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.
Ollama + VS Code: Your Guide to Local LLM Development
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!
Hiring Quality Developers in the AI Era
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 for Developers: How to Automate Testing, Debugging & Code
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 …
Can AI Run Offline? The Power of On-Device Machine Learning
AI is changing how mobile apps work, and it no longer requires constant internet access. With on-device machine learning, mobile applications can run AI features directly on the device. This approach improves performance, enhances data privacy, and allows apps to function even without a network connection. At Keyhole Software, we help businesses explore the best way to integrate AI into …


