In the rapidly evolving landscape of healthcare technology, the Model Context Protocol (MCP) offers a powerful framework for building intelligent medical applications. When dealing with sensitive and critical patient data – like medical records,...
Introduction The Model Context Protocol (MCP) server needs to handle different types of requests. In this blog post, we’ll focus on the simplest approach – how to extract the method from the request body...
When you hear a model like GPT-3 has 175 billion parameters, it sounds huge — and it is. But what does that actually mean? Let’s break it down with a super simple example, then...
Let’s walk through exactly how WQW_QWQ (the query weight matrix) is multiplied with the input embedding, using a small example with embedding size = 5. 🧠 Context: What is WQW_QWQ? In a Transformer, we...
If you’ve ever wondered how models like ChatGPT or GPT-4 “understand” context and predict the next word so accurately — the secret sauce is attention. In this post, we’ll break it down step-by-step, with...
🟦 1. What is a word embedding? Let’s say a model reads this sentence: “The cat sat on the mat.“ Each word like “cat”, “mat”, “sat” is turned into a vector — imagine this...
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...