@Soumyodeep09

SOUMYODEEP DEY

@Soumyodeep09Kolkata, West Bengal, IndiaJoined September 2023

Life-long Learner

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Hey , I'm Soumyodeep Dey currently pursuing my B.Tech in CS.

talk about software development and AI

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collaborate, or discuss any exciting ideas...

SOUMYODEEP DEY's blogs

Untitled Publicationsoumyodeepdey.dev11 posts

A Guide to RAG Patterns and Pipelines with Practical Examples

Introduction: Retrieval-Augmented Generation (RAG) has become one of the most powerful ways to improve Large Language Models (LLMs). But when we try to use RAG at scale—like in production apps, customer support systems, or knowledge-heavy chatbots—we...

Aug 21, 2025 · 5 min readsoumyodeepdey.dev

Troubleshooting RAG: Typical Issues and Easy Remedies

RAG (Retrieval-Augmented Generation) helps AI give better answers by letting it look up documents first. But RAG can still go wrong. Here are five common problems, why they happen, and quick simple fixes. 1) Poor recall What happens:The system can’t...

Aug 19, 2025 · 3 min readsoumyodeepdey.dev

RAGs Explained: Your Simple Introduction

What is RAG? RAG basically stands for Retrieval Augmented Generation. Think of it as giving your AI assistant a library card so it can look up the latest information before answering your questions. Example : Imagine you're talking to a very smart fr...

Aug 19, 2025 · 5 min readsoumyodeepdey.dev

Beginner's Guide to Agentic AI with JavaScript: A Practical Approach

Introduction: Agentic AI(person) = LLM(Brain) + some helper functions(hands and legs) AI that sets goals, plans, acts, and uses tools (APIs, databases, web search, other programs) to reach those goals, iterating in a loop: Thought → Action → Observat...

Aug 16, 2025 · 7 min readsoumyodeepdey.dev

How to Turn a Non-Thinking Model into a Thinking Model: A Starter's Guide

Introduction: Chain-of-Thought (CoT) is a prompting technique that encourages a language model to show its work — i.e., produce intermediate steps — so it can solve multi-step reasoning tasks more reliably. You don’t need to change model weights to g...

Aug 15, 2025 · 5 min readsoumyodeepdey.dev

SOUMYODEEP DEY

About

Available for

SOUMYODEEP DEY's blogs

A Guide to RAG Patterns and Pipelines with Practical Examples

Troubleshooting RAG: Typical Issues and Easy Remedies

RAGs Explained: Your Simple Introduction

Beginner's Guide to Agentic AI with JavaScript: A Practical Approach

How to Turn a Non-Thinking Model into a Thinking Model: A Starter's Guide

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SOUMYODEEP DEY

About

Available for

SOUMYODEEP DEY's blogs

A Guide to RAG Patterns and Pipelines with Practical Examples

Troubleshooting RAG: Typical Issues and Easy Remedies

RAGs Explained: Your Simple Introduction

Beginner's Guide to Agentic AI with JavaScript: A Practical Approach

How to Turn a Non-Thinking Model into a Thinking Model: A Starter's Guide