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Closing the Loop: Letting AI Finish the Work

Closing the Loop: Letting AI Finish the Work

Getting sick on a ski trip led to an unexpected realization: the future of AI-assisted development isn’t just generating code faster, but closing the loop. By giving agents the ability to test, fail, and self-correct, we can move from endless prompting to true autonomous engineering — where humans define outcomes, not implementations.

Github Copilot for the Rest of Us

Github Copilot for the Rest of Us

GitHub Copilot isn’t just a code writer—it’s a context-aware work partner inside VS Code. With terminals, files, and Remote SSH, it helps diagnose and set up Linux servers, draft runbooks, and organize creative projects like storybooks. Treat it like a workspace companion, and the use cases multiply fast.

As an XAF Developer, What Should I Actually Test?

As an XAF Developer, What Should I Actually Test?

With AI making code cheaper than ever, the real challenge is no longer writing features but protecting business decisions. In XAF applications, effective testing means focusing on your logic, not the framework. Test services and decisions, isolate XAF with seams, use adapters wisely, and rely on integration tests for confidence