--- name: implementation description: Implement the requested changes. Write production-ready code, follow existing patterns, and use proportionate verification. --- # 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.