You cannot responsibly automate what you cannot do manually. AI agents speed up work for people who already know how to do it. They do not replace the need to learn the work in the first place.
Every organization has loaded weapons lying around that nobody remembers loading. The most dangerous capability in any system is the one you built ‘just in case.’
There’s a moment in every project where the work stops being about building and starts being about keeping things running. Nobody announces this transition. Nobody gives you new tools for it. And most people keep building long past the point where they should have stopped.
Your system works. Then you try it somewhere else and it falls apart. The gap between ‘works here’ and ‘works anywhere’ is where most automation dies — and most organizations never look.
Your product works until someone actually uses it. The gap between ‘works in dev’ and ‘works for a person’ is where most systems fail — and most organizations avoid looking.
When work changes velocity, governance systems don’t just fall behind. They become theater. And theater is worse than nothing—it gives you the feeling of control without any of the substance.