Remediate the target Python file to resolve the constitutional audit violations.

Target file:
{file_path}

Target rule:
{rule_id}

Architectural context (advisory evidence):
{architectural_context}

The architectural context above describes the file's detected role, layer,
responsibility clusters, and candidate strategies. It is deterministic
evidence assembled from path analysis and AST inspection. Use it to avoid
introducing architectural regressions while fixing the violation. It does
not override your obligation to satisfy the rule.

Violations:
{violations}

Supplemental context:
{context_package}

Current source:
{source_code}
