Conclusion

You have now closed the full human-in-the-loop cycle, from manual review, to AI-assisted review, to making both the standards and the process permanent.

Key Takeaways

• CLAUDE.md is a file Claude Agent reads at the start of every session. Anything you put in it becomes a standing instruction for the project. Your standards written down once and applied automatically from that point on.
• A skill is a saved workflow triggered on demand. It encodes a repeatable process so you never have to rebuild it from scratch. Rules and skills serve different purposes. Rules shape how code is written, but skills shape how a task is performed.
• The right way to verify a rule works is to ask for something the rule should affect without mentioning the rule in the prompt. If the output follows it, the rule is being read.
• The review process you built across three lessons including the seven categories, three severity levels, a clear merge recommendation, is worth writing down. Institutional memory should live in a file, not just in your mind.
• This is the difference between vibe coding and AI-augmented development. Not that AI writes the code, but that a human decides what good means, encodes that standard, and makes sure it carries forward.