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Showing posts from November 11, 2026

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How to Build Your First AI Agent Using Model Context Protocol and Python

Building an AI agent involves more than connecting a language model to a chatbot interface. A useful agent needs access to external tools, the ability to process information, and a controlled way to perform tasks on behalf of a user. For example, an AI agent could calculate figures, retrieve information from a local database, read documents, create reports, or interact with external services. However, giving an AI model access to these capabilities introduces an important technical challenge: how do you connect the model to external tools without building a separate integration for every application? The Model Context Protocol (MCP) provides a standard approach to this problem. MCP allows AI applications to communicate with external tools and data sources through a common protocol. Instead of building a different connection for every model and application, developers can create MCP servers that expose specific capabilities to compatible AI clients. Python makes this process accessible ...

How to Set Up a VPS from Scratch (Ubuntu, Nginx, and SSL)

Setting up a Virtual Private Server (VPS) is one of the first steps toward hosting a website, running a web application, or managing your own online infrastructure. However, a newly created VPS is not automatically ready for production use. Before hosting anything, you need to prepare the operating system, secure remote access, configure a firewall, install a web server, and enable encrypted connections. Ubuntu is a popular choice for VPS hosting because it provides a stable Linux environment, extensive documentation, and access to a large collection of software packages. Combined with Nginx, UFW, and Let's Encrypt, it provides the basic infrastructure needed to host a website. This guide explains how to set up a VPS from scratch using Ubuntu, configure SSH key authentication, install Nginx, protect the server with UFW, and obtain a free SSL/TLS certificate through Certbot. The instructions assume you have a newly provisioned Ubuntu VPS, a computer with an SSH client, and a domain ...