People often don’t get what deterministic AI means. They think it’s about making LLMs rigid, predictable, or less creative. That’s wrong. It’s about giving them tools and scaffolding, so their output is trustworthy. Think of your own work as a developer. Maybe for hours you can
If you thought AI wouldn’t impact DevOps as much as it’s transforming software engineering because DevOps is somehow special or more complex—you might already be behind. AI’s impact on Infrastructure as Code (IaC), the standard for scalable and manageable cloud setups, is already well underway. In
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When I first approached compliance—ISO27001, SOC2, and similar certifications—it felt overwhelming. Pages upon pages of cryptic requirements, vague terms, and lengthy documentation made it seem like climbing Everest without a map. But once I zoomed in, it started making sense. Turns out, these guidelines are actually pretty straightforward,