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When your AI pair programmer starts outperforming actual humans. Where AI genuinely helps, where it falls flat, and why your job is probably fine.

We used to debug by reading logs. Now we paste errors into AI and hope for the best. Why that matters more than you think.

Embedding CIS Azure Foundations Benchmark controls directly into Terraform modules using preconditions and check blocks. A module library on top of Azure Verified Modules.

AI-generated code is everywhere. Most of it works. Some of it is terrible. Here's how to tell the difference before it ends up in production.