Witnessed AI tool complete coding task from start to finish and feeling unsettled about it

I work as a software developer and something happened recently that really got to me. Our company is testing this AI system that can handle development tasks. I saw it take a simple ticket from our project management system and complete the whole thing without human help.

The task was pretty basic stuff that usually takes me around an hour to finish. It involved writing some database queries and updating our backend services. But this AI tool went through our entire codebase, understood what needed to be done, wrote the necessary code changes, and even created a pull request with proper documentation.

What surprised me most was how well it followed our team standards. It used the right naming patterns, made smart choices about implementation, and even updated the relevant tests. When one of our lead developers looked at the final result, they said it was exactly how they would have approached the problem.

This is not some experimental demo. Our organization is actually rolling this out to different teams as part of a trial run. And it is already showing results like this one I witnessed.

I have been keeping up with AI news, but seeing it actually do my work on our real projects made everything feel much more immediate. This was a ticket I could have finished before lunch break, but now a machine did it faster and more efficiently.

I am not claiming developers will lose their jobs right away. But when AI can already manage these routine tasks, we are facing significant changes soon. Maybe not in years, but possibly in months.

Has anyone else seen something like this? How are you preparing for these changes? What do you think this means for our industry?

Had the same wake-up call about six months ago when our team started using AI for code reviews. The tool caught stuff I completely missed and suggested refactoring that was genuinely better than mine. What really hit me was how it understood context across multiple files - felt almost intuitive. Here’s what helped me process it: every major tech shift in software development has changed what we do, not eliminated us. When React or Spring Boot emerged, they automated tons of boilerplate that used to take hours. We adapted by focusing on architecture, problem-solving, and business logic instead of writing repetitive code. Now I’m spending more time learning to work with these tools rather than fighting them. Developers who figure out how to leverage AI effectively will probably have an advantage over those who ignore it. The work’s definitely changing, but there’s still plenty of complex problem-solving that needs human judgment and creativity.