@shub4am

Shubham Prakash

@shub4amJoined August 2025

Software Engineer

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Shubham Prakash's blogs

Vector embeddings chat with parentsvector-embedding-expalined.hashnode.dev1 post

Tokenization for freshers explainedtokenization-explained.hashnode.dev1 post

GPT explainedgpt-explained-to-kids.hashnode.dev1 post

System Promptssystem-prompts.hashnode.dev1 post

Building Thinking Model with CoTthinking-models-with-cot.hashnode.dev1 post

Navigating the Pitfalls of RAG

Common Failure Cases and Quick Mitigations Retrieval-Augmented Generation (RAG) has revolutionized how Large Language Models (LLMs) access and utilize external knowledge, enabling them to generate more accurate, relevant, and up-to-date responses. Ho...

Aug 22, 2025 · 6 min readrag-failures-mitigation.hashnode.dev

Scaling RAG Systems for Better Outputs

Retrieval-Augmented Generation (RAG) has revolutionized how Large Language Models (LLMs) interact with external knowledge, moving beyond their pre-trained limitations. However, as applications scale and demands for accuracy and efficiency grow, advan...

Aug 22, 2025 · 6 min readrag-patterns.hashnode.dev

Retrieval Augmented Generation (RAG): Bridging the Knowledge Gap in LLMs

Large Language Models (LLMs) have revolutionized how we interact with information, generating remarkably coherent and contextually relevant text. However, they inherently suffer from a critical limitation: their knowledge is confined to the data they...

Aug 20, 2025 · 6 min readrag-explained.hashnode.dev

Understanding Agentic AI: Agents, Tools, and How They Work

Artificial Intelligence (AI) has been evolving rapidly, moving from static models that simply respond to queries to more dynamic systems capable of taking actions autonomously. One of the most exciting frontiers in this evolution is Agentic AI — a pa...

Aug 17, 2025 · 4 min readshub4am.hashnode.dev

Building a Thinking Model from a Non-Thinking Model Using Chain-of-Thought

Ever wonder how some AI answers tough questions, not just simple ones? It's like the difference between someone memorizing facts versus someone who can actually think through a problem. In this article, we'll explore a cool trick called "Chain-of-Tho...

Aug 15, 2025 · 4 min readthinking-models-with-cot.hashnode.dev

Shubham Prakash

About

Available for

Shubham Prakash's blogs

Navigating the Pitfalls of RAG

Scaling RAG Systems for Better Outputs

Retrieval Augmented Generation (RAG): Bridging the Knowledge Gap in LLMs

Understanding Agentic AI: Agents, Tools, and How They Work

Building a Thinking Model from a Non-Thinking Model Using Chain-of-Thought

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Shubham Prakash

About

Available for

Shubham Prakash's blogs

Navigating the Pitfalls of RAG

Scaling RAG Systems for Better Outputs

Retrieval Augmented Generation (RAG): Bridging the Knowledge Gap in LLMs

Understanding Agentic AI: Agents, Tools, and How They Work

Building a Thinking Model from a Non-Thinking Model Using Chain-of-Thought