Enforcing Code Standards When AI Is the Developer

As AI coding agents become primary development tools for both engineers and non-engineers, traditional instruction-based guidance proves insufficient—AI follows guidelines heuristically but inconsistently. This article advocates Git hooks as a deterministic enforcement layer, where error messages themselves become prompts that guide AI toward self-correction. Understanding this shift from heuristic guidance to hard enforcement is essential for teams scaling AI-assisted development without manual oversight.