Applications with LLMs-Part I

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6 min read
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