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 to enforce behavior. These habits are not […]