In this post, weโll explore how to use GitHub Copilot to generate Java code and unit tests with minimal manual input. Using a real-world exampleโa mortgage calculator serviceโyouโll see how Copilot can help write both the core logic and the corresponding unit tests. Whether youโre new to AI-assisted development or curious about Copilotโs capabilities in a Java environment, this tutorial will give you practical insight into how it worksโand where human oversight still matters.
This post walks through a hands-on experiment in agentic development using an AI-powered digital twin embedded in the IDE. See how a single, well-structured prompt enabled the agent to implement a real user story, generate behavioral tests, and prepare Git commit documentationโwith minimal developer input. Includes real-world code samples, implementation insights, and a candid look at what worked, what didnโt, and where human oversight is still essential.
In this guide, we’ll show you how to leverage Ollama, a popular tool for local LLM execution, and the Continue VS Code extension to create a powerful coding environment. Follow along, and you’ll be running AI-powered code suggestions in no time!
Itโs fair to say that AI-accelerated software development has changed software delivery outcomes and reshaped how development teams operate. But like any major technology shift, it also introduces new tradeoffs. Hiring quality developers has become more complex in todayโs AI-driven environment. With automated resumes and advanced interview tools on the rise, many companies now struggle to identify candidates who are …
AI is already changing the way developers build, test, and deploy software. At Keyhole Software, we have been using AI tools for over five years to automate repetitive tasks, improve efficiency, and focus more on solving complex problems. We do not believe AI will replace developers, just like WYSIWYG editors, CMS platforms, and COBOL did not replace them. Instead, AI …