XI. Directives as Code: Version and Share AI Behavior

Treat all natural language instructions that guide AI behavior—from reusable rules to task-specific specifications—as version-controlled assets.

• Pull Latest Directives: Before starting a new major feature, pull the latest changes from the team-ai-directives repository to ensure you are using the team’s most current standards.
• Use Standardized Templates: Whenever possible, reference a shared directive from the library for common tasks (e.g., @team/examples/testing/pytest_class_based.md).
• Contribute Back: If you develop a highly effective new prompt or a “golden” example, submit it back to the team’s shared repository via a pull request using the /levelup process.

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