October 21, 2025

You’re working through a CodeCrafters challenge, making real progress, and suddenly realize something frustrating: all your work lives in a private remote repository that CodeCrafters controls. You want your progress on GitHub for your portfolio, for backup, or just to share with colleagues. But CodeCrafters requires you to push to their remote to validate each […]

Your stakeholder asked a reasonable question: “Will the AI system learn from our users and improve over time?” You said yes, because that sounds right. GenAI systems should learn. That’s what makes them intelligent, adaptive, future-proof. The demo went well. The project got funded. Now you need to deliver a system that actually learns. Six