rule-compliance-gate

To enforce governance checks before modifying Python modules or SQL queries, use a pre-flight compliance gate that validates repository hygiene, type hints, docstrings, and SQL parameterization, blocking execution if constraints fail.

A pre-flight checklist for code quality and data validation is a governance mechanism that verifies Python and SQL standards, dataframe contracts, structured logging, and unit testing rules before allowing code changes to proceed.

You validate logging standards and error handling before an analysis run by applying an intent-driven profile selection that checks repository hygiene and structured error handling requirements before generating outputs.

Yes, the compliance gate supports notebook-to-script conversion and plot generation by applying chart labeling rules, output naming conventions, and testing standards during these specific code modification tasks.

When a governance checklist item cannot be satisfied during refactoring, the compliance gate stops implementation immediately and explains exactly which blocking constraint is preventing execution.

You align rule sets for analysis-run, review, and refactor profiles by using intent-driven active profile selection, which automatically determines the correct governance rules when no profile is explicitly provided.