What is AI ops? Why LLM and agent systems require a different approach

Last Updated on September 25, 2026 Most engineers approaching their first production LLM system bring a mental model that works well for software: test your inputs and outputs with assertions, check your code into git, roll back if something breaks, and rely on system prompts or configuration files…