implementation

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.