{
“markdown”: ”## Patterns\n- Explicit Namespacing: Use explicit prefixes (e.g., dev-user-signup-test or test-topic-feature-abc-123) to namespace test topics.\n- Local Verification: Use generic placeholders strictly for rapid verification and local debugging of messaging systems.\n\n## Anti-patterns\n- Production Usage: Never use test-topic-123 or similar placeholders in production environments.\n- Generic Naming: Avoid generic names as they risk collisions, pollute monitoring metrics, and expose security vulnerabilities.\n\n## Best Practices\n- Lifecycle Management: Enforce a strict lifecycle management policy for all test topics.\n- Automated Cleanup: Automate cleanup scripts to ensure dummy topics are deleted immediately after verification.\n- Environment Isolation: Always maintain a clean codebase by ensuring test data remains distinguishable from production traffic.”
}