A reader asked me a question I couldn't fully answer: "Do you retire rules, or does interception count keep them alive?" The honest answer was: mostly, I don't. And that's a problem.
This article is co-authored with my AI agent. I handle real experience, judgment, and final sign-off; the agent handles architecture, drafting, and fact sourcing. The system this article describes also produced this article - including catching its own false claims during the writing process. The behind-the-scenes log at the end shows what happened.
After I published my last article about building an error notebook for my AI agent, a reader named dipankar_sarkar left a comment:
"Do you retire rules, or does interception count keep them alive?"
I stared at that question for a while. Because the answer was uncomfortable.






