Articles tagged with
Copilot

02 Dec 2025

Quickstart: Run an MCP Server on JVM and Integrate with Copilot

Are you looking for a way to extend the capabilities of LLMs with your own tools? Wondering how to run an MCP (Model Context Protocol) server on the JVM and make it available directly in Copilot? Curious about how to expose custom business logic to AI models using the latest Spring AI features? If you want to see how to quickly set up such an integration and test it locally, this guide is for you.

tomasz.gryl
01 Oct 2025

Taming AI Chaos: A Structured Agent Workflow for Predictable Coding

I once spent an hour debugging AI-generated code that insisted on using a method that hadn’t existed in a library for three years. Like many developers, I’ve been on a rollercoaster with AI coding assistants. One moment they generate flawless code; the next, they’re confidently hallucinating. After many trials, I’ve landed on a structured workflow that brings predictability and power back to the developer. This isn’t about finding one “perfect prompt.” It’s about creating a universal, repeatable process that uses specialized AI agents to guide collaboration. The goal is to augment your skills and let you focus on architecture, not just have the AI write code for you.

pawel.srebrny