this is super helpful to us, I think more people should be aware of this approach

combine this with your: AI agent, cronjob, and git repo of your configs — and you get automated highly efficient, fully traceable, decision log, with ability to roll-back, understand every decision, and get learning loop of AI to optimize your campaigns.

this tools work well with humans in the loop too (color formatting), and built with AI agents running in CLI in mind (no-color, filters, help pages and self-discovery). inspired by Go linters (analysers) there are common linters to detect mistakes in configuration as well.

enjoy!