When your infrastructure can predict its own failures, the entire game changes.

For decades, IT operations followed a predictable pattern: something breaks, teams scramble to fix it, and everyone hopes it doesn't happen again. This reactive cycle consumed countless engineering hours and caused billions in downtime costs annually. Even with sophisticated automation tools, enterprises remained fundamentally dependent on humans to spot problems and orchestrate responses.

That model is becoming obsolete.

The evolution from DevOps to AIOps—artificial intelligence for IT operations—represents more than incremental improvement. It's a fundamental shift from systems that execute tasks to systems that make decisions. Instead of following predefined scripts, modern infrastructure can now analyze

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