AI code generation works best when it operates within explicit team guardrails.

Create a reusable “project rules” snippet that defines your development stack, architecture patterns, naming conventions, linting standards, and security constraints. Include this snippet in every coding prompt.

This ensures AI-generated code aligns with your team’s standards, reduces cleanup during review, and prevents architectural drift or security risks.

Key principle:
Do not ask AI to simply write code.
Ask it to write code within clearly defined project rules.