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Seenivasa Ramadurai profile picture

Seenivasa Ramadurai

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

Location Dallas. Texas Joined Joined on 

Education

M.Sc Computer Science

🧠 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

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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
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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
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🧠 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
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Context is Currency: Unlocking Enterprise Intelligence with MCP

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1 min read
CODE – Currency Of Development Engineers
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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
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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
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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
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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
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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

#openai #agetnstssdk
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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

#ensemble #bagging #boosting #stacking
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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
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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
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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
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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
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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
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LangGraph Uncovered:AI Agent and Human-in-the-Loop: Enhancing Decision-Making with Intelligent Automation Part -III

#langgraph #multiagent
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6 min read
Enhancing AI Chatbots with Multimodal Capabilities Using ChromaDB and OpenAI CLIP
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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
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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)
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LangGraph Uncovered: Building Stateful LLM Applications & Enhancing Chatbots with Tools (Part II)

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

#langgraph #multiagent
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6 min read
Title: Segmenting Customers with K-Means Clustering: A Data-Driven Approach to Targeted Marketing
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Title: Segmenting Customers with K-Means Clustering: A Data-Driven Approach to Targeted Marketing

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6 min read
RAG: Giving LLMs a Timely and Tailored Education
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RAG: Giving LLMs a Timely and Tailored Education

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6 min read
Decoding the Magic of Models: From Encoders to Generators
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Decoding the Magic of Models: From Encoders to Generators

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3 min read
Fine-Tuning BERT for Precise Sentiment Detection in Blog Feedback
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Fine-Tuning BERT for Precise Sentiment Detection in Blog Feedback

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5 min read
BERT: The NLP Rockstar Revolutionizing Language Understanding
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BERT: The NLP Rockstar Revolutionizing Language Understanding

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5 min read
From Words to Numbers: Mastering the Bag of Words Model in NLP
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From Words to Numbers: Mastering the Bag of Words Model in NLP

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6 min read
Understanding NLP: The Fusion of Linguistics, Computing, and Deep Learning
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Understanding NLP: The Fusion of Linguistics, Computing, and Deep Learning

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4 min read
The Evolution from Microservice to Multi-Agent AI Systems
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The Evolution from Microservice to Multi-Agent AI Systems

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2 min read
Developing Multi-Agent Applications: A Deep Dive into AI Agent Frameworks
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Developing Multi-Agent Applications: A Deep Dive into AI Agent Frameworks

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4 min read
Tools and DI(Dependency Injection) : Streamlining AI Development with PydanticAI
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Tools and DI(Dependency Injection) : Streamlining AI Development with PydanticAI

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3 min read
Simplify AI Agent Development with PydanticAI: A Game-Changer for Python Developers
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Simplify AI Agent Development with PydanticAI: A Game-Changer for Python Developers

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3 min read
Building a Simple Conversational Chatbot LLM Application with LangChain
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Building a Simple Conversational Chatbot LLM Application with LangChain

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3 min read
Formatting LLM Responses: From Unstructured Text to Structured Outputs
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Formatting LLM Responses: From Unstructured Text to Structured Outputs

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2 min read
Getting Started with LangChain: Building LLM-Powered Applications
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Getting Started with LangChain: Building LLM-Powered Applications

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3 min read
End-to-End Guide: Building, Containerizing, and Deploying ML Models with Docker(Desktop)
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End-to-End Guide: Building, Containerizing, and Deploying ML Models with Docker(Desktop)

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9 min read
AI AGENTS
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AI AGENTS

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4 min read
Tensor vs NumPy
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Tensor vs NumPy

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1 min read
NLP 101: Title: Lemmatization vs. Stemming: The Thoughtful Strategist vs. The Rule-Following Hacker.
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NLP 101: Title: Lemmatization vs. Stemming: The Thoughtful Strategist vs. The Rule-Following Hacker.

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1 min read
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