Large Language Models (LLMs) like OpenAI’s GPT, Google’s Gemini, or Meta’s LLaMA have become incredibly powerful at understanding and generating human-like text. But how do they actually work under the hood? What happens when...
The Model Context Protocol (MCP) allows language models to interface with tools and external systems in a structured, programmable way. If you’re building intelligent apps or agents that need dynamic tool invocation, MCP gives...
In this post, we dive into the mechanics of how a GPT-like transformer model predicts the next word in a sequence. We’ll walk through a simplified version with small vectors and matrices to understand...
Question: If a system has 100 million user-product interactions, and if each order is mapped toa vector of 768 dimensions, how much space will the system require to store all vectors?Answer: 100 million interactions...
Two core reasons why vector databases are fundamentally different from traditional relational databases. ✅ 1. Binary Search Doesn’t Scale to High Dimensions Traditional Indexing (Relational DBs): Problem in Vector Space: Hence, binary search, B-trees,...
🔷 What are Transformer Layers? Each layer in a Transformer is like a stage in a mental process — every stage helps a token (word) understand more about its meaning in the sentence. A...
Vector embeddings convert real-world content, like documents and images, into 1-D numericalrepresentations (arrays).These arrays have N values, representing N dimensions. They are called vectors and can becompared with each other efficiently.These vectors aren’t random...
In the rapidly evolving world of AI and large language models (LLMs), most people associate cutting-edge capabilities with cloud-based giants like OpenAI, Anthropic, and Google. However, a new tool called Ollama is shifting this...
In a modern AI-assisted development environment, the Model Context Protocol (MCP) facilitates interaction between tools like Cursor VSCode and a backend server written in ColdFusion. Let’s walk through how an MCP client initializes communication,...
GraalVM is a powerful runtime that enables you to run code written in multiple languages—like JavaScript, Python, and Ruby—side by side within the same Java application. This blog shows how to perform polyglot programming...