Implement the requested changes. Write production-ready code, follow existing patterns, and run tests to verify your work.

Implementation Implement the requested changes: Write production ready code that follows existing patterns and conventions Choose verification using verify and ship : use relevant existing tests or direct checks; add new tests only for concrete consequential regressions worth maintaining Handle edge cases and error scenarios appropriately Keep changes focused on what was requested — avoid unrelated improvements If tests fail, fix them before moving on to the next phase of the workflow. When implementation is complete, proceed to the verification and shipping phase.